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https://openalex.org/W4306175389
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https://nutritionj.biomedcentral.com/counter/pdf/10.1186/s12937-022-00815-8
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Validity and reliability of a semi-quantitative food frequency questionnaire in groups at high risk for cardiovascular diseases
|
Nutrition journal
| 2,022
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cc-by
| 8,424
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© The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the 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. Abstract Weighted k statistics and Bland-Altman plots showed acceptable agreement between
FFQs and 24HDRs. Conclusion: The FFQ developed for the population at high risk of cardiovascular and cerebrovascular diseases in
areas of Ningxia can be used to measure the dietary intake of nutrients and food groups reliably and validly. Keywords: Food frequency questionnaire, Reliability, Validity, CVD, Food groups ischemic heart disease are the top two causes of death in
China. Accounting for stroke and ischemic heart disease
of deaths annually is 149 and 124 per 100,000 population
[3]. Dietary risk factors have been found to influence the
occurrence, progression and mortality of CVD [2, 4, 5]. Reasonable dietary intakes including Mediterranean Diet
supplemented with extra-virgin olive oil and Mediterra-
nean Diet supplemented with nuts can reduce the occur-
rence of CVD by 50% [6]. Many epidemiological studies
have also shown that appropriate dietary habits play a
very important role in the protection and prevention of
CVD and adapting appropriate dietary patterns such Yan et al. Nutrition Journal (2022) 21:63
https://doi.org/10.1186/s12937-022-00815-8 Open Access Abstract Background: Diet is a modifiable risk factor for cardiovascular diseases (CVD), but there is still a lack of tools to assess
dietary intakes of this high-risk population in Ningxia, China. Background: Diet is a modifiable risk factor for cardiovascular diseases (CVD), but there is still a lack of tools to assess
dietary intakes of this high-risk population in Ningxia, China. Objective: We aim to evaluate the validity and reliability of the semi-quantitative food frequency questionnaire
(SFFQ) in the groups in Ningxia using a 24-hour dietary recall method. Objective: We aim to evaluate the validity and reliability of the semi-quantitative food frequency questionnaire
(SFFQ) in the groups in Ningxia using a 24-hour dietary recall method. Method: Two hundred five participants were included in the analysis. The two FFQs were 6 months apart, and during
this time two 24-hour dietary recalls (24HDRs) were completed. Statistical methods were compared using inter-class
correlation coefficient, unadjusted, energy-adjusted, de-attenuated correlation coefficient, quartile classification,
weighted K values, and 95% limits of agreement (LOA). Method: Two hundred five participants were included in the analysis. The two FFQs were 6 months apart, and during
this time two 24-hour dietary recalls (24HDRs) were completed. Statistical methods were compared using inter-class
correlation coefficient, unadjusted, energy-adjusted, de-attenuated correlation coefficient, quartile classification,
weighted K values, and 95% limits of agreement (LOA). Method: Two hundred five participants were included in the analysis. The two FFQs were 6 months apart, and during
this time two 24-hour dietary recalls (24HDRs) were completed. Statistical methods were compared using inter-class
correlation coefficient, unadjusted, energy-adjusted, de-attenuated correlation coefficient, quartile classification,
weighted K values, and 95% limits of agreement (LOA). Results: The inter-class correlation coefficients between FFQ1 and FFQ2 ranged from 0.25 to 0.73. The number of
subjects classified as identical or adjacent was 72.2 to 85.9%. The crude correlation coefficient between FFQs and
24HDRs was 0.30 ~ 0.81, the energy-adjusted correlation coefficient was 0.16 ~ 0.83, and the de-attenuated correla-
tion coefficient was 0.19 ~ 0.98. Weighted k statistics and Bland-Altman plots showed acceptable agreement between
FFQs and 24HDRs. Results: The inter-class correlation coefficients between FFQ1 and FFQ2 ranged from 0.25 to 0.73. The number of
subjects classified as identical or adjacent was 72.2 to 85.9%. The crude correlation coefficient between FFQs and
24HDRs was 0.30 ~ 0.81, the energy-adjusted correlation coefficient was 0.16 ~ 0.83, and the de-attenuated correla-
tion coefficient was 0.19 ~ 0.98. Introduction Cardiovascular disease (CVD) is one of the lead-
ing causes of death and disability globally. In the past
10 years, the global mortality rate of CVD has increased
by 12.5% [1]. CVD is characterized by high morbidity,
disability, mortality and recurrence rates [2]. Accord-
ing to the Global Burden of Diseases 2017, stroke and *Correspondence: zhaoyi751114@hotmail.com *Correspondence: zhaoyi751114@hotmail.com *Correspondence: zhaoyi751114@hotmail.com 2 Key Laboratory of Environmental Factors and Chronic Disease Control,
No.1160, Shengli Street, Xingqing District, Yinchuan, Ningxia, China
Full list of author information is available at the end of the article 2 Key Laboratory of Environmental Factors and Chronic Disease Control,
No.1160, Shengli Street, Xingqing District, Yinchuan, Ningxia, China
Full list of author information is available at the end of the article 2 Key Laboratory of Environmental Factors and Chronic Disease Control,
No.1160, Shengli Street, Xingqing District, Yinchuan, Ningxia, China
Full list of author information is available at the end of the article © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. 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. Yan et al. Nutrition Journal (2022) 21:63 Yan et al. Nutrition Journal (2022) 21:63 Page 2 of 10 Therefore, the aim of this study was to assess the
validity and reliability of an SFFQ used to assess dietary
intakes in groups at high risk for CVD in Ningxia. as diets high in monounsaturated and polyunsaturated
acids that favor metabolic markers may prevent CVD [7]. On the contrary, malnutrition may lead to an increase in
morbidity and mortality. Considering that nutrition is an
important modifiable risk factor for people at high risk of
CVD, it is important to understand the current dietary
intake [8]. Therefore need to have appropriate assessment
tools for dietary patterns [9]. as diets high in monounsaturated and polyunsaturated
acids that favor metabolic markers may prevent CVD [7]. On the contrary, malnutrition may lead to an increase in
morbidity and mortality. Considering that nutrition is an
important modifiable risk factor for people at high risk of
CVD, it is important to understand the current dietary
intake [8]. Therefore need to have appropriate assessment
tools for dietary patterns [9]. Methodsh This study collected two FFQs over6 months. The first
FFQ (FFQ1) was collected in December 2019 and the
second FFQ (FFQ2) was collected in July 2020. Two dis-
continuous 24-hour dietary recalls were collected, at the
same time as FFQs. All the dietary interviewers were con-
ducted on a random day because pre-trial tests showed
there was no significant difference between weekdays and
weekends in the diets of residents in the areas. In nutritional epidemiology, there have been numer-
ous tools to assess dietary intake and each method has
its own advantages and limitations [10–12]. The most
commonly used assessment tools are the 24-hour dietary
recall and dietary records containing weighing foods are
also used to measure daily dietary intake, but these meth-
ods are expensive, time-consuming, and not suitable for
most large-scale studies [13]. Besides, short-term recalls
and diet records are not representative of usual dietary
intake. Therefore, it is not sufficient to assess dietary
intakes over time. Food Frequency Questionnaire (FFQ)
is considered to be a low-cost diet assessment method
suitable for a large sample and is often used to research
the relationship between dietary factors and diseases in
various epidemiological studies [14, 15]. Due to its long
reference period and pre-specified food list, the col-
lected dietary intake information has limitations to accu-
rately measure the dietary intakes [16]. In other words,
the nutritional content of FFQ is mainly affected by sys-
tematic errors and requires a careful evaluation when
assessing diet-disease relationships [17, 18]. Also, the dif-
ferences in demographic, socio-economic, cultural, and
other points also influence the food intake of each group
[19, 20]. Therefore, it is necessary to verify the validity
and reliability of the FFQ in each group to evaluate the
accuracy and precision of dietary intake.f Study populations
h
b Participants have been recruited from six villages from
Qingtong Xia County of Ningxia province in China and
they were same as the participants of project [23]. Based
on the study of Willett [10], at least 110 participants were
required to examine validity and reliability of dietary sur-
veys. The study recruited 210 participants at high risk of
CVD, defined as having a history of CVD. In each village,
A history of CVD or a high risk of CVD, defined on the
basis of a prior hospitalisation or male aged> 60 years, or
female aged> 65 years, and with at least two of the follow-
ing risk factors: a. Type 2 diabetes requiring treatment
with at least two oral anti-hyperglycaemic agents and/
or insulin b. Systolic blood pressure > 140 mmHg while
on one or more antihypertensive agents c. Current daily
smoking. Participants with an intellectual disability, a
cognitive disability or with any chronic medical condition
which required dietary restriction were excluded. The
doctors will inform those participants to prepare relevant
supporting documents (medical records and physical evi-
dence of cigarettes and drugs) prior to participating in
screening interviews.hi A recent study evaluated the effectiveness of an SFFQ
in a group with CVD [18]. The results showed that due
to the short time span of SFFQ, there were large seasonal
differences in nutrient estimates. Thus, there are some
limitations in the research. In addition, the result can-
not be transferred to other groups in different dietary
regions, and each region should develop localized SFFQ
based on its specific dietary habits and traditions rather
than using a uniform SFFQ. The mortality rate of CVD
in Ningxia residents showed an increasing trend from
2012 to 2016 and was mainly over 60 years old [21]. At
the same time, the unreasonable dietary patterns of adult
residents in Ningxia was manifested by insufficient intake
of vegetables and fruits and excessive intake of salt and
edible oil, which can increase the risk of related diseases
[22]. We were interested in the consumption of polyun-
saturated fatty acids in this population. Because the pro-
gram was a long-term dietary intervention, FFQ was a
relatively good dietary survey method. The study was reviewed and confirmed by the Eth-
ics Committee of Ningxia Medical University (No. 2020–066). The SFFQh The SFFQ was developed from a pre-trial of 20 people,
conducted by household interviews. In the pre-trial, food
pictures were used to help recall food types. There were
two standardized trained staff on site. The SFFQ was
formulated by combining the types of foods that were
based on the 3 days 24-hour dietary recalls survey in
local household. The questionnaire concluded 173 types
of typical foods from areas of Ningxia, including foods
unique to northwest China and accounting for about
95% of the most commonly used foods in Ningxia. Par-
ticipants had the option to type name of foods if not in
the SFFQ. These food items were allocated to 15 food Yan et al. Nutrition Journal (2022) 21:63 Page 3 of 10 groups such as: cereals, beans and soy products, pota-
toes, milk and dairy products, meat and meat products,
eggs, aquatic products, vegetables, fruit, the fungus
mushrooms, oils and fats, alcohol, beverages, snacks and
condiments. For each food item, four categories were
provided for frequencies (daily, weekly, monthly, annually
or never) and the amount of consumption over the past
6 months was reported using the common weight unit in
China (1 liang =50 g) [24]. The monthly consumption of
the whole family was used for estimation of oil and con-
diments consumption. The SFFQ was designed to survey
the dietary intakes of participants over the past 6 months
and was administered by two staff with standard training
due to the low educational level of the participants. misclassification (quartiles method) analyses also were
used to assess the reliability between FFQ1 and FFQ2. Among them, k values above 0.80 indicate very good
agreement, 0.61 to 0.80 indicate substantial (good) agree-
ment, 0.41 to 0.60 indicate moderate agreement, 0.21
to 0.40 indicate good agreement, and 0 to 0.20 indicate
slight (poor) agreement [25].h The overall raw data were natural-log(ln) transformed
to improve the normality of food groups and nutrients. Spearman’s rank correlation coefficient (r) of natural-
log(ln) transformed values were calculated to evaluate
the validity of FFQ and 24-hour dietary recalls. The FFQ
and 24-hour dietary recall data were the mean of the
two times. Energy-adjusted nutrients intakes estimates
were obtained by the residual method [10]. All valid-
ity coefficients were attenuated due to random errors
in the 24-hour dietary recalls. Results Among the 210 selected participants, 205 agreed to take
part in the study and completed the survey (response
rate = 97.6%). The main reasons for not participating
in the study included refusal, absence during the inves-
tigation period, poor health and death. Table 1 lists the
sociodemographic and anthropometric characteristics
of the study population. The mean age of the subjects
was 65.3 years old (male 46.3%), the mean height was
160.4 cm, the mean weight was 68.1 kg, and the mean
body mass index was 26.4 kg /m2.h The median intakes of total energy, nutrients, and food
groups derived from the two FFQ and the percentage of
differences are presented in Table 2. The median intakes
for all nutrients and food groups (except fruit) evalu-
ated with FFQ2 were higher than or equal to the median
intakes with FFQ1, with differences between 0 and 52.4%. The largest differences between the median intakes of the
two FFQ were 36.0% for nutrients (cholesterol) and 52.4%
for the food group (eggs). The 24‑hour dietary recall All recall interviews were conducted in the subjects’
homes to estimate commonly used home measurements
more accurately and to limit the number of missing sub-
jects. Participants were asked to recall all the foods or
beverages they had eaten in the previous 24 hours and
estimate the portion size. Common household meas-
urements (the size of bowls and plates) are used to help
estimate portions. Other dietary information includes
recipe ingredients, the measures of cooking and the time
and place of they had eaten (e.g. home or outside). Mixed
foods in the 24-h dietary recall are converted to their
ingredients to measure. IBM SPSS Statistics Version23.0 was used for all data
analysis. All p values were double-tailed, and the p values
less than 0.05 were considered evidence of a statistically
significant correlation. The SFFQh This formula from Wil-
let was used to calculate the de-attenuated correlation
to eliminate within-person variability in 24-hour recalls
[10]: rt = r0
√1 + r/n , where r0 is the observed correla-
tion between FFQs and 24-hour recalls, and r is the rate
of variation within- and between-person measured dur-
ing two 24-hour recalls, and n is the number of days of
dietary recall (n = 2). Bland-Altman plots were used
to test the consistency of the two dietary assessment
methods between different intakes. As suggested by
Bland&Altman [26], the natural-log(ln) transformed was
performed to narrow the 95% limits of agreement (LOA). Calculation of nutrient intakeh The data obtained from the FFQ was imported with Epi-
Data software by two trained staff. The data from the
24-hour dietary recalls were inputted into the Nutrition
Calculator (v2.7.5(k), Institute for Nutrition and Food
Security, Chinese Center for Disease Control and Preven-
tion). The daily nutrient intake of participants was calcu-
lated using the China Food Composition Database. The
nutritional values of each food were calculated by match-
ing the food names in the database. If there is one food
not listed in the database, the nutritional values were
calculated using foods that contain similar ingredients. The data of food intake and nutrient intake output by the
dietary software were imported into Microsoft Excel for
statistical analysis. Discussionh This study aimed to examine the validity and reliability
of SFFQ used to evaluate various food groups and nutri-
ents in dietary intakes assessment of high-risk popula-
tions of cardiovascular disease in Ningxia. In this study,
two discontinuous 24-hour dietary recalls were collected
to evaluate the reliability and validity of the SFFQ at
6-month intervals. We assessed the performance of SFFQ
by comparing the food groups and nutrients intakes
reported using the instrument with intakes obtained
using the 24-hour dietary recalls. Overall, the SFFQ has
shown acceptable reliability and validity in evaluating
food groups and nutrient intakes in people at high risk
for CVD. The ICCs of food groups ranged from 0.34 to 0.73 and
nutrients ranged from 0.25 to 0.72 (Table 3). The energy-
adjusted ICCs of food groups ranged from 0.26 to 0.73
and nutrients ranged from 0.26 to 0.71. When the food
groups and nutrient intakes were divided into quartiles,
the agreement rates of FFQ1 and FFQ2 in the same and
adjacent quartile were 72.2 to 85.9%. Except for vitamin
A(10.2%), the misclassification for all nutrients and food
groups as extreme quartile was rare (< 10%). Most the
weighted k statistics were moderate conformity, ranging
from 0.40 to 0.54. Weighted k statistics for the five food
groups and seven nutrients were general conformity,
ranging from 0.29 to 0.39. Only vegetables showed poor
consistency, with a low weighted k statistic (0.19). In previous studies [27, 28], the intervals between FFQs
varied. Reliability is based on the results of diet between
two questionnaires, ideally the shorter the interval, the
better the reliability [10]. In this case, however, the sub-
jects were more likely to remember and repeat their
previous answers. In this study, there was a six-month
interval between the two FFQs, which could relatively
reduce the above bias. Similarly, for validation studies,
it is crucial to select the appropriate reference method
to evaluate FFQ. Previous studies have shown that FFQ
and 24-hour dietary recalls have been validated in 75%
of studies. Although FFQ and 24-hour dietary recall are
both retrospective questionnaires, they are prone to the
same recall bias, which may lead to overestimation of the
correlation coefficient. However, 24-hour dietary recalls
may be more appropriate for subjects with lower educa-
tional levels [20, 29]. Since participants in this study were
high-risk populations in areas with limited literacy, the
24-hour dietary recall was selected for assessment. Statistical analysis To measure the consistency of the first and second FFQ
received by the same subject at different times, Spear-
man’s rank correlation coefficient (r) was calculated to
compare the energy, nutrients and food intakes between
two FFQ administrations. For reliability analysis, we
used the inter-class correlation coefficient (ICC) and
95% CI for each point. Weighted kappa (k) statistic, and Yan et al. Nutrition Journal (2022) 21:63 Page 4 of 10 Table 1 Characteristics and anthropometric measurements of
the participants included (N = 205)
a Continuous normally distributed variables are expressed as mean and SD
b BMI body mass index, WHR Waist to hip ratio
Characteristicsa
Male(n = 110)
Female(n = 95)
All(n = 205)
Age at recruitment
(years)
65.0 ± 7.7
65.6 ± 6.8
65.3 ± 7.3
Age range (years)
34–80
42–77
34–80
Degree of education (number (%))
Primary school or
below
71 (64.5)
79 (83.2)
150 (73.2)
Middle school
29 (26.4)
8 (8.4)
37 (18.0)
High school and
above
10 (9.1)
8 (8.4)
18 (8.8)
Height (cm)
165.8 ± 5.8
154.0 ± 4.7
160.4 ± 7.9
Weight (kg)
72.6 ± 10.5
62.8 ± 9.2
68.1 ± 11.0
BMI (kg/m2)b
26.3 ± 3.2
26.5 ± 3.6
26.4 ± 3.4
Waist (cm)
92.8 ± 9.8
89.4 ± 9.1
91.3 ± 9.6
Hip (cm)
98.1 ± 5.2
95.2 ± 5.4
96.8 ± 5.5
WHRb
0.94 ± 0.06
0.94 ± 0.06
0.94 ± 0.06 Table 1 Characteristics and anthropometric measurements of
the participants included (N = 205) nutrients increased and ranged from 0.07 for folic acid to
0.98 for vitamin E. When nutrients intakes were divided
into quartiles, the agreement rates between FFQs and
24-hour dietary recalls of the same and adjacent quartiles
were 71.2 to 94.1%. The misclassification for all nutrients
as extreme quartile was rare (< 10%), except for vitamin D
(12.7%) and iodine (10.2%). The results of the Bland-Altman plots showed in Fig. 1
including energy, protein, fat, and carbohydrates (Other
nutrients were listed in Annex). According to Fig. 1,
most of the points fell within the 95% limits of agreement
(LOAS), closer to the middle horizontal line and there
was no linear trend between the differences and means
for two FFQs and 24-hour dietary recalls. Discussionh y
g
Overall, the median daily intakes of nutrients, assessed
by two FFQs average, were substantially higher than the
average of the two 24-hour dietary recalls, except for
protein, carbohydrates, and vitamin B1 (Table 4). The
unadjusted Spearman correlation coefficients for nutri-
ents ranged from 0.18 for vitamin A to 0.81 for vitamin
E. After energy adjustment, Spearman correlation coef-
ficients of all nutrients decreased except vitamin E, which
increased slightly. Compared with the unadjusted values,
niacin (0.59 ~ 0.27) and iron (0.45 ~ 0.14) had the most
significant changes. Except for vitamin A, vitamin D, folic
acid, and iodine, the energy-adjusted coefficients of the
other nutrients were statistically significant (p < 0.01 or
p < 0.05). The average of correlation coefficients improved
from 0.32 to 0.39 after energy adjustment, and correction
for random within-person variation and between-per-
son variation. The de-attenuated correlations for all the In the reliability studies, results showed that the
median intakes of all nutrient and food groups (except
fruit) assessed with FFQ2 were higher or equal to the
median intakes of all nutrients and food groups assessed
with FFQ1. It could be that participants were more likely Yan et al. es: Vegetables including fresh vegetables and pickled vegetables; Aquatic products including fish, shrimp and seaweeds; SFA saturated fa
yunsaturated fatty acids, MUFA monounsaturated fatty acids a and b mean P value for test of difference < 0.001 and < 0.05 respectively a and b mean P value for test of difference < 0.001 and < 0.05 respectively a and b mean P value for test of difference < 0.001 and < 0.05 respectively
Notes: Vegetables including fresh vegetables and pickled vegetables; Aquatic products including fish shrimp and seaweeds; SFA saturated fatty acid PUFA Discussionh Nutrition Journal (2022) 21:63 Page 5 of 10 Table 2 Comparison of nutrients intakes between two FFQs for 205 participants (median and 25th - 75th percentiles)
a and b mean P value for test of difference < 0.001 and < 0.05 respectively
Notes: Vegetables including fresh vegetables and pickled vegetables; Aquatic products including fish, shrimp and seaweeds; SFA saturated fatty acid, PUFA
polyunsaturated fatty acids MUFA monounsaturated fatty acids
Food groups or nutrients
FFQ1
FFQ2
Percentag
of median
difference
Median
25–75th percentile
Median
25–75th percentile
Food groups(g/d)
Tuber crops
47.0
21.6–94.0
47.0
25.9–70.5
0.0b
Meats
29.5
14.7–63.7
37.5
19.1–69.1
21.2b
Eggs
8.8
1.3–18.5
18.5
3.5–37.0
52.4a
Grains
416.5
307.3–547.0
443.5
328.9–540.4
6.1
Oil
33.3
25.0–44.4
33.3
25.0–44.4
0.0
Vegetables
387.0
230.3–522.0
510.0
383.3–637.0
24.1a
Fruits
4.2
0.4–14.0
4.0
0.1–11.2
−3.5b
Aquatic products
42.3
20.0–100.0
64.2
40–101.4
34.1
Legumes and products
42.9
20.0–65.8
45.5
23.2–71.7
5.7
Dairy and products
16.8
0.0–84.0
40.0
0.0–87.6
58.0
Salty agent
10.0
7.4–13.1
10.0
7.4–13.3
0.0
Spicy agent
16.7
8.3–20.8
16.7
8.3–25.0
0.0
Sour agent
1.0
0.3–2.5
1.0
0.3–2.1
0.0
Nutrients
Energy(kcal/d)
1633.1
1329.9–2064.2
1912.0
1483.4–2287.8
14.6a
Carbohydrate(g/d)
61.0
44.9–79.0
70.4
57.6–88.8
13.4a
Protein(g/d)
49.2
39.0–65.2
60.2
44.1–72.7
18.2a
Dietary fiber(g/d)
11.8
8.0–15.1
14.9
11.6–17.9
21.2a
Cholesterol(mg/d)
104.9
57.2–178.0
163.9
84.5–257.1
36.0a
Fat(g/d)
222.4
171.2–289.7
248.1
187.3–310.9
10.4a
SFA(g/d)
9.0
6.2–12.2
10.5
7.7–13.9
14.6a
MUFA(g/d)
21.3
16.0–29.8
25.8
20.8–35.1
17.4b
PUFA(g/d)
19.7
14.0–25.8
21.1
16.1–27.6
6.9a
Vitamin A(μgRE/d)
263.4
174.5–380.7
350.6
270.0–447.7
24.9
Vitamin D(μg/d)
0.8
0.4–1.7
1.1
0.5–1.9
23.3
Vitamin E(mg/d)
82.6
22.3–146.7
88.2
30.2–151.2
6.3
Thiamin(mg/d)
0.8
0.6–1.0
0.9
0.7–1.1
9.8a
Riboflavin(mg/d)
0.8
0.6–1.0
0.9
0.7–1.1
14.1a
Pyridoxine(mg/d)
0.3
0.2–0.5
0.4
0.3–0.5
9.2a
Vitamin C(mg/d)
100.3
60.5–140.4
133.7
98.9–167.5
25.0a
Folate(μg/d)
159.1
103.8–220.6
208.7
160.3–267.8
23.8a
Niacin(mg/d)
14.5
11.4–18.5
16.5
12.5–20.4
12.0a
Calcium(mg/d)
383.7
277.8–499.6
492.0
378.2–605.6
22.0a
Phosphorus(mg/d)
843.5
668.6–1080.0
998.2
788.1–1188.0
15.5a
Potassium(mg/d)
1783.2
1331.8–2364.8
2251.3
1731.6–2621.4
20.8a
Sodium(mg/d)
3804.4
3015.3–4748.1
3843.8
2968.8–4828.0
1.0
Magnesium(mg/d)
306.9
232.3–371.5
361.0
286.0–425.2
15.0a
Iron(mg/d)
21.2
16.2–26.1
24.7
18.7–29.5
14.3a
Zinc(mg/d)
9.0
7.1–11.4
10.4
8.0–12.6
14.2a
Selenium(μg/d)
27.8
22.1–39.1
34.3
25.5–43.3
19.0a
Copper(mg/d)
1.5
1.1–1.9
1.7
1.3–2.1
12.2a
Iodine(μg/d)
31.0
20.8–58.5
42.1
28.0–68.4
26.4 Table 2 Comparison of nutrients intakes between two FFQs for 205 participants (median and 25th - 75th percentiles) Yan et al. Notes: FFQ1 first FFQ, FFQ2 FFQ after six months, ICC intra-group correlation coefficient, Weighted K weighted Kappa value, SFA saturated fatty acid, PUFA
polyunsaturated fatty acids, MUFA monounsaturated fatty acids; Vegetables including fresh vegetables and pickled vegetables; Aquatic products including fish,
shrimp and seaweeds; Residual method was adopted for energy adjustment p
y
FFQ2 FFQ after six months, ICC intra-group correlation coefficient, Weighted K weighted Kappa value, SFA saturated fatty acid, PUFA i Discussionh Nutrition Journal (2022) 21:63 Page 6 of 10 Table 3 Reliability of food groups and nutrients intakes between FFQ1 and FFQ2
a and b mean P value for ICC < 0.001 and < 0.05 respectively
Notes: FFQ1 first FFQ, FFQ2 FFQ after six months, ICC intra-group correlation coefficient, Weighted K weighted Kappa value, SFA saturated fatty acid, PUFA
polyunsaturated fatty acids, MUFA monounsaturated fatty acids; Vegetables including fresh vegetables and pickled vegetables; Aquatic products including fish,
shrimp and seaweeds; Residual method was adopted for energy adjustment
Food groups or nutrients
ICC(95%CI)
Percent of agreement(%)
Weighted k
Crude
Energy adjusted
Same quartile
Adjacent
quartile
One quartile
apart
Opposite
quartile
Food groups(g/d)
Tuber crops
0.65(0.54,0.74)a
0.66(0.55,0.74)a
43.9
42.0
12.2
1.9
0.52
Meats
0.58(0.45,0.68)a
0.53(0.38,0.64)a
36.6
41.5
17.6
4.3
0.39
Eggs
0.55(0.40,0.66)a
0.61(0.49,0.71)a
42.4
37.1
15.1
5.4
0.47
Grains
0.66(0.55,0.74)a
0.59(0.46,0.69)a
38.5
39.5
19.5
2.5
0.44
Oil
0.73(0.65,0.80)a
0.73(0.64,0.79)a
39.5
32.7
22.0
5.8
0.38
Vegetables
0.34(0.13,0.50)b
0.26(0.03,0.44)b
30.2
42.0
18.5
9.3
0.19
Fruits
0.39(0.19,0.53)a
0.47(0.30,0.59)a
44.9
35.6
15.6
3.9
0.46
Aquatic products
0.59(0.47,0.69)a
0.54(0.40,0.65)a
46.8
36.1
13.2
3.9
0.50
Legumes and products
0.68(0.58,0.76)a
0.59(0.46,0.69)a
45.9
38.0
13.7
2.4
0.54
Salty agent
0.57(0.43,0.67)a
0.49(0.33,0.61)a
34.2
39.5
21.0
5.3
0.32
Spicy agent
0.58(0.45,0.68)a
0.60(0.47,0.70)a
36.6
39.5
21.5
2.4
0.38
Sour agent
0.64(0.53,0.73)a
0.59(0.46,0.69)a
44.4
34.6
19.0
2.0
0.36
Nutrients
Energy(kcal/d)
0.68(0.57,0.75)a
0.68(0.57,0.75)a
38.1
45.4
13.7
2.8
0.49
Carbohydrate(g/d)
0.65(0.53,0.73)a
0.56(0.42,0.66)a
38.1
44.9
13.7
3.3
0.48
Protein(g/d)
0.68(0.57,0.75)a
0.66(0.56,0.74)a
46.3
34.6
15.1
4.0
0.48
Dietary fiber(g/d)
0.58(0.45,0.68)a
0.60(0.47,0.69)a
35.6
43.9
15.6
4.9
0.4
Cholesterol(mg/d)
0.62(0.50,0.71)a
0.67(0.57,0.75)a
42.0
40.0
15.6
2.4
0.5
Fat(g/d)
0.65(0.54,0.73)a
0.62(0.50,0.71)a
36.1
41.0
18.1
4.8
0.37
SFA(g/d)
0.60(0.48,0.70)a
0.62(0.50,0.71)a
37.6
43.4
15.1
3.9
0.44
MUFA(g/d)
0.62(0.50,0.71)a
0.64(0.53,0.73)a
40.0
37.6
18.5
3.9
0.41
PUFA(g/d)
0.67(0.57,0.75)a
0.61(0.48,0.70)a
32.7
43.9
18.5
4.9
0.35
Vitamin A(μgRE/d)
0.27(0.04,0.44)b
0.26(0.02,0.44)b
37.6
35.1
16.6
10.7
0.33
Vitamin D(μg/d)
0.65(0.54,0.73)a
0.62(0.50,0.71)a
43.4
39.5
12.7
4.4
0.48
Vitamin E(mg/d)
0.72(0.63,0.79)a
0.69(0.60,0.77)a
46.3
37.1
13.7
2.9
0.53
Thiamin(mg/d)
0.63(0.51,0.72)a
0.61(0.48,0.70)a
41.5
38.1
15.6
4.8
0.42
Riboflavin(mg/d)
0.65(0.53,0.73)a
0.70(0.60,0.77)a
39.0
43.9
12.7
4.4
0.43
Pyridoxine(mg/d)
0.54(0.39,0.65)a
0.54(0.40,0.65)a
41.5
37.6
16.1
4.8
0.41
Vitamin C(mg/d)
0.25(0.02,0.43)b
0.28(0.05,0.45)b
36.1
36.1
22.0
5.8
0.29
Folate(μg/d)
0.53(0.38,0.64)a
0.50(0.35,0.62)a
35.1
42.9
16.1
5.9
0.36
Niacin(mg/d)
0.66(0.55,0.74)a
0.56(0.41,0.66)a
40.5
42.4
13.2
3.9
0.48
Calcium(mg/d)
0.62(0.50,0.71)a
0.64(0.52,0.72)a
40.5
37.6
15.6
6.3
0.37
Phosphorus(mg/d)
0.65(0.54,0.74)a
0.65(0.54,0.73)a
45.4
36.1
14.6
3.9
0.48
Potassium(mg/d)
0.65(0.54,0.73)a
0.58(0.44,0.68)a
45.4
36.1
13.2
5.3
0.45
Sodium(mg/d)
0.58(0.45,0.68)a
0.49(0.32,0.61)a
37.1
38.1
18.5
6.3
0.32
Magnesium(mg/d)
0.61(0.49,0.70)a
0.56(0.42,0.66)a
42.9
37.1
15.6
4.4
0.44
Iron(mg/d)
0.68(0.58,0.76)a
0.71(0.61,0.78)a
42.9
38.1
15.6
3.4
0.47
Zinc(mg/d)
0.65(0.53,0.73)a
0.62(0.50,0.71)a
41.0
42.4
11.2
5.4
0.46
Selenium(μg/d)
0.63(0.51,0.72)a
0.57(0.44,0.67)a
43.4
34.6
17.1
4.9
0.41
Copper(mg/d)
0.58(0.45,0.68)a
0.54(0.40,0.65)a
44.4
35.6
15.6
4.4
0.45
Iodine(μg/d)
0.65(0.53,0.73)a
0.68(0.58,0.76)a
42.0
42.9
9.8
5.3
0.48 Table 3 Reliability of food groups and nutrients intakes between FFQ1 and FFQ2 a and b mean P value for ICC < 0.001 and < 0.05 respectively Page 7 of 10 Yan et al. Discussionh Nutrition Journal (2022) 21:63 Page 8 of 10 Fig. 1 Bland-Altman plots for nutrients between FFQs and 24HDRs to assess the intake of: (A) protein, (B) energy, (C) carbohydrate, and (D) fat. The
limits of agreement (dotted line) indicates the 95% confidence interval(mean ± 1.96SD) Fig. 1 Bland-Altman plots for nutrients between FFQs and 24HDRs to assess the intake of: (A) protein, (B) energy, (C) carbohydrate, and (D) fat. The
limits of agreement (dotted line) indicates the 95% confidence interval(mean ± 1.96SD) Fig. 1 Bland-Altman plots for nutrients between FFQs and 24HDRs to assess the intake of: (A) protein, (B) energy, (C) carb
limits of agreement (dotted line) indicates the 95% confidence interval(mean ± 1.96SD) reported in other studies [35–37]. In addition, our study
collected FFQ data on household condiments commonly
used, which made this dietary data more comprehen-
sive than those reported in other studies [24]. In terms
of results, FFQ showed acceptable reliability among
participants.hfi to pay attention to their dietary intakes after the first
FFQ, or it could be that over a longer span of time, the
dietary of participants changed. The ICCs of most food
groups and nutrients ranged from 0.53 to 0.73. After
energy adjustment, most ICCs are 0.49 to 0.73. Other
reliability studies have reported similar ICC [30–34]. When the food group and nutrient intake were divided
into quartiles, the effective quartile coincidence rate
between two FFQs was high (ranged from 72.2 to 85.9%). It is rare for all nutrient and food groups to be misplaced
in the extreme quartile. Most of the weighted k values
have a moderate degree of conformity, only vegetables
showed poor consistency. The percentage of participants
correctly classified into the same or adjacent categories
was slightly higher than reported in other confirmatory
studies, while the weighted K values were similar to those to pay attention to their dietary intakes after the first
FFQ, or it could be that over a longer span of time, the
dietary of participants changed. The ICCs of most food
groups and nutrients ranged from 0.53 to 0.73. After
energy adjustment, most ICCs are 0.49 to 0.73. Other
reliability studies have reported similar ICC [30–34]. When the food group and nutrient intake were divided
into quartiles, the effective quartile coincidence rate
between two FFQs was high (ranged from 72.2 to 85.9%). Discussionh Nutrition Journal (2022) 21:63 Table 4 Validity of nutrients intakes between FFQs and 24HDRs
a and b mean P value for test for difference and Spearman < 0.001 and < 0.05 respectively
Notes: SFA saturated fatty acid, PUFA polyunsaturated fatty acids, MUFA monounsaturated fatty acids; Residual method was adopted for energy adjustment
Nutrients
FFQs
24HDRs
Percentages
of median
difference
Spearman (r)
Percent of agreement(%)
Median 25–75th
percentiles
Median 25–75th
percentiles
Crude Energy adjusted De-attenuated Same quartile Adjacent
quartile
One
quartile
apart
Opposite
quartile
Energy(kcal/d)
1792.0
1475.3–2164.1
1787.0
1426.3–2146.0
0.3
0.61a
–
–
44.9
42.0
10.7
2.4
Carbohydrate(g/d)
235.4
189.4–299.1
272.6
202.1–328.0
−15.8a
0.63a
0.47a
0.55
48.8
37.1
12.2
1.9
Protein(g/d)
54.1
44.6–67.2
55.0
43.0–67.0
−1.7
0.58a
0.39a
0.45
38.5
45.9
13.7
1.9
Dietary fiber(g/d)
13.1
10.5–16.2
11.1
8.7–13.8
15.5a
0.46a
0.38a
0.47
41.5
38
17.6
2.9
Cholesterol(mg/d)
140.8
77.5–216.3
46.0
12.5–144.0
67.3a
0.43a
0.36a
0.44
35.6
41.5
18
4.9
Fat(g/d)
66.5
54.1–79.4
52.4
39.4–63.5
21.2a
0.55a
0.53a
0.63
43.9
37.6
15.6
2.9
SFA(g/d)
9.8
7.6–12.7
8.1
6.3–10.8
17.3a
0.35a
0.38a
0.46
39.5
42.0
14.1
4.4
MUFA(g/d)
20.9
16.5–26.0
15.8
12.5–21.1
24.4a
0.49a
0.56a
0.69
42.9
42.4
11.7
3.0
PUFA(g/d)
24.3
19.5–31.0
19.8
14.1–25.5
18.5
0.04a
0.11
0.13
36.6
49.8
10.7
2.9
Vitamin A(μgRE/d)
300.5
243.0–415.6
155.0
98.5–277.5
48.4a
0.18b
0.10
0.12
27.3
43.9
19.0
9.8
Vitamin D(μg/d)
1.0
0.6–1.9
0.0
0.0–0.6
100b
0.23b
0.08
0.10
31.7
35.1
20.5
12.7
Vitamin E(mg/d)
88.9
35.8–145.0
73.6
34.6–109.8
17.2a
0.81a
0.83a
0.98
62.4
31.7
5.4
0.5
Thiamin(mg/d)
0.8
0.7–1.1
1.1
0.8–1.4
−30.4a
0.55a
0.32a
0.37
46.8
38.0
11.2
4.0
Riboflavin(mg/d)
0.9
0.7–1.0
0.5
0.4–0.6
46.7a
0.55a
0.37a
0.45
37.6
44.4
16.6
1.4
Pyridoxine(mg/d)
0.4
0.3–0.5
0.3
0.2–0.4
21.0a
0.35a
0.22b
0.26
37.1
39.0
15.6
8.3
Vitamin C(mg/d)
115.1
90.3–148.8
81.4
54.1–114.7
29.3a
0.30a
0.16b
0.19
34.6
39.5
18.5
7.4
Folate(μg/d)
186.2
147.0–231.6
133.3
105.3–173.2
28.4a
0.31a
0.06
0.07
32.7
43.9
16.6
6.8
Niacin(mg/d)
16.0
12.4–19.4
10.4
8.3–13.1
34.6a
0.59a
0.27a
0.32
39.5
45.9
13.2
1.4
Calcium(mg/d)
449.0
359.4–535.3
263.0
199.0–326.8
41.4a
0.41a
0.33a
0.39
35.6
36.6
23.4
4.4
Phosphorus(mg/d)
917.1
762.6–1123.0
737.7
585.3–890.8
19.6a
0.59a
0.40a
0.47
46.3
37.6
15.1
1.0
Potassium(mg/d)
2000.4
1634.4–2452.6
1487.6
1181.9–1799.9
25.6a
0.48a
0.38a
0.45
43.4
36.1
18.0
2.5
Sodium(mg/d)
3961.4
3200.3–4623.2
2910.8
2431.4–3556.3
26.5a
0.53a
0.48a
0.59
42.0
38.5
16.6
2.9
Magnesium(mg/d)
320.3
277.5–398.5
258.0
202.0–311.5
19.4a
0.57a
0.40a
0.48
46.8
35.6
15.6
2.0
Iron(mg/d)
22.9
18.6–26.9
9.7
7.8–12.1
57.9a
0.45a
0.14b
0.17
37.6
40.5
19.5
2.4
Zinc(mg/d)
9.7
7.8–11.7
6.1
4.8–7.5
36.7a
0.54a
0.26a
0.31
48.3
34.6
15.6
1.5
Selenium(μg/d)
32.3
25.1–39.0
26.7
20.0–34.6
17.4a
0.59a
0.41a
0.49
42.4
42.9
12.7
2.0
Copper(mg/d)
1.6
1.3–2.0
1.2
0.9–1.5
22.3a
0.48a
0.33a
0.41
35.1
44.4
19.0
1.5
Iodine(μg/d)
40.6
27.2–62.1
21.3
15.7–28.7
47.6a
0.22b
0.10
0.12
29.8
42.4
17.6
10.2 Yan et al. Abbreviations
d CVD: Cardiovascular and cerebrovascular diseases; 24HDR: 24-hour dietary
recall; FFQ: Food frequency questionnaires; SFFQ: Semi-quantitative food
frequency questionnaire; BMI: Body mass index; ICC: Inter-class correlation
coefficient; SD: Standard deviation; WHR: Waist-to-hip ratio; LOA: Limits of
Agreement. 5. Meier T, Gräfe K, Senn F, Sur P, Stangl GI, Dawczyns Ki C, et al. Cardiovascu-
lar mortality attributable to dietary risk factors in 51 countries in the WHO
European region from 1990 to 2016: a systematic analysis of the global
burden of disease study. Eur J Epidemiol. 2019;34(1):37-55. 5. Meier T, Gräfe K, Senn F, Sur P, Stangl GI, Dawczyns Ki C, et al. Cardiovascu-
lar mortality attributable to dietary risk factors in 51 countries in the WHO
European region from 1990 to 2016: a systematic analysis of the global
burden of disease study. Eur J Epidemiol. 2019;34(1):37-55. 6. Korakas E, Dimitriadis G, Raptis A, Lambadiari V. Dietary composi-
tion and cardiovascular risk: a mediator or a bystander? Nutrients. 2018;10(12):1912. 6. Korakas E, Dimitriadis G, Raptis A, Lambadiari V. Dietary composi-
tion and cardiovascular risk: a mediator or a bystander? Nutrients. 2018;10(12):1912. Availability of data and materials to person. These results are similar to those of other
studies [41–43]. The Bland-Altman method was used
to evaluate the consistency between the two methods
graphically. The results showed that the two methods
were comparable, although the average of the differ-
ences suggested that FFQ slightly overestimated some
nutrients. The datasets used and/or analyzed during the study are available on request
from the corresponding authors. Acknowledgments 10. Willett W. Nutritional epidemiology. Oxford Univ. 1998. The authors thank the other investigators, the staff, and the participants of the
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with physical activity in relation to metabolic syndrome among Chinese
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with physical activity in relation to metabolic syndrome among Chinese
adults. Nutr Metab Cardiovasc Dis. 2013;23:920–8. Author details
1 1 School of Public Health and Management, Ningxia Medical University, Yin-
chuan, China. 2 Key Laboratory of Environmental Factors and Chronic Disease
Control, No.1160, Shengli Street, Xingqing District, Yinchuan, Ningxia, China. Received: 7 June 2021 Accepted: 28 September 2022 Consent for publication
Not applicable. Consent for publication
Not applicable. Consent for publication
Not applicable. Competing interests
h
h
d
l
h The authors declare that they have no competing interests. Authors’ contributions Ni Yan wrote the original draft. Nan Li, Juan Li and Jiangwei Qiu conducted an
investigated. Yuhong Zhang, Xiuying Liu, Pengju Zhang, Xiaoxia Li and Can Liu
supervise and managed the project. The manuscript was revised by Yi Zhao. The author(s) read and approved the final manuscript. 12. Lee RD, Nieman DC. Nutritional assessment. 2nd ed; 1996. 13. Grandjean AC. Dietary intake data collection: challenges and limitations. Nutr Rev. 2012;70:S101–4. 14. Mokhtary N, Mousavi SN, Sotoudeh G, Qorbani M, Koohdani F. Associa-
tion between dietary inflammatory indices (DII, EDII) and obesity with
consideration of insertion/deletion Apo B polymorphism in type 2
diabetic patients. Obes Med. 2020;19:100241. 14. Mokhtary N, Mousavi SN, Sotoudeh G, Qorbani M, Koohdani F. Associa-
tion between dietary inflammatory indices (DII, EDII) and obesity with
consideration of insertion/deletion Apo B polymorphism in type 2
diabetic patients. Obes Med. 2020;19:100241. Discussionh It is rare for all nutrient and food groups to be misplaced
in the extreme quartile. Most of the weighted k values
have a moderate degree of conformity, only vegetables
showed poor consistency. The percentage of participants
correctly classified into the same or adjacent categories
was slightly higher than reported in other confirmatory
studies, while the weighted K values were similar to those The correlation coefficient of validity was less than
that of reliability. It is possible that some foods were
not consumed regularly and were not recorded in the
24-hour dietary recalls. The median intakes for most of
the FFQ were higher than the 24-hour dietary recalls. This finding is consistent with other studies [38–40]
that showed FFQ was overestimated. The study also
found that the energy adjustment reduced the correla-
tion coefficients of most nutrients, possibly because the
nutrients intakes and types of foods varied from person Yan et al. Nutrition Journal (2022) 21:63 Page 9 of 10 Ethics approval and consent to participate This study was conducted according to the guidelines laid down in the Dec-
laration of Helsinki and all procedures involving research study participants
were approved by the Ethics Committee of Ningxia Medical University (No. 2020–066). Written informed consent was obtained from all subjects. It had to be admitted that this study has some limi-
tations. As with all dietary assessment measures, FFQ
and 24-hour dietary recall rely on self-reported data,
which may be subject to some reporting bias [37]. On
the other hand, only two 24-hour dietary recalls were
conducted on a random day as there was no significant
difference between weekdays and weekends in the diets
of residents in areas in this study, and if the number is
increased, the consistency between the dietary recall
and FFQ will be more authentic and reliable. In addi-
tion, this study only used the 24-hour dietary recall for
validity study, and the results would be more convinc-
ing if biomarkers were used. 13. Grandjean AC. Dietary intake data collection: challenges and limitations.
Nutr Rev. 2012;70:S101–4. Funding This study was supported by the Ningxia Natural Science Foundation (No. 2020AAC03188). Yan et al. Nutrition Journal (2022) 21:63 Yan et al. Nutrition Journal (2022) 21:63 Page 10 of 10 Page 10 of 10 15. El Kinany K, Garcia-Larsen V, Khalis M, Deoula MMS, Benslimane A, Ibra-
him A, et al. Adaptation and validation of a food frequency questionnaire
(FFQ) to assess dietary intake in Moroccan adults. Nutr J. 2018;17:61. 37. Hollis JL, Craig LCA, Whybrow C, Kyle JAM, McNeill G. Assessing the rela-
tive validity of the Scottish collaborative group FFQ for measuring dietary
intake in adults. Public Health Nutr. 2017;20(3):449–55. 38. Dehghan M, Cerro SD, Zhang X, Cuneo JM, Linetzky B, Diaz R, et al. Valida-
tion of a semi-quantitative food frequency questionnaire for Argentinean
adults. PLoS One. 2012;7(5):e37958. 16. Naska A, Lagiou A, Lagiou P. Dietary assessment methods in epidemio-
logical research: current state of the art and future prospects. F1000Res. 2017;6:926. 39. Molina MDCB, Benseor IM, Cardoso LO, Velasquez-Melendez G, Sichieri R. Reproducibility and relative validity of the food frequency questionnaire
used in the ELSA-Brasil. Cad Saude Publica. 2013;29:379. 17. Leon Guerrero RT, Chong M, Novotny R, Wilkens LR, Badowski G, Blas-
Laguana M, et al. Relative validity and reliability of a quantitative food fre-
quency questionnaire for adults in Guam. Food Nutr Res. 2015;59:26276. 40. Dehghan M, Martinez S, Zhang X, Seron P, Lanas F. Relative validity of an
FFQ to estimate daily food and nutrient intakes for Chilean adults. Public
Health Nutr. 2013;16(10):1782–8. 18. Mumu SJ, Merom D, Ali L, Fahey PP, Hossain I, Rahman A, et al. Validation
of a food frequency questionnaire as a tool for assessing dietary intake
in cardiovascular disease research and surveillance in Bangladesh. Nutr J. 2020;19:42. 41. Zanolla AF, Olinto MTA, Henn RL, Wahrlich V, Anjos LAD. Assessment of
reproducibility and validity of a food frequency questionnaire in a sample
of adults living in Porto Alegre, Rio Grande do Sul state, Brazil. Cad Saude
Publica. 2009;25:840. 19. Thompson FE, Subar AF. Chapter 1 - Dietary Assessment Methodology. In:
Coulston AM, Boushey CJ, Ferruzzi MG, Delahanty LM, editors. Nutrition in
the Prevention and Treatment of Disease. 4th ed. Cambridge: Academic
Press; 2017. p. 5-48. 42. Block G, Wakimoto P, Jensen C, Mandel S, Green RR. Validation of a food
frequency questionnaire for Hispanics. Prev Chronic Dis. 2006;3:A77. 20. Cade J, Thompson R, Burley V, Warm D. Publisher’s Note Reproduc-
ibility and relative validity of a food frequency questionnaire developed
for adults in Taizhou, China. PLoS One. 2012;7:e48341. 32. Ibiebele TI, Parekh S, Mallitt KA, Hughes MC, O’Rourke PK, Webb PM. Reproducibility of food and nutrient intake estimates using a semi-quan-
titative FFQ in Australian adults. Public Health Nutr. 2009;12:2359. •
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? Choose BMC and benefit from: 33. Pirjo P, Hartman AM, Eliina H, LEENA R, Jaason H, Juni P, et al. Reproduc-
ibility and validity of dietary assessment instruments. I. a self-adminis-
tered food use questionnaire with a portion size picture booklet. Am J
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relative validity of a food-frequency questionnaire for French-speaking
Swiss adults. Food Nutr Res. 2011;55. 35. Jackson MD, Motswagole BS, Kwape LD, Kobue-Lekalake RI, Rakgant-
swana TB. Validation and reproducibility of an FFQ for use among adults
in Botswana. Publisher’s Note 22. Fang M, Yin-e Z, Ya-nan JIN, Yuan Y, Yi Y, Jian-hua Z. Investigation and
analysis of dietary intake status of adult residents in Ningxia [J]. Ningxia
Med J. 2017;39(02):186–8. 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. Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. 23. Liu Y, Li N, Yan N, Pan XF, Wu JHY. Protocol for a randomized controlled
trial to test the acceptability and adherence to 6-months of walnut
supplementation in Chinese adults at high risk of cardiovascular disease. Nutr J. 2021;20(1):3. 24. Zang J, Luo B, Chang S, Jin S, Wu F. Validity and reliability of a food
frequency questionnaire for assessing dietary intake among Shanghai
residents. Nutr J. 2019;18(1):30. 25. Koch LGG. The measurement of observer agreement for categorical data. Biometrics. 1977;33:159–74. 26. Bland JM, Altman DG. Statistical methods for assessing agreement
between two methods of clinical measurement. Int J Nurs Stud. 2010;47:931–6. 26. Bland JM, Altman DG. Statistical methods for assessing agreement
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relative validity of a semi-quantitative food frequency questionnaire for
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relative validity of a semi-quantitative food frequency questionnaire for
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validity of an FFQ developed for adults in Nanjing, China. Br J Nutr. 2016;115(5):887–94. 28. Qing Y, Xin H, Zhiyong W, Huafeng Y, Xupeng C. Reproducibility and
validity of an FFQ developed for adults in Nanjing, China. Br J Nutr. 2016;115(5):887–94. 29. Ferreira-Sae MCS, Gallani MCB, Nadruz W, Rodrigues RC, Franchini KG,
Cabral PC, et al. Reliability and validity of a semi-quantitative FFQ for
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subjects. Public Health Nutr. 2009;12:2168–73. 30. Villegas R, Yang G, Liu DK, Xiang YB, Shu XO. Validity and reproducibility
of the food-frequency questionnaire used in the Shanghai Men’s health
study. Br J Nutr. 2007;97:993–1000. 31. Maoqiang Z, Ziyu Y, Lanfang L, Bin H, Xiaofeng W, Yajun Y, et al. Funding Development, validation and
utilisation of food-frequency questionnaires – a review. Public Health
Nutr. 2002;5:567–87. y
43. Barrat E, Aubineau N, Maillot M, Derbord É, Barthes P, Lescuyer J-F, et al. Repeatability and relative validity of a quantitative food-frequency ques-
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Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure
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JAMA network open
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cc-by
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Original Investigation | Psychiatry
Association of War Zone–Related Stress With Alterations
in Limbic Gray Matter Microstructure Original Investigation | Psychiatry
Association of War Zone–Related Stress With Alterations
in Limbic Gray Matter Microstructure Elisabeth Kaufmann, MD; Philine Rojczyk, MSc; Valerie J. Sydnor, BA; Jeffrey P. Guenette, MD; Yorghos Tripodis, PhD; David Kaufmann, MD; Lisa Umminger, MD;
Johanna Seitz-Holland, MD; Nico Sollmann, MD, PhD; Yogesh Rathi, PhD; Sylvain Bouix, PhD; Catherine B. Fortier, PhD; David Salat, PhD; Ofer Pasternak, PhD;
Sidney R. Hinds, MD; William P. Milberg, PhD; Regina E. McGlinchey, PhD; Martha E. Shenton, PhD; Inga K. Koerte, MD Key Points Question Is war zone–related stress
associated with limbic gray matter (GM)
microstructure? IMPORTANCE Military service members returning from theaters of war are at increased risk for
mental illness, but despite high prevalence and substantial individual and societal burden, the
underlying pathomechanisms remain largely unknown. Exposure to high levels of emotional stress in
theaters of war and mild traumatic brain injury (mTBI) are presumed factors associated with risk for
the development of mental disorders. Findings In this cohort study of US
veterans, exposure to war zone–related
stress was associated with alterations
in limbic GM microstructure, OBJECTIVE To investigate (1) whether war zone–related stress is associated with microstructural
alterations in limbic gray matter (GM) independent of mental disorders common in this population,
(2) whether associations between war zone–related stress and limbic GM microstructure are
modulated by a history of mTBI, and (3) whether alterations in limbic GM microstructure are
associated with neuropsychological functioning. independent of the diagnosis of mental
disorder or mild traumatic brain injury. Furthermore, GM microstructure was
associated with cognitive functioning. Meaning These findings suggest that
war zone–related stress may lead to
limbic GM microstructure alterations,
which may underlie the deleterious
outcomes of war zone–related stress on
brain health and that military service
members may benefit from early
therapeutic interventions following
deployment. DESIGN, SETTING, AND PARTICIPANTS This cohort study was part of the TRACTS (Translational
Research Center for TBI and Stress Disorders) study, which took place in 2010 to 2014 at the Veterans
Affair Rehabilitation Research and Development TBI National Network Research Center. Participants
included male veterans (aged 18-65 years) with available diffusion tensor imaging data enrolled in
the TRACTS study. Data analysis was performed between December 2017 to September 2021. EXPOSURES The Deployment Risk and Resilience Inventory (DRRI) was used to measure exposure
to war zone–related stress. The Boston Assessment of TBI-Lifetime was used to assess history of
mTBI. Stroop Inhibition (Stroop-IN) and Inhibition/Switching (Stroop-IS) Total Error Scaled Scores
were used to assess executive or attentional control functions. + Supplemental content
Author affiliations and article information are
listed at the end of this article. + Supplemental content
Author affiliations and article information are
listed at the end of this article. Abstract (continued) response inhibition (Stroop-IS left cingulate: P < .001, partial r = −0.440; Stroop-IS right cingulate:
P < .001, partial r = −0.372; Stroop-IS left medial orbitofrontal cortex: P < .001, partial r = −0.304;
Stroop-IS right medial orbitofrontal cortex: P < .001, partial r = −0.340; Stroop-IN left cingulate:
P < .001, partial r = −0.421; Stroop-IN right cingulate: P < .001, partial r = −0.300; Stroop-IN left
medial orbitofrontal cortex: P = .01, partial r = −0.223; Stroop-IN right medial orbitofrontal cortex:
P < .001, partial r = −0.343), whereas higher FAT in the mesial temporal regions was associated with
improved short-term memory and processing speed (left amygdala-hippocampus complex: P < .001,
partial r = −0.574; right amygdala-hippocampus complex: P < .001, partial r = 0.645; short-term
memory left amygdala-hippocampus complex: P < .001, partial r = 0.570; short-term memory right
amygdala-hippocampus complex: P < .001, partial r = 0.633). A history of mTBI did not modulate the
association between war zone–related stress and GM diffusion. CONCLUSIONS AND RELEVANCE This study revealed an association between war zone–related
stress and alteration of limbic GM microstructure, which was associated with cognitive functioning. These results suggest that altered limbic GM microstructure may underlie the deleterious outcomes
of war zone–related stress on brain health. Military service members may benefit from early
therapeutic interventions after deployment to a war zone. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 MAIN OUTCOMES AND MEASURES Diffusion characteristics (fractional anisotropy of tissue [FAT])
of 16 limbic and paralimbic GM regions and measures of functional outcome. MAIN OUTCOMES AND MEASURES Diffusion characteristics (fractional anisotropy of tissue [FAT])
of 16 limbic and paralimbic GM regions and measures of functional outcome. RESULTS Among 384 male veterans recruited, 168 (mean [SD] age, 31.4 [7.4] years) were analyzed. Greater war zone–related stress was associated with lower FAT in the cingulate (DRRI-combat left:
P = .002, partial r = −0.289; DRRI-combat right: P = .02, partial r = −0.216; DRRI-aftermath left:
P = .004, partial r = −0.281; DRRI-aftermath right: P = .02, partial r = −0.219), orbitofrontal (DRRI-
combat left medial orbitofrontal cortex: P = .02, partial r = −0.222; DRRI-combat right medial
orbitofrontal cortex: P = .005, partial r = −0.256; DRRI-aftermath left medial orbitofrontal cortex:
P = .02, partial r = −0.214; DRRI-aftermath right medial orbitofrontal cortex: P = .005, partial
r = −0.260; DRRI-aftermath right lateral orbitofrontal cortex: P = .03, partial r = −0.196), and
parahippocampal (DRRI-aftermath right: P = .03, partial r = −0.191) gyrus, as well as with higher FAT
in the amygdala-hippocampus complex (DRRI-combat: P = .005, partial r = 0.254; DRRI-aftermath:
P = .02, partial r = 0.223). Lower FAT in the cingulate-orbitofrontal gyri was associated with impaired Open Access. This is an open access article distributed under the terms of the CC-BY License. September 16, 2022
1/17 JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891
( Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry Introduction Military personnel serving in theaters of war are at increased risk for physical and mental health
problems following deployment.1-3 Mental health–related disorders are pervasive; up to 30% of
service members returning from Operation Enduring Freedom (OEF), Operation Iraqi Freedom (OIF),
or Operation New Dawn (OND) receive a diagnosis of a mental illness, such as posttraumatic stress
disorder (PTSD), anxiety, or depression.4-6 Known factors associated with postdeployment mental
disorders include combat exposure and associated psychosocial stressors.7-9 Importantly, service
members exhibit symptoms related to war zone stress and experience low quality of life even if they
do not meet the diagnostic criteria for a mental disorder.10 Furthermore, despite the prevalence and
adversity of war zone–related stress, the majority of previous studies have not specifically
investigated the impact of war zone–related stress, and even fewer have used quantitative
questionnaires such as the Deployment Risk and Resilience Inventory (DRRI) to quantify perceived
war zone–related stress.11-14 Although mental health problems are highly prevalent in postdeployed
military service members15 and war zone–related stress has been discussed as a risk factor, the
underlying pathomechanisms remain poorly understood. Furthermore, approximately 12% to 35% of OEF, OIF, and OND veterans have sustained a mild
traumatic brain injury (mTBI).16-19 Evidence suggests that mTBI is not only a highly prevalent
comorbidity but is also considered a potential risk factor for the development of mental disorders. In
fact, service members who have sustained mTBI have a significantly increased risk for developing
PTSD1,16,20-22 and depression.1,23,24 Moreover, they exhibit poorer neurocognitive functioning, worse
long-term recovery,25 and more severe neurological impairment26,27 compared with those who have
not sustained mTBI. However, it is unknown whether comorbidity with mTBI modulates a possible
association between war zone–related stress and alterations of brain structure and
neuropsychological functioning. A better understanding of the outcomes of war zone–related stress
on brain microstructure and function is critical for improving long-term health and quality of life of
military service members returning from theaters of war. Magnetic resonance imaging (MRI) provides a noninvasive way to study brain alterations as it
allows for the in vivo, 3-dimensional investigation of brain macrostructure and microstructure.28
Neuroimaging studies have linked neuropsychiatric disorders, including PTSD and mTBI, to September 16, 2022
2/17 JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Methods This cohort study was approved by the institutional review board of human studies research at the
Veterans Affair Boston Healthcare System and all participants provided written informed consent. The study follows the Strengthening the Reporting of Observational Studies in Epidemiology
(STROBE) reporting guideline for observational studies. Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry macrostructural brain alterations.29 However, although an association between diagnoses and
abnormal brain structure has been established, research on the outcomes of war zone–related stress
on brain structure is sparse. Combat exposure has been found to be associated with lower volume
of limbic or limbic-associated gray matter (GM) regions, such as the amygdala,30 hippocampus,31,32
orbitofrontal gyrus,33 posterior insula,34 ventromedial prefrontal cortex, and dorsal anterior
cingulate cortex.35 Of note, although lower limbic GM volumes have been associated with PTSD
symptom severity and extent of alcohol use, other disorders commonly seen in this population have
previously not been considered. Diffusion-weighted MRI (dMRI) has been shown to be sensitive to subtle microstructural brain
alterations associated with neuropsychiatric disorders, such as PTSD and mTBI.29 Complementary to
volumetric measures, dMRI has the potential to reveal alterations in tissue composition (eg, glial
changes36-38 and atrophy39) and tissue morphologic changes (eg, alterations in dendritic
arborization40-42), thereby providing insight into underlying pathomechanisms. Although most
research to date has focused on the microstructure of connecting white matter (WM) fiber
tracts,43-46 studies on the limbic GM microstructure are sparse. Importantly, to our knowledge, no
study to date has investigated the association between combat exposure and limbic GM diffusion,
although limbic GM constitutes an essential neuroanatomical correlate of mental and
neuropsychological functioning as suggested previously by volumetric studies31,32,47 of limbic system
structures in postdeployed veterans. The aim of this study is to investigate (1) whether war zone–
related stress is associated with microstructural alterations in limbic GM independent of mental
disorders, (2) whether associations between war zone–related stress and limbic GM microstructure
are modulated by a history of mTBI, and (3) whether alterations in limbic system GM microstructure
are associated with neuropsychological functioning. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 Assessment of Psychiatric Disorders The nonpatient edition of the Structured Clinical Interview for DSM-IV Axis I Disorders (SCID-I/NP)49
was used to detect the presence of psychopathological disorders. The following modules were
administered: module D, mood disorders; module E, substance use disorders; module F, anxiety
disorders (except PTSD); module H, eating disorders; and module I, adjustment disorders. Presence
and history of PTSD were determined according to the Clinician-Administered PTSD Scale (CAPS)50
using the Diagnostic and Statistical Manual of Mental Disorders (Fourth Edition) (DSM-IV) standard
scoring rule.51 Assessment of War Zone–Related Stress Stressors associated with deployment to war zones were assessed via selected scales from the
DRRI.52 The combat experiences and aftermath of battle scales were used to assess perceived war
zone–related stress. Both DRRI subscales (called hereafter DRRI-combat and DRRI-aftermath)
consist of 16 questions concerning combat or war zone–related events. The DRRI-combat uses a
5-point Likert frequency scale (0 = never; 4 = daily or almost daily), yielding a maximum possible
score of 64 points. The DRRI-aftermath scale uses a binary response (0 = no and 1 = yes), resulting
in a maximum score of 16 points. Higher scores on both the DRRI-combat and DRRI-aftermath scale
reflect greater exposure to deployment-related stressors. Assessment of mTBI The Boston Assessment of TBI-Lifetime (BAT-L)17 was conducted to diagnose lifetime history of TBI. Specifically, mTBI was defined by the following criteria: loss of consciousness for 30 minutes or less,
posttraumatic amnesia for 24 hours or less, or altered mental status for 24 hours or less.17 Participants The Translational Research Center for TBI and Stress Disorders (TRACTS) study is a longitudinal
prospective cohort study that aims to assess and track the potential outcomes of psychologically and
physically traumatic experiences related to military deployment over time. Inclusion criteria for
enrollment into the TRACTS study were (1) age 18 to 65 years, (2) male sex, and (3) service in OEF,
OIF, or OND, or scheduled deployment.48 Exclusion criteria were (1) history of neurological illness
other than TBI; (2) current diagnosis of schizophrenia spectrum or other psychotic disorders; (3)
current diagnosis of bipolar or related disorders; (4) active suicidal and/or homicidal ideation, intent,
or plan requiring crisis intervention; and (5) cognitive disorder due to general medical condition other
than TBI. Parameters with potential impact on cerebral microstructure and resilience such as
eduction, socioeconomic status, race and ethnicity were collected via interview. Of the first 384 consecutively recruited veterans, 273 consented to share their data with
investigators outside of TRACTS. Of these 273 veterans, several had to be excluded from the present
study for the following reasons: predeployment status (ie, military service members who had not yet
been deployed to combat zones) (15 participants), postenrollment report of neurological disorders
(ie, history of meningitis, or brain surgery; 4 participants), history of moderate or severe TBI (15
participants), and exposure to neurotoxic chemicals or anoxia (30 participants). Another 26 cases did
not pass the rigorous quality control of the MRI data, and 15 cases had missing clinical variables
required for this study. The selection process is summarized in Figure 1. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 September 16, 2022
3/17 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry MRI indicates magnetic resonance imaging; TBI
traumatic brain injury; TRACTS, Translational Research
Center for TBI and Stress Disorders; VA,
Veterans Affairs. Assessment of Functional Outcome The World Health Organization Disability Assessment Schedule II (WHODAS II)53 is a 36-item self-
report questionnaire that was designed to measure disability associated with all physical and mental
disorders including cognition, mobility, self-care, getting along, life activities, and participation. Functional impairments within the last 30 days are rated on a 5-point scale (0 = no disability; Figure 1. Flowchart of the Cohort Selection Process
384 Veterans enrolled in TRACTS
273 Veterans available for study
111 Excluded did not agree to share the data with
investigators outside of VA
209 Clinically preselected cohort
15 Missing clinical variables required for the study analyses
194 Full data sets
168 Final study cohort
26 Excluded insufficient MRI quality
64 Excluded
15 Predeployment status
15 History of moderate or severe TBI
4 Postenrollment report of neurological disorders
30 Exposure to neurotoxic chemicals or anoxia
MRI indicates magnetic resonance imaging; TBI
traumatic brain injury; TRACTS, Translational Research
Center for TBI and Stress Disorders; VA,
Veterans Affairs. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891
(Reprinted)
September 16, 2022
4/17 Figure 1. Flowchart of the Cohort Selection Process
384 Veterans enrolled in TRACTS
273 Veterans available for study
111 Excluded did not agree to share the data with
investigators outside of VA
209 Clinically preselected cohort
15 Missing clinical variables required for the study analyses
194 Full data sets
168 Final study cohort
26 Excluded insufficient MRI quality
64 Excluded
15 Predeployment status
15 History of moderate or severe TBI
4 Postenrollment report of neurological disorders
30 Exposure to neurotoxic chemicals or anoxia
JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891
(Reprinted) Figure 1. Flowchart of the Cohort Selection Process 111 Excluded did not agree to share the data with
investigators outside of VA MRI indicates magnetic resonance imaging; TBI
traumatic brain injury; TRACTS, Translational Research
Center for TBI and Stress Disorders; VA,
Veterans Affairs. September 16, 2022
4/17 ork Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.3 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry JAMA Network Open | Psychiatry 4 = extreme disability/cannot do). A total disability score is calculated by summing the scores across
all subscales. Higher scores reflect greater disability. Effort Testing Performance validity was assessed via the Verbal Multiple Symptom Validity Test (MSVT).63 The
MSVT evaluates verbal learning, memory, and response consistency. It is composed of the subtests
immediate recall, delayed recognition, consistency of responding across immediate recall, and
delayed recognition, as well as paired associates and free recall. Study participants who failed the
MSVT (8 participants) were excluded from the post hoc analyses as they were suspected of potential
reduced effort or malingering. Assessment of Functional Outcome The Neurobehavioral Symptom Inventory (NSI) is a 22-item self-report questionnaire used to
assess postconcussion symptoms following TBI.54 Tested symptoms include sensory, affective,
vestibular, and cognitive symptoms, rated on a 5-point Likert scale (0 = none; 4 = very severe). Higher scores reflect more severe neurobehavioral symptoms. According to identified limbic regions with GM diffusion alterations, the Digit Span Total Score
(DSTot) and the Coding Raw Scores55 were chosen from the comprehensive neuropsychological test
battery,48 as they reflect functions of the frontal and temporal lobe (ie, verbal short-term memory
performance and processing speed). In addition, Stroop Inhibition (Stroop-IN) and Inhibition/
Switching (Stroop-IS) Total Error Scaled Scores56 were selected to assess more specifically executive
or attentional control functions associated with the prefrontal and cingulate cortex,57-62 whereby
higher Total Error Scaled Scores reflect impaired response inhibition and vice versa. Assessment of Hypervigilance The CAPS criterion D was used to assess the frequency and intensity of symptoms of hypervigilance
at postdeployment, including difficulty sleeping, irritability, difficulty concentrating, hypervigilance,
and exaggerated startle response. Answers were rated on a 5-point Likert scales ranging from 0 to 4
and summarized in a total score, resulting in a maximum score of 40 points. MRI Acquisition and Data Processing Amygdala and hippocampus were combined into 1 region of
interest to ensure higher parcellation accuracy.69 For each of these 8 bihemispheric regions of
interest (16 in total), the mean of the diffusion measure (FAT) was calculated. paralimbic GM regions in each hemisphere were evaluated—that is, cingulate gyrus, amygdala-
hippocampus complex, parahippocampal gyrus, entorhinal cortex, lateral and medial orbitofrontal
cortex, insula, and temporal pole. Amygdala and hippocampus were combined into 1 region of
interest to ensure higher parcellation accuracy.69 For each of these 8 bihemispheric regions of
interest (16 in total), the mean of the diffusion measure (FAT) was calculated. Results The final study cohort encompassed 168 male veterans with a mean (SD) age of 31.4 (7.4) years. Sample demographic characteristics are summarized in Table 1. The vast majority of participants
were White (130 participants [77%]), followed by 24 Hispanic participants (14%) and 11 Black
participants (6%) (Table 1). Although the level of education was balanced across the cohort (mean
[SD] 13.9 [1.9] school years), potentially relevant differences were observed for the family status as
only 38% (64 participants) were married or cohabiting. Statistical Analysis Statistical analyses were performed using SAS statistical software version 9.4 (SAS Institute). Means
and SDs are displayed for continuous parameters, while absolute and relative frequencies are
provided for noncontinuous variables. Generalized linear models for repeated measures using the
restricted maximum likelihood approach and an unstructured covariance matrix across brain regions
were used to evaluate the association of war zone–related stress with regional diffusion measures. The following parameters were selected a priori as covariates: age, diagnosis of current PTSD, mood,
anxiety, substance use disorder, and weight-corrected lifetime drinking history (LDH). To test the
outcomes of mTBI on the association between war zone–related stress and limbic GM diffusion, the
number of lifetime mTBIs was added as fixed effect as well as modifier to the main effect. Post hoc analyses were conducted to test for associations between diffusion measures that
were significantly associated with war zone stress and neurobehavioral symptoms (NSI), cognitive
(DSTot, Coding Raw Score, and Stroop IN/IS Total error scaled score), and disability (WHODAS). Participants who failed error testing (MSVT) were excluded from the post hoc analyses. Age,
diagnosis of current PTSD, mood, anxiety, and substance use disorder, and LDH were included as
covariates. A false discovery rate70 was set at 5% to correct for multiple comparisons, using the Benjamini-
Hochberg method. A corrected 2-tailed P < .05 was considered significant. Data were analyzed
December 2017 to September 2021. Associations of War Zone–Related Stress With Limbic GM Diffusion In the cohort of 168 veterans, greater war zone–related stress as assessed by DRRI-combat and DRRI-
aftermath was negatively associated with FAT in the bilateral cingulate gyri (DRRI-combat left:
P = .002, partial r = −0.289, df = 167; DRRI-combat right: P = .02, partial r = −0.216, df = 167; DRRI-
aftermath left: P = .004, partial r = −0.281, df = 167; DRRI-aftermath right: P = .02, partial r = −0.219,
df = 167) and bilateral medial orbitofrontal gyri (DRRI-combat left medial orbitofrontal cortex:
P = .02, partial r = −0.222, df = 167; DRRI-combat right medial orbitofrontal cortex: P = .005, partial
r = −0.256, df = 167; DRRI-aftermath left medial orbitofrontal cortex: P = .02, partial r = −0.214,
df = 167; DRRI-aftermath right medial orbitofrontal cortex: P = .005, partial r = −0.260, df = 167;
DRRI-aftermath right lateral orbitofrontal cortex: P = .03, partial r = −0.196, df = 167). Notably, these
associations were observed while controlling for age, PTSD diagnosis, mood disorder, anxiety
disorder, and substance use disorder as well as LDH. Moreover, a negative association was observed between DRRI-aftermath and the right lateral
orbitofrontal gyrus FAT and right parahippocampal gyrus FAT (P = .03, partial r = −0.191, df = 167). In
contrast, a positive association was found for both measures of war zone–related stress and FAT in September 16, 2022
6/17 JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 MRI Acquisition and Data Processing MRI of the brain was performed using a 3-Tesla TIM Trio scanner (Siemens Healthineers) located at
the VA Medical Center in Boston, Massachusetts. T1-weighted (T1w) gradient-echo sequence
parameters were field of view, 256 mm; 256 sections; inversion time, 1.000 ms; repetition
time, 2.530 ms; echo time, 3.32 ms; flip angle, 7°; and isotropic resolution, 1 × 1 × 1 mm3. dMRI was
acquired using a single-shot, echo-planar sequence with a twice-refocused spin-echo pulse and the
following parameters: field of view, 256 mm; 64 axial sections with no intersection gap; 60 gradient
directions with a b-value of 700 seconds/mm2; 10 b = 0 volumes; repetition time, 10 000 ms; echo
time, 103 ms; and isotropic resolution, 2 × 2 × 2 mm3. dMRI data were corrected for motion and eddy current distortions via affine registration to the
first b = 0 volume using FMRIB Software Library, version 5.1 (The Oxford Centre for Functional MRI
of the Brain).64 Brain masks were created and manually edited in 3D Slicer, version 4.5 (Surgical
Planning Laboratory, Brigham and Women´s Hospital).65 Automated segmentation of brain regions
from the T1w data was performed using FreeSurfer66 (version 5.1.0).67 Free water (FW)–corrected diffusion tensor measures were derived from dMRI using in-house
software.68 FW imaging separates the dMRI signal into 2 compartments: a FW and a tissue
compartment. FW in the brain is expected where water molecules are free to diffuse, such as in
cerebrospinal fluid, and large extracellular spaces. We calculated a fractional anisotropy of tissue
(FAT) map from the FW-corrected diffusion tensor, which serves as a more accurate marker of
anisotropy in brain tissue than the conventional FA measure. To obtain diffusion metrics for selected
regions, FreeSurfer parcellation label maps were nonlinearly registered from the individual T1w space
to the respective dMRI space to obtain diffusion metrics for selected regions. Eight limbic and JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 September 16, 2022
5/17 k Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.318 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 JAMA Network Open | Psychiatry Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure paralimbic GM regions in each hemisphere were evaluated—that is, cingulate gyrus, amygdala-
hippocampus complex, parahippocampal gyrus, entorhinal cortex, lateral and medial orbitofrontal
cortex, insula, and temporal pole. Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure the right amygdala-hippocampus complex (DRRI-combat: P= .005, partial r = 0.254, df = 167; DRRI-
aftermath: P = .02, partial r = 0.223, df = 167). Results are summarized in Table 2. Outcomes of mTBI on the Association of War Zone–Related Stress
and Limbic GM Diffusion The majority of veterans (109 of 168 [64.9%]) sustained at least 1 mTBI before or during deployment. They reported having experienced a mean (SD) of 1.38 (2.23) mTBIs throughout life with a maximum
number of 18 mTBIs. Number of lifetime mTBIs was not associated with limbic GM diffusion and did
not mediate the association between war zone–related stress and limbic GM FAT. Table 1. Demographics, Deployment-Related Factors, and Postdeployment Characteristics of Study Cohort
Variable
Participants,
No. (%)
(N = 168)
Demographics
Age, mean (SD), y
31.36 (7.43)
Race and ethnicity
Asian
2 (1.19)
Black
11 (6.55)
Hispanic
24 (14.29)
Unknown
1 (0.60)
White
130 (77.38)
Education mean (SD), school years
13.86 (1.93)
Married or cohabitating
64 (38.10)
Deployment factors
OEF, OIF, or OND deployments, mean (SD), No. 1.4 (0.7)
Other stressful deployments, mean (SD), No. 0.41 (0.79)
Duration of OEF, OIF, or OND deployments,
mean (SD), mo
13.82 (8.45)
Service in army branch
101 (60.12)
DRRI total score, mean (SD)
Combat experience (DRRI-combat)
17.31 (12.02)
Aftermath exposure (DRRI-aftermath)
7.65 (4.7)
Military mTBIs, mean (SD), No. 0.63 (1.53)
Wounded or injured in combat
35 (20.83)
Postdeployment characteristics
Time since last deployment, mean (SD), mo
40.07 (29.98)
Disorder
Mood
35 (20.83)
Anxiety
28 (16.67)
PTSD diagnosis
112 (66.67)
Clinician-Administered PTSD Scale, mean (SD)a
78.35 (22.9)
Substance use disorder
25 (14.88)
Lifetime drinking history, weight corrected,
mean (SD)
1790.6
(2092.7)
Lifetime TBIs, mean (SD)
1.38 (2.23) Abbreviations: DRRI, Deployment Risk and Resilience Inventory; mTBI, mild
traumatic brain injury; OEF, Operation Enduring Freedom; OIF, Operation Iraqi
Freedom; OND, Operation New Dawn; PTSD, posttraumatic stress disorder; TBI,
traumatic brain injury. a Clinician-Administered PTSD Scale score was evaluated for 112 veterans who
met diagnostic criteria for postdeployment PTSD. September 16, 2022
7/17 Abbreviations: DRRI, Deployment Risk and Resilience Inventory; FDR, false
b Denotes significant results. Association of Limbic GM Diffusion and Functional Outcome Results of the post hoc analysis of diffusion and associated functioning are shown in Table 3. Decreased FAT in the cingulate gyri and the medial orbitofrontal cortex was associated with impaired
response inhibition (Stroop-IS left cingulate: P < .001, partial r = −0.440, df = 151; Stroop-IS right
cingulate: P < .001, partial r = −0.372, df = 151; Stroop-IS left medial orbitofrontal cortex: P < .001,
partial r = −0.304, df = 151; Stroop-IS right medial orbitofrontal cortex: P < .001, partial r = −0.340,
df = 151; Stroop-IN left cingulate: P < .001, partial r = −0.421, df = 151; Stroop-IN right cingulate:
P < .001, partial r = −0.300, df = 151; Stroop-IN left medial orbitofrontal cortex: P = .01, partial
r = −0.223; df = 151; Stroop-IN right medial orbitofrontal cortex: P < .001, partial r = −0.343, df = 151),
but with better frontotemporal functions (DSTot left amygdala-hippocampus complex: P < .001,
partial r = −0.574, df = 159; DSTot right amygdala-hippocampus complex: P < .001, partial r = 0.645,
df = 159; short-term memory left amygdala-hippocampus complex: P < .001, partial r = 0.570,
df = 156; short-term memory right amygdala-hippocampus complex: P < .001, partial r = 0.633,
df = 156). In contrast, impaired response inhibition and improved verbal short-term memory Table 2. Association of War Zone–Related Stress and Limbic Gray Matter Diffusion Using Fractional Anisotropy of Tissue
Region
Combat exposure (DRRI-combat)
Aftermath exposure (DRRI-aftermath)
Left hemisphere
Right hemisphere
Left hemisphere
Right hemisphere
Partial ra
FDR corrected
P value
Partial ra
FDR corrected
P value
Partial ra
FDR corrected
P value
Partial ra
FDR corrected
P value
Amygdala-hippocampus complex
0.158
.09
0.254
.005b
0.136
.14
0.224
.02b
Cingulate gyrus
−0.289
.002b
−0.216
.02b
−0.281
.004b
−0.219
.02b
Entorhinal cortex
0.020
.80
0.121
.21
−0.023
.88
0.049
.65
Insular cortex
−0.058
.52
−0.057
.52
−0.138
.14
−0.061
.57
Lateral orbitofrontal cortex
−0.081
.43
−0.151
.10
−0.083
.41
−0.196
.03b
Medial orbitofrontal cortex
−0.222
.02b
−0.256
.005b
−0.214
.02b
−0.260
.005b
Parahippocampal gyrus
−0.059
.52
−0.166
.08
−0.009
.97
−0.191
.03b
Temporal pole
−0.089
.40
0.053
.52
−0.224
.39
−0.003
.97 Table 2. Association of War Zone–Related Stress and Limbic Gray Matter Diffusion Using Fractional Anisotropy of Tissue a The higher the partial r, the stronger the linear association between 2 variables. Positive values represent positive correlations, and negative values represent negative
or inverse correlations. Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry b Denotes significant results. a The higher the partial r, the stronger the linear association between 2 variables. Abbreviations: DRRI, Deployment Risk and Resilience Inventory; FDR, false
discovery rate.
b Denotes significant results b Denotes significant results. Positive values represent positive, and negative values represent negative or inverse
correlations a The higher the partial r, the stronger the linear association between 2 variables.
Positive values represent positive, and negative values represent negative or inverse y Abbreviations: DRRI, Deployment Risk and Resilience Inventory; FDR, false
discovery rate.
b Denotes significant results. a The higher the partial r, the stronger the linear association between 2 variables.
Positive values represent positive, and negative values represent negative or inverse
correlations b Denotes significant results. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 Association of Limbic GM Diffusion and Functional Outcome Table 3. Association of Limbic Gray Matter Diffusion Using Fractional Anisotropy of Tissue and Cognitive Functioning Table 3. Association of Limbic Gray Matter Diffusion Using Fractional Anisotropy of Tissue and Cognitive Functioning
Region
Digit Span Total Score
Coding Raw Score
Stroop inhibition
Total error
scaled score
Switching total error
scaled score
Partial ra
FDR corrected
P value
Partial ra
FDR corrected
P value
Partial ra
FDR corrected
P value
Partial ra
FDR corrected
P value
Left amygdala-hippocampus comp
0.574
<.001b
0.570
<.001b
0.443
<.001b
0.483
<.001b
Left cingulate gyrus
−0.393
<.001b
−0.330
<.001b
−0.421
<.001b
−0.440
<.001b
Left lateral orbitofrontal cortex
−0.058
.74
−0.006
.94
−0.036
.79
−0.044
.78
Left medial orbitofrontal cortex
−0.202
.02b
−0.193
.03b
−0.223
.01b
−0.304
<.001b
Left parahippocampal gyrus
0.042
.80
0.007
.94
0.059
.79
0.013
.95
Right amygdala-hippocampus comp
0.645
<.001b
0.633
<.001b
0.500
<.001b
0.518
<.001b
Right cingulate gyrus
−0.290
<.001b
−0.237
.007b
−0.300
<.001b
−0.372
<.001b
Right lateral orbitofrontal cortex
0.041
.80
0.024
.76
−0.038
.79
0.005
.95
Right medial orbitofrontal cortex
−0.263
.002b
−0.262
.003b
−0.343
<.001b
−0.340
<.001b
Right parahippocampal gyrus
−0.001
.99
−0.021
.79
−0.032
.79
−0.103
.35 JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 September 16, 2022
8/17 Abbreviation: FDR false discovery rate.
b Denotes significant results. e.
the partial r the stronger the linear association between 2 variables Discussion This cohort study found an association between war zone–related stress and microstructure of limbic
GM in veterans. Importantly, these findings were observed while accounting for common
comorbidities, including PTSD, mood, anxiety, and substance use disorder. Furthermore, mTBI had
no significant effect on the association between war zone–related stress and limbic GM
microstructure. Finally, characteristics of limbic GM microstructure were associated with cognitive
performance including verbal short-term memory, processing speed, and response inhibition, while
no associations with overall disability and neurobehavioral symptoms were found. Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 JAMA Network Open | Psychiatry Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure performance and processing speed were associated with increased FAT in the amygdala-
hippocampal region (Figure 2). No significant associations were revealed for limbic GM diffusion and
(postconcussion) neurobehavioral symptoms or disability (eTable 1 in the Supplement). Association of Limbic GM Diffusion and Hypervigilance State Hypervigilance at postdeployment was positively associated with FAT in the amygdala-hippocampal
region (left: P < .001, partial r = 0.325, df = 165; right: P <.001, partial r = 0.309; df = 165) and
negatively associated with FAT in the cingulate gyri (left: P < .01, partial r = −0.253 df = 165; right: P <
.01; partial r = −0.261 df = 165). The results are summarized in eTable 2 in the Supplement. Association Between Limbic GM Diffusion and Functional Outcome We observed improved frontotemporal brain functions (ie, short-term memory and processing
speed) in association with increased FAT in the amygdala-hippocampal complex (Figure 2), which is
in line with previous studies that report a link between processing speed and hippocampal FA.78-80
Our study results further suggest an association between improved frontotemporal brain functions
with war zone–related stress.81 It has been hypothesized that hypervigilance and readiness to
respond to combat-related challenges may be advantageous adaptations to the highly stressful
environment. However, it may be challenging to transition back to normal states of alertness when
returning from deployment. The chronic activated state may consequently lead to a functional
overuse of frontotemporal brain functions. This overuse may induce neuroplastic changes as
suggested by the increased FAT in the amygdala-hippocampal complex73 found in this study. This
hypothesis is supported by our finding of a significant association between hypervigilance state at
postdeployment and increased FAT in the amygdala-hippocampal complex. At the same time, we observed impaired prefrontal-cingulate functions (response inhibition) in
association with lower FAT in prefrontal regions. This is thought to result from functional (emotional
or stress) overuse of mesial temporal structures, as described previously, which may, in turn, lead to
poorer performance in other cognitive tasks, a phenomenon called interference.82-84 Interference
or shift of emotion and cognition has previously been described in patients with PTSD85 as well as in
veterans. More specifically, impaired memory consolidation and reduced learning speed were
observed in veterans returning from OEF, OIF, or OND.86,87 Of note, those functions are typically
associated with the prefrontal-cingulate cortex,86-89 regions that have been found to have lower FAT
in association with war zone stress in the current study. Taken together, we hypothesize that the outcomes of war zone–related stress outlast
deployment, leading to attentional interference with increased functional use of mesial temporal
structures and decreased use or impaired retrieval of prefrontal-cingulate functions. This hypothesis
is further supported by functional MRI studies,90 which have reported a hypoconnectivity of mesial
temporal and prefrontal brain regions under conditions of stress. The functional interference may, in
turn, lead to microstructural adaptations, reflected by increased FAT in the amygdala-hippocampus
complex and decreased FAT in the cingulate and orbitofrontal gyri (Figure 2). War Zone–Related Stress and Limbic GM Diffusion This study revealed a co-occurring decrease and increase in limbic GM FAT. More specifically, the
greater the experienced war zone–related stress, the lower FAT was in the cingulate gyri, the medial
orbitofrontal gyri, the right lateral orbitofrontal gyrus, and the right parahippocampal gyrus. Moreover, the greater the experienced war zone–related stress, the higher the FAT in the amygdala-
hippocampus complex. Importantly, associations described previously were independent of
diagnosis of mental disorders as well as mTBI. The interpretation of diffusion measures in GM is challenging as data linking diffusion to
histologic profile is sparse.37,71-74 FA in GM likely reflects diffusion properties of the main GM
components (ie, astroglia, neurons, and axons). For example, a study in mice reveals an association Figure 2. Model of Structural Brain Alterations and Associated Cognitive Function in the Context
of War Zone–Related Stress Figure 2. Model of Structural Brain Alterations and Associated Cognitive Function in the Context
of War Zone–Related Stress Figure 2. Model of Structural Brain Alterations and Associated Cognitive Function in the Context
of War Zone–Related Stress
Increase in FAT and processing
speed and verbal short-term memory
Amygdala-hippocampus complex
Cingulate gyrus
Decrease in FAT and response inhibition
Orbitofrontal gyrus
Decrease in FAT
War zone–related
JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891
(Reprinted) Increase in FAT and processing
speed and verbal short-term memory
Amygdala-hippocampus complex
Cingulate gyrus
Decrease in FAT and response inhibition
Orbitofrontal gyrus
Decrease in FAT
War zone–related War zone–related stress was associated with
decreased fractional anisotropy of tissue (FAT) in
cingulate and orbitofrontal cortex, as well as increased
FAT in the amygdala-hippocampus complex. Limbic
gray matter FAT measures were further associated
with cognitive function (ie, impaired response
inhibition as well as improved verbal short-term
memory and processing speed). Taken together with
the current literature on functional imaging in
posttraumatic stress disorder, we propose that the
observed diffusion alterations may result from a
functional shift from frontolimbic toward mesial
temporal structures (shift of functional demand from
cingulate and orbitofrontal regions toward mesial
temporal regions). September 16, 2022
9/17 JAMA Network Open. 2022;5(9):e2231891. War Zone–Related Stress and Limbic GM Diffusion doi:10.1001/jamanetworkopen.2022.31891 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure JAMA Network Open | Psychiatry between decreased FA and decreased astrocyte density in the hippocampus.71 Astrocytes play a
crucial role in complex brain functions, such as neurotransmitter homeostasis and blood-brain barrier
maintenance.75 Moreover, a decrease in astrocytes predisposes the brain to inflammatory states.75,76
Another dMRI study77 in a murine model of Parkinson disease found an association between
decreased FAT in the substantia nigra and neuronal loss. Taken together, the association between war
zone–related stress and decreased FAT in the cingulate, orbitofrontal gyri, and right parahippocampal
gyrus may potentially be due to a decrease in astrocytes and/or neurons. Interestingly, a positive association was found for greater war zone–related stress and higher
FAT in the amygdala-hippocampus complex. Increased FAT in GM and WM has been associated with
neuroplastic remodeling.72,73 In rodents, long-term learning and memory tasks induced an FA
increase, particularly in limbic system structures such as the amygdala, the parahippocampal gyrus,
and the cingulate cortex, which correlated with an increase in a myelin marker (myelin basic protein)
in the histological analysis.72,73 The authors72,73 hypothesized that oligodendrocytes, which form
the myelin sheaths in the central nervous system, produced more myelin basic protein postlearning
to allow for the required flow of information. Taken together, findings of our study suggest regional
differences in the association between war zone–related stress and alterations in GM microstructure
that may be due to neurodegenerative and neuroplastic processes. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 Limitations Our study has limitations. We investigated a representative subsample of OEF, OIF, or OND
veterans48 and we accounted for common comorbidities in the statistical analysis. However, we used
dichotomous variables based on the DSM-IV classifications to account for the presence of
psychopathologic disorders. Future studies should consider using dimensional assessments of
psychopathologic disorders, to further investigate the spectrum of psychopathologic disorders. Furthermore, we did not account for service branch, race, or socioeconomic status,91-98 which might
be of importance for resilience, stress exposure, management, and rehabilitation and should be
considered in future analyses. The vast majority of participants were White, followed by Hispanic and
Black participants (Table 1). Although the level of education was balanced across the cohort,
potentially relevant differences were observed for the family status as only 38% were married or
cohabiting. A further limitation is that this study was limited to male participants only. The cross-
sectional design of this study further limits the interpretation of our findings as well as the
identification of additional factors associated with risk and causal relationship between war zone–
related stress and alterations in limbic GM may not be drawn. Moreover, we did not differentiate
between the amygdala and hippocampus as we aimed for the highest possible accuracy in the
segmentation. Previous research of imaging data has demonstrated that the use of the combined
amygdala-hippocampus complex represents a methodologically more rigorous and accurate
approach of segmentation using FreeSurfer.69 Against the background of our study findings, future
studies should strive to retest our hypothesis on manually segmented limbic GM. Additionally,
although all interviews were conducted by doctoral level psychologists, their administration at long-
term follow-up might have been inevitably biased by participant subjective memory and reporting. Of further note, multishell dMRI data would have improved the FW model fit but was not available in
the study. In addition, the analysis of GM is highly sensitive to misalignment of the diffusion space
and T1 space, which may have caused inflation in the FW measure. Despite the FW-correction, the
FAT measures remain unspecific and can only serve as a gross estimation of the underlying
microstructure. JAMA Network Open | Psychiatry JAMA Network Open | Psychiatry Association of War Zone–Related Stress With Alterations in Limbic Gray Matter Microstructure No significant associations were found between limbic GM diffusion and more general
measures of functional outcome following mTBI (ie, the WHODAS and NSI). We thus speculate that
abnormalities in the limbic system may need to be more severe to cause impairments in everyday
functioning. Furthermore, the observed limbic alterations may represent a minor contributor to
everyday functioning as assessed using WHODAS and NSI, whereas the individual comorbidities may
be the main drivers of the functional impairment. Association Between Limbic GM Diffusion and Functional Outcome This biological adaptive
response may potentially, in addition to preexisting biological predisposition for deployment, mean
that service members with outstanding processing speed and verbal short-term memory might be
more likely to join the military and to be deployed. JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 September 16, 2022
10/17 k Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.318 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022 ARTICLE INFORMATION September 16, 2022
11/17 Conclusions In this study, war zone–related stress was associated with alterations in limbic GM microstructure,
which, in turn, were associated with cognitive function independent of the diagnosis of mental
disorders and mTBI commonly observed in this population. Taken together, findings from this study
suggest that alterations in limbic GM microstructure may underlie the deleterious outcomes of
exposure to war zone–related stress. Thus, military service members exposed to war zone–related
stress may benefit from early therapeutic intervention even in the absence of a diagnosed mental
disorder. ARTICLE INFORMATION
Accepted for Publication: August 1, 2022. Published: September 16, 2022. doi:10.1001/jamanetworkopen.2022.31891 JAMA Network Open | Psychiatry Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2022 Kaufmann
E et al. JAMA Network Open. Corresponding Author: Inga K. Koerte, MD, Psychiatry Neuroimaging Laboratory, Department of Psychiatry,
Brigham and Women’s Hospital, 1249 Boylston St, Boston, MA 02215 (ikoerte@bwh.harvard.edu). Author Affiliations: Psychiatry Neuroimaging Laboratory, Department of Psychiatry, Brigham and Women’s
Hospital, Boston, Massachusetts (E. Kaufmann, Rojczyk, Sydnor, Guenette, D. Kaufmann, Umminger, Seitz-
Holland, Sollmann, Rathi, Bouix, Pasternak, Shenton, Koerte); Department of Neurology, University Hospital,
Ludwig-Maximilians-Universität, Munich, Germany (E. Kaufmann, Shenton); cBRAIN, Department of Child and
Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-Universität, Munich, Germany
(E. Kaufmann, Rojczyk, D. Kaufmann, Umminger, Sollmann, Koerte); Department of Radiology, Brigham and
Women’s Hospital, Harvard Medical School, Boston, Massachusetts (Guenette); Department of Biostatistics,
Boston University School of Public Health, Boston, Massachusetts (Tripodis); Boston University Alzheimer’s
Disease and CTE Center, Boston University School of Medicine, Boston, Massachusetts (Tripodis); Department of
Diagnostic and Interventional Radiology and Neuroradiology, Klinikum Augsburg, Germany (D. Kaufmann);
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar,
Technical University of Munich, Munich, Germany (Sollmann); TUM-Neuroimaging Center, Klinikum rechts der Isar,
Technical University of Munich, Munich, Germany (Sollmann); Department of Diagnostic and Interventional
Radiology, University Hospital Ulm, Ulm, Germany (Sollmann); Translational Research Center for TBI and Stress
Disorders and Geriatric Research, Education and Clinical Center, VA Boston Healthcare System, Boston,
Massachusetts (Fortier, Salat, Milberg, McGlinchey); Department of Psychiatry, Harvard Medical School, Boston,
Massachusetts (Fortier, Milberg, McGlinchey); Neuroimaging Research for Veterans Center, VA Boston Healthcare
System, Boston, Massachusetts (Salat); Athinoula A. Martinos Center for Biomedical Imaging, Department of
Radiology, Massachusetts General Hospital, Charlestown, Massachusetts (Salat); Department of Neurology,
Uniformed Services University of the Health Science, Bethesda, Maryland (Hinds); Department of Psychiatry,
Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts (Shenton, Koerte). Author Contributions: Drs E. Kaufmann and Koerte had full access to all of the data in the study and take
responsibility for the integrity of the data and the accuracy of the data analysis. Drs Shenton and Koerte
contributed equally. Concept and design: E. Kaufmann, Rojczyk, Rathi, Sylvain, Brawn Fortier, Milberg, Shenton, Koerte. Acquisition, analysis, or interpretation of data: All authors. Drafting of the manuscript: E. Kaufmann, Rojczyk, Sollmann, Shenton, Koerte. Critical revision of the manuscript for important intellectual content: Rojczyk, Sydnor, Guenette, Tripodis, D. Kaufmann, Umminger, Seitz-Holland, Sollmann, Rathi, Sylvain, Brawn Fortier, Salat, Pasternak, Hinds, Milberg,
McGlinchey, Shenton, Koerte. September 16, 2022
12/17 JAMA Network Open | Psychiatry Statistical analysis: E. Kaufmann, Rojczyk, Tripodis, D. Kaufmann, Seitz-Holland, Sollmann, Koerte. Obtained funding: Brawn Fortier, Salat, Milberg, McGlinchey, Shenton. Administrative, technical, or material support: Sollmann, Rathi, Sylvain, Brawn Fortier, Hinds, Milberg, McGlinchey,
Shenton, Koerte. Supervision: Rathi, Sylvain, Brawn Fortier, Shenton, Koerte. Conflict of Interest Disclosures: Dr E. Kaufmann reported receiving grants from the German Society of Clinical
Neurophysiology and Functional Imaging (DGKN) during the conduct of the study. Dr Rojczyk reported receiving
grants from Evangelisches Studienwerk Villigst outside the submitted work. Dr Tripodis reported receiving grants
from National Institutes of Health during the conduct of the study. Dr Hinds reported being employed by Wounded
Warrior Project June 2021 to June 2022 and being a consultant/owner for SCS Consulting LLC May 2020 to
present outside the submitted work. Dr Koerte reported receiving personal fees from Siemens Thieme Publisher
(royalties from book chapters) and grants from Abbott, National Institutes of Health, and European Research
Council, outside the submitted work; and serving as Vice President of the European Neurotrauma Organization
and as European Editor of the Journal of Neurotrauma. No other disclosures were reported. Funding/Support: This research was supported by a fellowship from the DGKN to Dr E. Kaufmann. Dr Shenton
was supported by a Veterans Affairs (VA) Merit award to as well as the Translational Research Center for TBI and
Stress Disorders (TRACTS), a VA Rehabilitation Research and Development (RR&D) Traumatic Brain Injury Center
of Excellence (B6796-C). Dr Koerte is supported by National Institute of Neurological Disorders and Stroke
(R01NS100952). Dr Pasternak was supported by National Institute of Biomedical Imaging and Bioengineering
(P41EB015902). JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 September 16, 2022
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Issues. 2012;22(1):e61-e66. doi:10.1016/j.whi.2011.07.010 98. SUPPLEMENT. SUPPLEMENT. eTable 1. Association of Limbic Gray Matter Diffusion (FAT) and Disability/Neurobehavioral Symptoms
eTable 2. Association of Limbic Gray Matter Diffusion (FAT) and Hypervigilance State SUPPLEMENT. eTable 1. Association of Limbic Gray Matter Diffusion (FAT) and Disability/Neurobehavioral Symptoms
eTable 2. Association of Limbic Gray Matter Diffusion (FAT) and Hypervigilance State September 16, 2022
17/17 JAMA Network Open. 2022;5(9):e2231891. doi:10.1001/jamanetworkopen.2022.31891 Downloaded From: https://jamanetwork.com/ by a Universitaet Augsburg User on 10/10/2022
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Towards a critical realist-inspired economic methodology
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To cite this version: Bjørn-Ivar Davidsen. Towards a critical realist-inspired economic methodology. Journal of Philosoph-
ical Economics, 2010, Volume III Issue 2 (2), pp.74-96. 10.46298/jpe.10595. hal-03704553 Towards a critical realist-inspired
economic methodology Bjørn-Ivar Davidsen Abstract: This paper argues that critical realism conceived as a meta-theory
for scientific activities offers a consistent set of helpful philosophical resources
from which a potentially fruitful position of economic methodology may be
developed. When fully developed, a critical realist-inspired economic
methodology may in turn underlabour for more concrete scientific
undertakings, economic theorising and applied analyses. Adopting such a
strategy for further advancement of the critical realist project would prove a
much needed supplement to, or perhaps even substitute for, the currently
dominating strategy of grand scale philosophical underlabouring aimed at
reorienting more or less the whole discipline of economics. The main trust of
the argument made then, is that critical realism comes with a constructive
and practical potential that goes beyond critiques of mainstream economics
and philosophical underlabouring for already existing schools of thought
within economics and that it is time for this potential to be actualised. Keywords: critical realism, meta-theory, ontology, epistemology, methodology HAL Id: hal-03704553
https://hal.science/hal-03704553v1
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License Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 at the outset are sympathetic to the critical realist project. Moreover, arguments
made for establishing critical realism as a unifying basis for various heterodox
positions have been questioned on the grounds that they seem to overrate the
credibility of critical realist ontological theories as well as the degree of
ontological agreement among adherents of different economic schools of
thought. [3] The critical realist project within the discipline of economics may
thus be in danger of losing momentum and eventually of running into
stagnation. Against this background it is my purpose here to explore a somewhat different
strategy for developing critical realist approaches to economics; a strategy that
takes a more practical turn. This turn is motivated by the view that in order to
be convincing, the potential fruitfulness of critical realism needs to be
demonstrated through analyses of relevant economic questions and issues. It has
to be demonstrated that critical realist-informed approaches to economics
actually make a difference. To contribute to a development in this direction I
will, in what follows, inquire into the prospects for establishing a helpful
critical realist-inspired economic methodology. More specifically I will argue
the case for a critical realist meta-theory that offers a consistent set of
philosophical resources, tenets and heuristic ideas that may underpin a
self-contained and potentially fruitful position of economic methodology. When
fully developed, such a methodology may in turn underlabour for more specific
economic theorising and for concrete analyses of substantial economic issues and
phenomena. Against what many advocates of critical realism within the
discipline of economics seem to uphold then, I do indicate that there may be
something like a critical realist-inspired approach to economic theorising and
economic analyses. The approach suggested will also represent a contribution to
the current debate over the development of economic methodological thinking
more generally. Introduction [1] Thus far critical realism has first of all been noted for its sustained critique of
mainstream economics. More recently, however, efforts have also been made in
order to render critical realist ontological theories a common philosophical
basis for various economic heterodox schools of thought. [2] These strategies for
situating the critical realist project within economics have, however, been
somewhat wanting. The critique launched against mainstream economics has
failed to convince, not only mainstream economists, but also commentators who Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 philosophical sub-fields of ontology and epistemology and to possible
interrelations between them. philosophical sub-fields of ontology and epistemology and to possible
interrelations between them. Within the realm of ontology, addressing basic questions of being or existence,
the critical realist position takes as its point of departure the view that the
world, social and natural, exists independently of our investigations of it. Most
realists would subscribe to such a claim, which separate them from philosophical
idealists or anti-realists more generally. What makes critical realism stand out
as a position of philosophy in its own right, then, is to a large extent due to its
further elaborations of some substantial, yet abstract, claims about social and
natural reality. In the critical realist view of things, the world is seen as
structured, stratified, and differentiated. Encompassed in this account is also a
particular understanding of causation and of open versus closed systems. The general argument of stratification implies a world view in which we move
from a basic physical level to strata of chemistry, biology, psychology and
society. At each stratum we find structured objects; that is, objects moulded
through combinations of more basic entities. Typically, objects at a higher
stratum possess properties that cannot be reduced to its parts. These properties
are considered acquired through processes of emergence, and they contribute in a
significant way to the causal powers and capabilities of the objects in question. Water has acquired causal powers through emergence that cannot be reduced to
its component parts hydrogen and oxygen; human beings have powers and
capabilities that cannot be fully explained in terms of their constituent parts,
and so on. As a consequence, causal powers are seen to reside with structured
objects in virtue of these objects being what they are. When triggered, causal
powers turn into operating mechanisms. Causation then, on this account of
reality, is nothing like event regularities. Rather, causation is viewed as powers
and capabilities ascribed to structured objects at different strata of a
hierarchically organised reality, by way of their nature. [5] The social realm has been paid special attention to in the critical realist account
of existence or being. In his ‘transformational model of social activity’ Bhaskar
(1989A, 1989B) argues that social reality must be understood as made up by
intentional actors, as well as social structures with emergent powers which
enable and facilitate, restrict and direct, individual action. Critical realism as a meta-theory The critical realist position discussed in what follows is outlined and developed
in the seminal works of Roy Bhaskar dating back to the 1970s and 1980s, and
later elaborated upon by contributors within various social sciences. [4] In
bringing out the main tenets of this position, seen as a meta-theory for scientific
activities, particular attention will be paid to claims made within the Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 for their existence. By employing social structures in planning and performing
activities of various kinds, individual actors contribute to the reproduction or
transformation of such structures. Bhaskar, consequently, outlines a
transformational view of social reality in which both intentional individuals
and social structures have real existence while they at the same time are
interdependently related. Margaret Archer (1995 and 2003) elaborates this
agent-structure model further by discriminating between cultural and structural
emergent structures and introducing more nuanced concepts of agents and actors
in the social realm. In a broader perspective then, the critical realist account depicts a stratified
world view in which what happens at any one stratum should be viewed as the
outcome of powers and mechanisms existing and acting at the stratum in
question and potentially at all underlying strata. Events and states of affairs at
the social stratum of reality, for example, will on this account be the combined
results of powers and capabilities residing with structured objects at the social
level as well as at underlying psychological and natural strata. According to this
view, critical realists see the world as differentiated in the sense that an
ontological distinction is posited between three domains of reality called the
‘empirical’, the ‘actual’ and the ‘deep’ domain. Events and states of affairs that are
potentially observable comprise the domain of the actual. Phenomena that are
actually observed make up the domain of the empirical. Causal powers and
mechanisms, which in various ways govern and influence what goes on at the
domain of the actual, are seen as existing and acting, at least partly, at the
underlying deep domain of reality. As different mechanisms and powers in
action may countervail or reinforce one another they cannot be readily
identified through empirical observations at the actual level. On this view then,
there tends to be a lack of spontaneous regularities between observable objects,
which render the domains of the actual and the empirical ‘open’ systems in the
critical realist terminology. [6] Effects of mechanisms and powers in operation,
consequently, manifest themselves as tendencies rather than law-like empirical
regularities. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Social structures are
conceived as pre-existing individual actions, and are thus irreducible to them. At
the same time social structures are obviously dependent upon individual actions Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 experience. We do not, in other words, have access to all aspects of the world by
way of observation or any other direct methods. Rather, knowledge is something
we have to work for in various ways and with different means. Moreover, the
ontological claims made by critical realists indicate that uncovering and
understanding underlying structures, mechanisms and their emergent properties
are the most rewarding goals of knowledge production. When it comes to the question of how to discriminate between competing claims
to knowledge of phenomena of interest, and to the question of how to evaluate
claims made to knowledge of such phenomena, critical realists entertain a
position of judgemental rationality. All empirical observations and descriptions
are considered theory-laden. They are, in complex ways, seen as conceptually
mediated. More generally, the critical realist position maintains that there can
be no neutral or value-free knowledge. All knowledge is considered a social
product. Advocates of critical realism do steer clear of full-blown relativism,
however, by invoking a claim for judgmental rationality. It is argued that
rational judgements can be passed on claims to knowledge despite the fact that
empirical ‘data’ will not do as a sole, or final, arbiter. [7] There is nothing like empirical aversion implied by this. Empirical
identifications of underlying forces in operation in the natural sphere, for
example, are highly acclaimed by critical realists when conducted under reliable
experimental control. In the notoriously open system conditions characterising
the social realm, however, the possibilities for controlled experiments are scant
or almost non-existent. Consequently, investigators of social phenomena,
according to the critical realist view, will to some extent have to rely on mental
activities like abstractions and thought-experiments as vehicles of inquiry,
having the outcomes checked against various forms of empirical material
whenever possible. What seems to be entailed in the critical realist approach,
then, is a non-foundational stance on questions epistemological in which
evaluations of claims to knowledge have to be based upon a mix of empiricist and
rationalist considerations. Even if admittedly overly difficult to achieve, the
overall goal of critical realist inquiries is true statements of the world; and at
this point a final arbiter is invoked: ‘claims are true or false in virtue of the way
the world is.’ (Fleetwood 2006, p. 172). Following Outhwaite (1987, p. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Turning to epistemology, addressing questions of knowledge production and
evaluation of claims to knowledge, the critical realist position claims that
knowledge of the depicted structured, stratified and differentiated world is in
principle possible. It is argued, however, in accordance with the ontological
views advanced, that knowledge of these phenomena is not readily given to us in Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 This statement seems to imply that ontology and epistemology are two distinct or
separate departments of the critical realist meta-theory. It is clearly indicated
that it is possible to be bold regarding questions of ontology while at the same
time entertaining a cautious stand on questions epistemological. Or rather, as
many protagonists of the critical realist project within economics seem to
uphold, that a particular attention to questions of ontology can somehow help us
get around tricky questions of epistemology. I seriously doubt the tenacity of
such an allegation. In order to argue my case here, I find it expedient to invoke the distinction made
in critical realist vocabulary between the ‘transitive’ and the ‘intransitive’
dimension of knowledge. Objects and phenomena of the world taken to exist
independently of our investigations of them constitute, on this account, the
intransitive dimension of knowledge. They are our objects of knowledge, so to
speak. The knowledge we at any point in time claim of these objects and state in
the form of observations, descriptions, hypotheses, theories and so on, belong to
the transitive dimension. This material is considered a social product, fallible
and liable to change and transformation as our insights progress and
develop. Now, what is at stake here then, are the ontological claims made in the
critical realist meta-theory as set out above. What status or credibility accrues
to these claims? Are they in any way separate from epistemological arguments? The claim made by critical realists to the effect that the world exists
independently of our investigations of it, I would characterise as a basic
philosophical stance. You either take it onboard or you discard it. There is
hardly any way to argue sensibly and convincingly pro or contra this stance. It
is a matter of belief, or some would say informed belief, as it were. So, there is a
least one element in the critical realist ontology distinct from matters
epistemological. As soon as some substantial claims about reality are made,
however abstract and general these claims may be, things change radically. When critical realists claim that not only does the world exist independently of
our investigations of it, it is also structured, stratified and differentiated (in the
critical realist understanding of these concepts), we enter the realm of theories
and empirics. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 34), critical realists often characterise their
meta-theoretical position as ‘ontologically bold and epistemologically cautious’. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 We are thoroughly within what critical realists call the transitive
dimension of knowledge production. Critical realists’ claim to a structured,
stratified and differentiated world is, in other words, an ontological theory. And
a theory will have to be supported by arguments in its favour if it is to be
accepted or approved. Such arguments are, of course, epistemological in nature. ct and general these claims may be, things change radically. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 social constructivism on the other. Accordingly, the critical realist tenets as set
out above qualify as a separate and distinguished meta-theoretical position in its
own right. The one feature which most of all characterises this critical realist
meta-theory is its explicit concern with questions of ontology. The epistemic
status of critical realist ontological theories, however, needs to be paid attention
to. They are to be seen as conjectures expressing carefully argued theories or
hypotheses about how the social and natural world is constituted. Consequently,
they are conditional and revisable in the event of convincing arguments offered
to this effect. This is the main reason why critical realist ontological theories
are not suitable as a basis, or point of departure, for critical assessments of
practices based on a different methodology and ontology. Being interesting and
potential fruitful hypotheses about the social and natural world, however,
critical realist ontological theories, and the critical realist position of which
they are a part, offers a rich and fertile basis for more practical scientific
endeavours, including endeavours directed towards developing a viable economic
methodology. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 To take stock then, the claims made with respect to basic questions of ontology
and epistemology obviously delineates critical realism from other meta-theories
like variants of positivism on the one hand, and post-modernism and strong Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 To realise this, consider how the critical realist ontological theories are set
forth. They are established and elaborated mainly by way of transcendental
arguments. To claim absolute truth, or some close equivalent, for the conclusions
drawn from such arguments would, of course, verge on dogmatism. Rather, the
conclusions offered should be seen as contested and fallible theories dependent
for their epistemic status upon evaluations made of the initial premises chosen as
well as of the subsequent inferences made. Bhaskar, being keenly aware of these
facts, and consequently also of the need for additional support for his
transcendental elaborations, invokes the method of immanent critique of
competing positions for this purpose. In the case of the natural realm, Bhaskar’s
transcendental arguments in favour of ontological depth are bolstered by an
immanent critique of the contrasting ‘flat’ ontology accruing to the empirical
realist account of reality (Bhaskar 1979). And in the case of the social realm
Bhaskar invokes immanent critiques of voluntarism, collectivism and the
‘dialectic’ approach of Berger and Luckmann in order to further substantiate the
propositions advanced in his ‘transformational model of society’ (Bhaskar
1989A). Questions of ontology and questions of epistemology then, are not separate
realms in the critical realist meta-theory. To be consistent, therefore, the
critical realist position of epistemological prudence should carry over to a
position of ontological prudence. If critical realist ontological theories are
supported by cautious epistemological arguments, it should follow that the
ontological theories in question are viewed likewise. I would suggest, therefore,
that critical realist meta-theory should be characterised as ‘ontologically and
epistemologically cautious with prominence given to questions ontological’,
rather than ‘ontologically bold and epistemologically cautious’. It is, or should
be, cautious in the sense of entertaining an anti-foundational stance on all
knowledge production, including knowledge of basic properties of existence or
being. Ontological theories should, on this account, be considered fallible and
contingent and subject to revision and adjustments, or even possibly replacement,
in the face of convincing arguments to this effect. This insight ought, moreover,
to be taken seriously when critical realism is evaluated as a potential
meta-theory for scientific undertakings. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 such undertakings then, would be to uncover and describe causal powers and
capabilities pertaining to objects of relevance for the issue or problem at hand,
and their ways of working as mechanisms whenever triggered. Several aspects
need to be addressed in this process: What powers and capabilities do the relevant
objects possess, under what circumstances will these powers be triggered and
turned into operating mechanisms, what will be the effect of an operating
mechanism when taken in isolation and what will happen when several
mechanisms operate in concert? In a particular research project then, having depicted objects of relevance for
explaining the issues at hand, researchers will be advised to address the task of
uncovering necessary and constitutive properties of these objects. According to
the critical realist view, however, causal powers and capabilities may exist
without being exercised, and when triggered the resulting mechanisms may or
may not imply observable effects, depending, among other things, on the
question whether other mechanisms in operation will act in countervailing or
reinforcing ways. As a consequence, causal powers are rarely directly observable
and may in many cases not even be indirectly identified through their effects. Investigations, therefore, will normally have to be undertaken by conceptual
abstractions invoking structural analysis and the method of retroductive
inference. Researchers will have to find answers to questions like: What is
fundamentally constitutive for object X? What properties will have to be in
place for X to be what X is? What causal powers and capabilities follow from
these answers? (Danermark et al. 2003, p. 110). To be somewhat more concrete,
within economics it may for example be relevant to ask what social and cultural
structures and mechanisms must be in place for exchange of commodities to take
place. Contexts will then have to be envisaged in which causal powers and capabilities
intrinsic to the objects in question are triggered, turning them into operative
mechanisms. Moreover the effects of such mechanisms in operation will have to
be studied. In the natural sciences researchers will in many cases be able to study
the effects of separate mechanisms in controlled experiments in which closed
systems are artificially established. Under the notoriously open systems
conditions of social sciences like economics, however, there are hardly any
possibilities for creating experimental settings of this kind. From meta-theory to methodology Let us turn then to considerations of how the critical realist meta-theory may be
turned into an operational position of economic methodology. As we have seen
above, the critical realist meta-theory gives prominence to matters ontological. At the heart of this position we find a systematic account of some basic features
of social and natural reality. Invoking the critical realist meta-theory as a
philosophical underpinning for a position of economic methodology will then to
a large extent turn on taking advantage of these ontological insights. Whether starting out from empirical observations of some new or surprising
phenomena or addressing more traditional economic issues, researchers informed
by the critical realist meta-theory would be advised to seek explanations of the
phenomena in question in terms of underlying powers and mechanisms, being
particularly aware of the fact that such powers and mechanisms reside with
structured objects at different strata of reality. Adding to this general picture,
researchers would also be urged to make sure they amply capture the interplay
between economic agents and relevant underlying enabling and constraining
social structures, paying due attention to processes of reproduction and
transformation of structures and further consequences thereof. The main aim of Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 introduced work themselves out. By combining the workings of several
mechanisms, processes of countervailing and reinforcing forces may be studied in
more complex theoretical models. It must be underlined, however, that critical
realist-inspired tasks of this kind would always pay heed to the need to work
with proper abstractions of reality, as set forth in critical realist ontological
arguments, rather than mere fictions. introduced work themselves out. By combining the workings of several
mechanisms, processes of countervailing and reinforcing forces may be studied in
more complex theoretical models. It must be underlined, however, that critical
realist-inspired tasks of this kind would always pay heed to the need to work
with proper abstractions of reality, as set forth in critical realist ontological
arguments, rather than mere fictions. The notion of natural necessity, central to the critical realist understanding of
causality, needs to be commented somewhat further upon here. Structured objects
are seen to have emergent properties, like powers and capabilities necessary for
the objects in question to exist and to be what they are. This, however, has
nothing to do with unchangeable essence. The notion of necessity as applied here
refers to properties which at a certain point in time determine what an object is. As time goes by, however, these properties may change turning the object in
question into a different entity. Analyses according to a critical realist
meta-theory would, in other words, be open to the possibility of qualitative
change in its subject matter. [8] When R. B. Walters and D. Young (2001) more or less discard critical realism
as a basis for a viable position of economic methodology, their concern is mainly
with questions of epistemology. In their view the critical realist “ontological
boldness has never been supported by any plausible epistemology” (Walters and
Young 2001, p. 500). As argued in the previous section, I find it contentious to
treat ontology and epistemology as though they were separate departments of the
critical realist, or indeed any, meta-theory. Rather, ontology and epistemology
should to a large extent be viewed as being intimately related while pertaining
to different aspects of the meta-theory in question. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Social scientists,
therefore, will, to a large extent, have to take resort to abstract
thought-experiments in which they may sort out how conceptualised mechanisms thought-experiments in which they may sort out how conceptualised mechanisms Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 [9] In considering the
plausibility or credibility of economic analyses conducted according to a critical
realist-inspired methodology, therefore, one has to address the whole package, so
to speak: the ontological theories introduced as well as the more concrete
scientific work undertaken. In this respect it should be noted that critical realist ontological theories are not
introduced as dogmatic or metaphysical assertions about the social and natural
world. Rather, they are developed by transcendental arguments from a set of
premises. The premises are painstakingly chosen to encompass what is believed to
be widely accepted features of the world in which we live; the success of
experimental natural sciences and the notion of intentional actors in the social Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 In a positivist conception of science, still influencing the minds of many, case
studies are invariably regarded as appropriate only for investigations of
particular or unique instances with no claims to generalised knowledge. In a
broader picture, moreover, case studies are often seen as useful preparations for
large-scale data collection schemes and subsequent analyses. The demise of
positivism has however, among other things, brought with it a new conception of
the role of case studies in scientific undertakings. Case studies are generally
acknowledged as a methodological approach consistent with depth ontologies. And when theoretically based and structured, case studies are now becoming
increasingly recognised as supporting claims to generalised or theoretical
knowledge of transfactual phenomena like underlying powers and mechanisms
(R. K. Yin, 1989, G. Easton, 1992). There are, consequently, no scientific
hazards involved in adopting case studies as an integral part of a critical
realist-inspired approach to economics. Rather, this seems to be a potential road
for empirical support of abstract reasoning which deserves closer attention in
endeavours to develop a critical realist-inspired economic methodology. To sum up then, epistemic evaluations of critical realist-inspired analyses of
economic phenomena or issues of interest will have to involve several elements;
the arguments advanced to anchor the analyses in reality from the outset, the
consistency and creativity exhibited in envisaging powers and mechanisms
explaining the phenomena at hand, and the degree to which empirical support
are found in case studies or by other means being the most central. Moreover,
when competing accounts of explanatory forces and mechanisms are set forth,
criteria like explanatory power may also be invoked to discriminate between the
candidates. In any case, no single or simple algorithm for theory evaluation or
theory choice will be available. Rather, rational judgements will have to be
made taking into consideration material of different character and content. Now, for some, such a broad and encompassing approach to questions of
epistemology, invoking among other things the need to make rational and
argued judgements, may seem less than satisfactory or even unconvincing. Difficult problems of epistemology, however, seem to haunt all philosophical
meta-theories and consequently all methodologies and practical academic
approaches that build upon them. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 sphere being the most central ones. By invoking transcendental reasoning, then,
an account is offered of what the world must be like for these features to be
possible or intelligible. The resulting ontological theories, being admittedly
contingent and fallible and consequently open to critical assessment,
nevertheless anchor critical realist-inspired analyses in a carefully argued
account of what exists rather than in some lofty speculations or plainly fictional
statements of what the world might be like. While abstract reasoning and theorising will be indispensable in critical
realist-inspired economic analyses, empirical evaluations and support should be
brought in whenever possible. In considering how this can be done, critical
realists will insist upon paying due attention to the nature of the subject matter
in question. In any critical realist-inspired approach to scientific work the
methods applied should be adjusted to the basic characteristics and properties of
the objects under investigation, rather than the other way around. A critical
realist-inspired economic methodology will, in other words, reject evaluative
procedures that invoke particular test methods or techniques in a compulsory or
mandatory way. What methods and techniques are considered adequate or
suitable for the purpose at hand will have to be decided upon and defended by
practical researchers with due regard being paid to the nature of the objects into
which they inquire. Due to the nature of critical realist-inspired analyses, in which the direction of
investigations is from observations of issues of interest to underlying forces and
mechanisms that may explain such phenomena, the empirical side of research
undertaken may in many instances most productively take the form of case
studies. By focusing upon a few carefully selected cases researchers will be able
to carry out investigations in the necessary depth and detail. Contexts crucial for
triggering mechanisms, and allowing them to work their effects out, may be
studied more efficiently and closely on a case study basis. Following a case in
point over a period of time, moreover, during which relevant contexts may
change, will offer opportunities for empirical material to be collected which
may support or question claims made to knowledge of how envisaged mechanisms
actually work. The unavoidable openness of such studies and the socially
mediated quality pertaining to any empirical data implies, however, that ‘tests’
of this kind will only be one element in an overall judgement of what credibility
accrues to explanations offered. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 considered a serious drawback or weakness accruing to critical realist-inspired
approaches. [10] considered a serious drawback or weakness accruing to critical realist-inspired
approaches. [10] considered a serious drawback or weakness accruing to critical realist-inspired
approaches. [10] Turning finally to more specific questions of methods to be applied in
investigations as set out above, a position of pluralism will typically be endorsed. This, however, is not to be understood as anything like methodological
relativism or ‘anything goes’ at the level of method. Rather, it indicates that
there are no a priori preferences for any particular method and no methods are
banned or excluded at the outset. [11] The choice of the best methods is left to
the discretion of researchers in each particular case within the restrictions set by
the ontological considerations at the heart of a critical realist approach. In
general, critical realist approaches according to the methodological reflections
set out above seem to invite combinations of a range of various methods. Approaches of method triangulation or conscious mixes of qualitative and
quantitative methods according to the insights and creativity of the researchers
will be seen as potentially fruitful. [12] Regarding questions of methods to be
applied then, the critical realist approach offers broad but helpful guidelines
with final decisions to be made by the researchers. According to Dow (2003, p. 17) critical realists see their project “as being in
support of an approach to economics rather than a specific methodology,
suggesting that the approach can support a range of methodologies.” My above
arguments and deliberations do support a somewhat different view. According to
this view the critical realist meta-theory offers a consistent set of philosophical
resources that will underpin a self-contained and potentially fruitful approach
sufficiently distinguished and characteristic to warrant the label ‘a critical
realist-inspired approach to economic methodology’. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 The fact that critical realists entertain an
anti-foundational position in the realm of epistemology, invoking recourse to
rational judgements rather than some untenable simple test-criterion or reliance
upon ‘self-evident’ axioms and pure logic, therefore, should not in any way be Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired econom
The Journal of Philosophical Economics, III:2, 74-96 Critical realist-inspired economic methodology in
perspective Traditionally economic methodology has been prescriptivist and empiricist
focusing upon formulation and implementation of precepts for ‘good’ scientific
practice within the discipline of economics. These precepts were invariably based
upon, or taken directly from, different positions within the philosophy of
natural science, like positivism, Popper’s falsificationism and Lakatos’
methodology of scientific research programmes. [13] Little or nothing was said Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 about problems related to the question of how theories might be established and
developed. Emphasis was, in other words, upon issues belonging to the ‘context of
justification’ to the almost total neglect of questions pertaining to the ‘context of
discovery’. Wade Hands (1994) succinctly terms this the
‘shelf-of-scientific-philosophy’ approach to economic methodology. During the 1980s and the 1990s, however, things changed profoundly. Leading
economic methodologists, with some remarkable exceptions, now turned away
from prescriptive approaches and even critical analyses. In the ensuing ‘new
economic methodology’ as Hands (2001) terms it, focus has been upon descriptive
accounts of on-goings mainly within mainstream economics, including among
other things rhetorical, social, and economic aspects of this activity. The
underlying rationale for this descriptive turn seems to be predicated upon the
view that economic methodologists can best contribute to the future development
of economics by enhancing our understanding of what actually goes on within
the discipline. [14] The critical realist-inspired position of economic methodology set forth above
represents a distinct alternative to both the ‘old’ and the ‘new’ approaches to
economic methodology. The suggested approach differs from the ‘new’ descriptive
economic methodology by being more normative, indicating that methodology
can, and should, have a constructive role aimed at influencing academic
economic practice. Moreover, the critical realist-inspired methodology, as
against most positions within the ‘new’ methodology, is explicitly developed from
a meta-theory or a position within the philosophy of science. According to the
critical realist-inspired view there still is, in other words, an important role for
explicit philosophical reflection in matters methodological. The approach set forth above will also, in several respects, stand apart from ‘old’
or ‘traditional’ normative approaches to economic methodology. The normative
content of the suggested approach is introduced as argued advice and constructive
guidance rather than prescriptions. And even though the process delineated starts
out from philosophical reflections, insights from scientific work may well feed
back upon these reflections and possibly induce changes and adjustments in
them, indicating a cautious approach in which philosophical deliberations and
scientific practices are considered mutually interrelated activities. A critical
realist-inspired economic methodology will thus not be a rules-based
methodology. In fact, it will not be a top-down methodology at all. Every Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 In sum, then, a critical realist-inspired position of economic methodology stands
out as viable and helpful in the areas of ‘discovery’ as well as ‘justification’. Moreover, it is flexible and open-ended in many respects, leaving much to the
creativity and discretion of practising researchers without lapsing into an
approach of ‘anything goes’, or what goes is decided by the ‘best practices’ of the
discipline. Finally, a critical realist-inspired economic methodology would
encourage analyses of economic issues and problems which draw upon insights
from several other disciplines, quite different from the disciplinary separateness
which, as Hausman rightly argues, has for a long period of time dominated and
circumscribed much of mainstream economics (Hausman, 1992). Consequently, the
suggested critical realist-inspired approach exemplifies a third way with respect to
questions methodological within the discipline of economics, a constructive and
potentially fruitful alternative to the traditional rules-based approaches on the
one hand and the new ‘recovering practice’ approaches on the other hand. In sum, then, a critical realist-inspired position of economic methodology stands
out as viable and helpful in the areas of ‘discovery’ as well as ‘justification’. Moreover, it is flexible and open-ended in many respects, leaving much to the
creativity and discretion of practising researchers without lapsing into an
approach of ‘anything goes’, or what goes is decided by the ‘best practices’ of the
discipline. Finally, a critical realist-inspired economic methodology would
encourage analyses of economic issues and problems which draw upon insights
from several other disciplines, quite different from the disciplinary separateness
which, as Hausman rightly argues, has for a long period of time dominated and
circumscribed much of mainstream economics (Hausman, 1992). Consequently, the
suggested critical realist-inspired approach exemplifies a third way with respect to
questions methodological within the discipline of economics, a constructive and
potentially fruitful alternative to the traditional rules-based approaches on the
one hand and the new ‘recovering practice’ approaches on the other hand. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 element in the suggested methodological scheme will at all times and in all
respects be open to critical assessments and possible changes, even as a
consequence of results and insights gained through scientific work itself. A
critical realist-inspired economic methodology will, moreover, through its
preoccupation with ontological reflection, offer helpful and constructive
precepts and guidelines for activities directed towards establishing and
developing economic theories and analyses. And it will come with consistent and
accommodating epistemological considerations indicating how theories and
analyses may be evaluated and supported by various kinds of argument. A
critical realist-inspired economic methodology, thus, will be balanced in the
sense that it encompasses a mix of elements belonging to the context of discovery
as well as the context of justification, as opposed to the context of
justification-bias that characterises the traditional
‘shelf-of-scientific-philosophy’ approach to economic methodology. Scientific practice in accordance with, or informed by, the main tenets of
critical realist ontological theories may also imply a more multidisciplinary
approach to economic analyses and economic theorising. According to Bhaskar’s
transformational model of social activities, researchers will be advised to make
sure that they amply capture the depicted interplay between economic agents and
relevant enabling and restricting social structures. Processes of reproduction and
transformation and the further consequences thereof, should be built into the
analyses. This indicates the need for economists to draw upon insights developed
within disciplines like sociology and political science. The critical realist vision
of a structured and multi-layered world may, moreover, be applied also at the
level of the individual. According to such a view, there will be more to human
nature than instrumental rationality. Critical realist-inspired economic analyses
would, consequently, induce increased openness towards knowledge produced
within the discipline of psychology. Finally, it should be remembered that
critical realist ontological theories of the social and natural spheres of reality
are not separate or unrelated entities. Rather, as argued above, what happens at
the social stratum should be seen as the result of mechanisms and forces existing
and acting at this stratum of reality as well as all underlying strata, including
the entire natural world. Critical realist ontology thus suggests that economic
analyses would benefit from, and ought to be more integrated with, lines of
thought developed within natural sciences like biology and ecology. Such
integration would entail not only inter-disciplinary but even trans-disciplinary
approaches to questions and issues under investigation. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 non-foundational stand. Rather than invoking a single test procedure or some
decisive evaluative criterion, the notion of judgemental rationalism is invoked. This notion points to the need for taking into consideration all material
relevant for evaluating the case at hand, theoretical as well as empirical, and to
pass an argued judgement made open to critical assessment. Attention has also
been drawn to the fact that a critical realist-inspired economic methodology
would induce a more interdisciplinary approach to analyses of economic issues
and problems and stimulate increased openness to, and awareness of, insights
from other disciplines within the natural as well as other social science
disciplines. The argument of this paper, encouraging more concrete theoretical and practical
work inspired by a critical realist meta-theory, may perhaps seem less glorious
and prestigious than the currently dominating critical realist strategy of grand
scale philosophical underlabouring with the overriding goal to reorient
economic thinking more generally. The strategy suggested here may, however,
turn out to be more viable with a real potential of making a difference. At the
bottom line ‘action speaks louder than words’, and the future prospects of the
critical realist project within economics will depend crucially upon the ability
of its adherents to address substantial economic issues in ways that demonstrate
the benefits from what should be the hallmark of any scientifically oriented
critical realist project: Explicit ontological reflection as an integral part of
scientific analyses of substantial issues and problems. At the present stage there
is room for further improvements of, and amendments to, the suggested critical
realist-inspired position of economic methodology. Even at this stage, however,
the suggested approach stands out as a constructive, self-contained and
potentially fruitful alternative to the traditional rules-based approaches to
economic methodology, on the one hand, and the so-called ‘new’ descriptive or
‘recovering practice’ approaches on the other. Concluding remarks The arguments set forth in this paper have been predicated upon the view that
the critical realist projects within economics need a new turn, or at the very
least a third leg, directed more explicitly towards the development of economic
theories and concrete analyses of substantial economic issues and problems. More
specifically, the paper has inquired into the question whether, and how, a
critical realist-inspired economic methodology may be developed and elaborated,
which in turn would underlabour for more concrete critical realist-informed
economic theorising and applied analyses. Starting out with critical realism conceived as a meta-theory for scientific
activities it has been argued that this position comes with a consistent set of
helpful philosophical resources addressing relevant questions of ontology and
epistemology. Considerations of necessary interrelations between ontology and
epistemology in the critical realist meta-theory led to the view that the
ontological theories at the heart of critical realism have properties which render
them potentially fruitful as underpinnings for a critical realist-inspired
methodology. As a particularly attractive feature a position of economic
methodology predicated upon the critical realist meta-theory would offer helpful
guidelines for establishing and developing economic theories and analyses. When
it comes to theory evaluation the critical realist meta-theory suggests a basically Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Endnotes [1] I would like to thank the journal’s referees for helpful and constructive
comments on an earlier draft of this paper. The usual disclaimer, of course,
applies. [2] The most central contributions to the process of establishing and situating
the critical realist project within economics are T. Lawson (1997, 2003) and a Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 number of articles by the same author. Discussions of various aspects of these
endeavours are found in S. Fleetwood (ed) (1999), P. Downward (ed) (2003) and
P. Lewis (ed) (2004). [3] The critical realist critique of mainstream economics is discussed in D. W. Hands (1999), B. Waltres and D. Young (2001), J. Reiss (2004), G. Hodgson
(2009) and B.-I. Davidsen (2005). The endeavours to establish critical realism as
common ontological basis for various heterodox positions within economics are
addressed in C. S. Dow (2004, 2006), J. Vromen (2009), B.-I. Davidsen (2009) and
a number of contributions in Lewis (ed) (2003). [4] A non-exhaustive list of contributions would include R. Bhaskar (1979,
1989A, 1989B), A. Collier (1994), M. Archer (1995), M. Archer et al (1998), A. Sayer (1992, 2000), B. Danermark et al (2002), J. Cruickshank (2003), S. Ackroyd and S. Fleetwood (eds) (2000), S. Fleetwood and S. Ackroyd (eds) (2004)
and publications by T. Lawson mentioned in note 1. [5] R. Groff (ed) (2008) offers a thorough exploration of the notion of causality
in a realist perspective. In a special issue of the Journal of Critical Realism, vol. 8, no. 3, devoted to causal powers, R. Groff situates critical realist views of
causation within the broader realist take on this issue; Groff (2009). [6] In fact, the critical realist definitions of open and closed systems are more
elaborate than suggested here, turning on what Bhaskar (1978 ch. 2) terms
requirements for internal and external closure (also attended to in Lawson 1997,
pp. 77-79). In practice, however, the simpler definition turning on event
regularities is often invoked. The critical realist critique of mainstream
economics, for example, takes at its point of departure the view that “[s]ystems in
which [event] regularities occur are said to be closed.” (Lawson 2003, p. 5; italics
in original). This definition does not, however, follow from Bhaskar’s stated
requirement for external and internal closure, which does not deny ontological
depth as indicated by the ‘event-regularity’-definition of closed systems. Endnotes [7] C. Wight (2006, pp. 53-56) offers an insightful and constructive discussion of
epistemological questions and judgements along a cautious and
non-foundational line of reasoning. [8] The debate over essence has a long history in the literature of philosophy and
even within the discipline of economics. Meikle (1985), O’Neill (2001) and Ellis Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 (2001) offer a relevant and balanced survey and discussion of some main
questions here. (2001) offer a relevant and balanced survey and discussion of some main
questions here. (2001) offer a relevant and balanced survey and discussion of some main
questions here. (2001) offer a relevant and balanced survey and discussion of some main
questions here. [9] Critical realism, for example, focus on questions of ontology. As argued
above, however, the ontological theories of critical realism are necessarily
supported by epistemological arguments (necessary if they are not to be stated as
mere assertions or dogmatic beliefs). In other meta-theories, giving prominence
to questions of epistemology, a particular view of questions ontological will
follow, whether they are explicitly stated or not. [10] The problem of substantiating claims to knowledge of underlying powers
and mechanisms and of discriminating between competing claims to such
knowledge should not, however, be underestimated. This is a feature of a critical
realist-inspired economic methodology in need of further elaboration. J. Runde
(1998) offers some important reflections on these problems which may prove a
fruitful instigation of such processes. [11] The question of legitimate methods has caused some controversy in the
literature pertaining to the critical realist project. T. Lawson (1997) and S. Fleetwood (2001) represent in a way the ‘hardliners’ in this debate being strongly
negative to almost any use of mathematical and econometric methods (at least in
their traditional forms) in critical realist-inspired economic analyses. This view,
however, has been contested by a number of commentators, many of them
sympathetic to the critical realist project. The debate over methods seems to be
closely related to the parallel debate over definitions and applications of closed
and open systems in economic analyses. If the constructive and insightful
arguments offered in S. Nash (2004) and V. Chick and S. Dow (2001, 2006) on
these problems were taken onboard, the critical realist project might also get the
debate over methods onto a more productive track. [12] P. Downward and A. Endnotes Mearman (2003, 2006) and W. Olsen (2003, 2004) are
examples of recent work addressing the question of method triangulation in a
critical realist perspective. [13] Economic methodology according this view is thoroughly exposed by M. Blaug (1980/92) and B. Caldwell (1982/94). [13] Economic methodology according this view is thoroughly exposed by M. Blaug (1980/92) and B. Caldwell (1982/94). [14] Dow (1997, 2002) offers excellent overviews over the developments of and
tensions between ‘old’ and ‘new’ approaches to economic methodology. Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
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The Journal of Philosophical Economics, III:2, 74-96 Davidsen, B.-I. (2009), ‘Critical Realism in Economics - a different view’, in E. Fullbrook (ed), Ontology and Economics: Tony Lawson and his Critics, London:
Routledge Dow, S. C. (1997), ‘Mainstream economic methodology’, Cambridge Journal of
Economics, 21, 73-93 Dow, S. C. (2002), Economic Methodology: an Inquiry; Oxford: Oxford
University Press Dow, S. C. (2003), ‘Critical realism and economics’, in P. Downward (ed) Applied
Economics and the Critical Realist Critique, London: Routledge, 111-128 Downward, P. and Mearman, A. (2003), ‘Critical Realism and econometrics:
interaction between philosophy and Post Keynesian Practice’, in P. Downward
(ed), Applied Economics and the Critical Realist Critique, London: Routledge Downward, P. and Mearman, A. (2006), ‘Retroduction as a mixed-methods
triangulation in economic research: reorienting economics into social science,
Cambridge Journal of Economics, 31, 77-99 Easton, G. Olsen, W. (2003), ‘Triangulation, time and the social objects of econometrics’, in
P Downward (ed), Applied Economics and the Critical Realist Critique, London:
Routledge, 153-159 References (1992), Learning from Case Studies, 2nd edition, London:
Prentice-Hall Ellis, B. (2001), Scientific Essentialism, Cambridge University Press Fleetwood, S. (ed) (1999) Critical Realism in Economics – Development and
Debate, London: Routledge Fleetwood, S. (2001), ‘Causal laws, functional relations and tendencies’, Review
of Political Economy, 13: 2, 201-220 Fleetwood, S. (2006), ‘Transforming economics through critical realism, themes
and issues; Review Symposium (with S. Dow and P. Downward)’, Journal of
Critical Realism, 5:1, 139-182 Fleetwood, S. and Ackroyd, S. (eds) (2004), Critical Realist Applications in
Organisation and Management Studies; London: Routledge Groff, R. (2008) (ed), Revitalising Causality: Realism about Causality in
Philosophy and Social Science; London: Routledge Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Groff, R. (2009), ‘Introduction to the Special Issue’, Journal of Critical Realism,
8: 3, 267-76 Hands, D. W. (1994) ‘Blurred boundaries: recent changes in the relationship
between economics and the philosophy of natural science’, Studies in History
and Philosophy of Science, 25, 751-772 Hands, D. W. (1999), ‘Empirical realism as meta-method: Tony Lawson on
neoclassical economics’, in S. Fleetwood (ed), Critical Realism in Economics:
Development and Debate, London: Routledge, pp. 169-185 Hands, D. W. (2001), Reflections without Rules: Economic Methodology and
Contemporary Science Theory, Cambridge: Cambridge University Press Hausman, D. M. (1992), The Inexact and Separate Science of Economics,
Cambridge: Cambridge University Press Hodgson, G. M. (2009), ‘On the problem of formalism in economics’, in E. Fullbrook (ed) Ontology and Economics: Tony Lawson and his Critics; London:
Routledge, pp. 175-188 Lawson, T. (1997), Economics and Reality, London: Routledge Lawson, T. (2003), Reorienting Economics, London: Routledge Lewis, P. (ed) (2004), Transforming Economics: Perspectives on the Critical
Realist Project, London: Routledge Meikle, S. (1985), Essentialism in the Thought of Karl Marx, Duckworth Nash, S. J. (2004), ‘On closure in economics’, Journal of Economic Methodology,
11:1, 75-89 O’Neill, J. (2001), ‘Essences and markets’, in U. Mäki (ed), The Economic World
View, Cambridge University Press, pp. 157-173 Olsen, W. (2003), ‘Triangulation, time and the social objects of econometrics’, in
P Downward (ed), Applied Economics and the Critical Realist Critique, London:
Routledge, 153-159 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Davidsen, Bjørn-Ivar (2010) ‘Towards a critical realist-inspired economic methodology’,
The Journal of Philosophical Economics, III:2, 74-96 Olsen, W. (2004), ‘Triangulation in social research: qualitative and quantitative
methods can really be mixed’, in M. Bjørn-Ivar Davidsen is associate professor at Ostfold University College,
Halden, Norway (bjorn.i.davidsen@hiof.no) References Holborn (ed), Developments in Sociology:
An Annual Review, Ormskirk: Causeway Press Outhwaite, W. (1987), New Philosophies of the Social Sciences: Realism,
Hermeneutics and Critical Theory, London: Routledge Reiss, J. (2004), ‘Critical realism and the mainstream, Roundtable: Tony
Lawson’s Reorienting Economics’, Journal of Economic Methodology 11: 3,
321-327 Runde, J. (1998), ‘Assessing causal economic explanations’, Oxford Economic
Papers, 50, 151-172 Sayer, A. (1992), Method in Social Science, 2nd ed., London: Routledge Sayer, A. (2000), Realism and Social Science, London: Sage Vromen, J. (2009), ‘Conjectural revisionary ontology’, in E. Fullbrook (ed):
Ontology and Economics: Tony Lawson and his Critics; London: Routledge;
pp. 325-334 Walters, B. & Young, D. (2001), ‘Critical realism as a basis for economic
methodology: a critique’, Review of Political Economy, 13:2, 483-501 Yin, R. K. (1989), Case Study Research: Design and Methods, revised edition,
London: Sage Bjørn-Ivar Davidsen is associate professor at Ostfold University College,
Halden, Norway (bjorn.i.davidsen@hiof.no)
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Analysis of Cambridge Curriculum Implementation in Character Education Aspects in Economic Learning (Case Study at Singapore Intercultural School Semarang)
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ABSTRACT Objective: This study aims to analyze the implementation of Cambridge curriculum in
the field of Economic and to find out the implications for developing student’s
character. Method: This research is conducted at Singapore Intercultural School (SIS)
Semarang and carried out by interview, observation and documentation. The validity
technique used is triangulation. Results: The results showed that the implementation
of Cambridge Curriculum at SIS Semarang is very high in terms of the planning,
implementation, and evaluation stages of learning, and has integrated character
education through aspects of school input, process, and output. Novelty: This study
combines educational character variables in the Cambridge International Curriculum
and the Indonesian National Curriculum with research objects in international schools. IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR : IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR : International Journal of Emerging Research and Review
Homepage : https://ijoerar.net/index.php/ijoerar
p-ISSN : 3024-8825; e-ISSN : 3021-8950 IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review International Journal of Emerging Research and Review DOI: https://doi.org/10.56707/ijoerar.v1i2.12 Analysis of Cambridge Curriculum Implementation in Character
Education Aspects in Economic Learning
(Case Study at Singapore Intercultural School Semarang) Rafida Yosaria Anindya*1, Heni Purwa Pamungkas1
1*Universitas Negeri Surabaya, Surabaya, Indonesia INTRODUCTION 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR : J
International Journal of Emerging Research and Review problem solving together with students (Cambridge Assessment International
Education, 2017b). Thus it is important for every teacher to understand and prepare for
learning starting from the process of planning, implementing and evaluating according
to the curriculum guidelines used by the school (Islam & Fajaria, 2022). Despite the increasing number of international school establishments, globalization in
education also followed by developments of technology used in learning, such as Google
Classroom, Google Form, Google Drive, Microblog, and so on. Known as the impact of
globalization, the negative use of technology information and communication has
exceeded its usefulness and its main purpose and is considered to have contributed to
weakening national character, reducing human quality, and damaging the degree of
quality of life of the nation and state (Soesatyo et al., 2015). Advances in science and
technology are like a double-edged sword, because even though these advances are able
to provide more opportunities for global cooperation and progress, on the other hand
they can create challenges to the character and morals of every human being (Bialik et al.,
2015). )
The development of the world in the 21st century has led to many developments and
advances, especially in terms of technology (Khumairoh, 2022). Facing the challenges of
the 21st century requires efforts to grow the personality and abilities of students so they
are able to fulfill social responsibilities (Bialik et al., 2015). In this case, the role of the
school as an educational institution, besides evaluating goals, it is also necessary to
develop a curriculum that clearly includes character education (Matsutono, 2020). This is
because learning practices in schools include various pedagogical activities such as
playing, investigating, debating, designing, sports and so on which can be integrated
with character education (Bialik et al., 2015). Character education aims to improve the quality of implementation and teaching
results in schools which lead to the formation of holistic, integrated and balanced
character and noble character of students (Darmawati et al., 2013). Learners who apply a
good attitude culture tend to also apply cognitive skills and socio-emotional skills,
including personality qualities, such as self-resilience, self-motivation, and self-
management to their learning process effectively (Cambridge Assessment International
Education, 2021). INTRODUCTION Globalization in the field of education is carried out in order to fulfill the needs of a
competitive workforce (Kholillah et al., 2022). The globalization of education can be seen
in the establishment of international schools. In line with that, every schools must
determine a curriculum that suits with the needs of their students. The position of the
curriculum as a set of systems, plans and arrangements to achieve learning objectives. One of the international curricula that emphasizes the teaching and learning process is
the Cambridge curriculum. The Cambridge curriculum is part of the University of Cambridge Local Examination
Syndicate (UCLES) which has been used in more than 150 countries (Cambridge
Assessment International Education, 2021). While focusing on building knowledge, this
curriculum also shapes students' mindsets to be independent and prepares them for
social life. The Cambridge learning direction is intended so that students are able to have
knowledge, understanding and skills, are able to think critically and involve personality
qualities (Christiana et al., 2022). In the Cambridge curriculum, there are five character
developments or called as Cambridge Learner Attributes which consist of confident,
reflective, responsible, engaged and innovative (Cambridge Assessment International
Education, 2021). 000012 - 1
https://ijoerar.net/index.php/ijoerar
One of the international school using Cambridge curriculum is Singapore
Intercultural School (SIS) Semarang. In implementing the curriculum, teacher need to
develop a lesson plan that refers to the curriculum syllabus used (Diocolano & Nafiah,
2019). Application of the curriculum in structured classroom learning requires control by
the teacher through the concept of lifelong learning (Boyle & Charles, 2016). This is in line
with the concept of the teacher's role in the Cambridge curriculum, where the teacher has
a role more than being a facilitator, but also a leader in carrying out discussions and 000012 - 1 International Journal of Emerging Research and Review
Homepage : https://ijoerar.net/index.php/ijoerar
p-ISSN : 3024-8825; e-ISSN : 3021-8950
IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review International Journal of Emerging Research and Review
Homepage : https://ijoerar.net/index.php/ijoerar
p-ISSN : 3024-8825; e-ISSN : 3021-8950 IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review IJOERAR, Vol. 1, No. INTRODUCTION In line with these national education goals, the government of
Indonesia also formulate a Pancasila Student Profile as the main reference that directs
policies in building the character and competence of students (RI Ministry of Education
and Culture, 2022). The profile of Pancasila Student Profile consists of six dimensions,
namely: 1) faith, fear of God Almighty and have noble character, 2) independence, 3)
mutual cooperation, 4) global diversity, 5) critical reasoning, and 6) creative. g
y
g
Character education has a close relationship with its implementation in the social and
economic life of society. Economics is a science that studies human behavior and actions
to meet their needs throughvariousproduction, consumption and/or distribution
activities (Darmawati et al., 2013). Economics learning based on character education can
be carried out by instilling a wise, rational and responsible attitude with knowledge and 000012 - 2 000012 - 2 https://ijoerar.net/index.php/ijoerar International Journal of Emerging Research and Review
Homepage : https://ijoerar.net/index.php/ijoerar
p-ISSN : 3024-8825; e-ISSN : 3021-8950
IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review International Journal of Emerging Research and Review
Homepage : https://ijoerar.net/index.php/ijoerar
p-ISSN : 3024-8825; e-ISSN : 3021-8950 International Journal of Emerging Research and Review
Homepage : https://ijoerar.net/index.php/ijoerar
p-ISSN : 3024-8825; e-ISSN : 3021-8950 IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review IJOERAR, Vol. 1, No. 2, June 2023
© 2023 IJOERAR :
International Journal of Emerging Research and Review skills that are useful for oneself, the household, the community and the country in the
fields of economics, management and accounting, as well as responsible decisions about
values. socio-economic values in a pluralistic society, at the national and international
levels (Darmawati et al., 2013). Character education in economics learning is expected to
be able to provide understanding and experience to actualize the rational, formal
juridical, procedural, morality, politeness and appropriateness of every fulfillment of
personal needs and dealing with phenomena that occur in society (Soesatyo et al., 2015). In connection with these conditions, questions arise in society regarding the
establishment of international schools, namely concerns about the influence of culture
and the character or personality of students (Arifa, 2021). Besides that, the role of
educational institutions is needed in directing students to use technology in a positive
direction. INTRODUCTION skills that are useful for oneself, the household, the community and the country in the
fields of economics, management and accounting, as well as responsible decisions about
values. socio-economic values in a pluralistic society, at the national and international
levels (Darmawati et al., 2013). Character education in economics learning is expected to
be able to provide understanding and experience to actualize the rational, formal
juridical, procedural, morality, politeness and appropriateness of every fulfillment of
personal needs and dealing with phenomena that occur in society (Soesatyo et al., 2015). In connection with these conditions, questions arise in society regarding the
establishment of international schools, namely concerns about the influence of culture
and the character or personality of students (Arifa, 2021). Besides that, the role of
educational institutions is needed in directing students to use technology in a positive
direction. https://ijoerar.net/index.php/ijoerar RESEARCH METHOD This research was conducted using a qualitative approach. Qualitative research are
methods for exploring and understanding the meaning of problems through specific data
collection procedures from participants, analyzing data inductively, and interpreting the
meaning of data (Creswell, 2019). The research design used is a case study or case study. Case studies are research designs that are mostly devoted to the evaluation of a case,
program, event, activity, or process that is limited in time and observed through
observation and interview procedures (Creswell, 2019). Collecting data in this study
using observation, interviews and documentation. Observation techniques are carried out by observing all processes or activities related
to research topics regarding the implementation of the Cambridge curriculum in
Economics learning including the teaching and learning process and the process of
instilling character education through certain activities at SIS Semarang. In the interview technique, the informants in this study were school principals,
coordinators of the Cambridge curriculum, economics teachers and representatives of
Semarang SIS students. Several considerations for the qualifications of the informants
included having competent school administration knowledge, knowing the direction of
school development in accordance with the school's vision and mission, understanding
Cambridge learning procedures, understanding Cambridge learning concepts and
knowing the implementation of the Cambridge curriculum for character education. Documentation techniques are carried out through data collection including, SIS
Semarang school profiles, syllabus, lesson plans, documentation of student activities and
achievements, as well as Cambridge Assessment International Education documents,
such as Implementing the Curriculum with Cambridge, Code of Practice, IGCSE
syllabus, approach to textbooks, etc. The author uses a documentation study to
strengthen the results of the analysis. The data analysis technique used is triangulation
of methods and data sources. Triangulation (triangulate) is done by collecting
information and then developing research topics in an integrated manner (Creswell,
2019). 000012 - 3 000012 - 3 000012 - 3 https://ijoerar.net/index.php/ijoerar Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning https://ijoerar.net/index.php/ijoerar 000012 - 4 https://ijoerar.net/index.php/ijoerar Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning g
RESULTS AND DISCUSSION
Results
The following table is a summary of the research results obtained from several data
collection techniques, both interviews, observation and documentation. Table 1. Results The following table is a summary of the research results obtained from several data
collection techniques, both interviews, observation and documentation. Evidence Mapping Unit Plan using IGCSE and AS/A Level
for Economics Syllabus Mapping Unit Plan using IGCSE and AS/A Level
for Economics Syllabus Use English as the first language, provide regular
training for teachers, use textbooks from the
Cambridge curriculum, adequate facilities and
infrastructure that support Cambridge learning,
and provide remedial activities rovide pretest questions, completing teacher
dministration before learning, applying several
earning strategies, an environment that supports
earning, using several learning media, having
eference benchmarks for attitudes and learning
motivation, and non-written test assessments Applying
attitudes
to
Cambridge
Learner
Attributes, such as responsibility, confidence,
reflective, innovative, and engagaed g
attitudes
to
Cambridge
Learner
s, such as responsibility, confidence,
, innovative, and engagaed Characters
Building
in
National
Curriculum
(Profil Pelajar Pancasila) RESEARCH METHOD Summary of the Research Results
Aspects
Emersion
Evidence
Yes
No
Cambridge
Curriculum
Planning
✓
Mapping Unit Plan using IGCSE and AS/A Level
for Economics Syllabus
Cambridge
Curriculum
Implementation
✓
Use English as the first language, provide regular
training for teachers, use textbooks from the
Cambridge curriculum, adequate facilities and
infrastructure that support Cambridge learning,
and provide remedial activities
Cambridge
Curriculum
Evaluation
✓
Provide pretest questions, completing teacher
administration before learning, applying several
learning strategies, an environment that supports
learning, using several learning media, having
reference benchmarks for attitudes and learning
motivation, and non-written test assessments
Characters
Building
in
Cambridge Curriculum
✓
Applying
attitudes
to
Cambridge
Learner
Attributes, such as responsibility, confidence,
reflective, innovative, and engagaed
Characters
Building
in
National
Curriculum
(Profil Pelajar Pancasila)
✓
Applying attitudes to the Pancasila Student Profile
(Profil Pelajar Pancasila), such as having faith, piety
to God Almighty and having noble character,
global
diversity,
mutual
cooperation,
independence, critical reasoning, and creativity
The following describes the results of descriptive data related to the research focus
obtained through interviews, documentation, and observation. Results
The following table is a summary of the research results obtained from several data
collection techniques, both interviews, observation and documentation. Discussion B) Effective Learning Day. It is known that the
effective day at SIS Semarang is Monday - Friday, with a duration of 1 lesson hour is 30
minutes. Learning per day in the IGCSE class is 5 lesson hours, while for AS & A Level
classes it is 7 lesson hours. This is in accordance with Permendikbud No. 22 of 2016 which
states that the maximum standard for face-to-face time allocation for Senior High School
is 45 minutes, so it can be concluded that SIS Semarang has fulfilled the learning load
according to these regulations. C) Teacher. The results of interviews with teaching staff
can be concluded that SIS Semarang provides several trainings for teachers with the aim
of improving teaching performance in the classroom. The training is Professional
Development, which is given to teachers four to five times a year. The discussion in the
training focused on the needs of teachers generated during the previous meeting. In this
regard, in Law no. 14 of 2005 explains that there are four competencies that must be
possessed by teachers, namely pedagogic, personality, social, and professional
competencies. Competency factors are related to teacher quality which ultimately has an
impact on the quality of education, for this reason efforts are needed to improve teacher
quality through teacher training programs (Hoesny & Darmayanti, 2021). D) Learning
Resources. Based on the results of interviews with school principals, Cambridge
curriculum coordinators, and Economics teachers, it is known that content and learning
resources can be accessed by teachers on the official website of Cambridge International
Education. Through the School Support Hubin the on this site, teachers can connect with
other Cambridge teachers around the world to share information regarding the learning
resources used and follow the development of the subjects being taught. The site also
provides a list of recommended textbooks in the Cambridge curriculum. There is
information at the back of the textbook on which syllabus the book supports, whether it
is for IGCSE or AS & A Levels, as well as the year of the syllabus' first exam. E)
Curriculum Activities. Furthermore, the results of research on curriculum activities
found that SIS Semarang regularly holds House Games every Thursday and Assembly
every Friday outside of class hours. Discussion With learning activities outside the classroom as well,
teachers can train students to foster a sense of love for the environment, because by 000012
6
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t/i d
h /ij
2019). 2) Implementation. At the implementation stage which is the core of the
implementation of the Cambridge curriculum, the presentation includes the use of
English, effective day of learning, teaching staff, learning resources, curriculum activities,
and remedial provision. The implementation of Cambridge curriculum-based learning
basically emphasizes the processes and experiences of students (Cambridge Assessment
International Education, 2021). This is in accordance with the learning model applied by
SIS Semarang, namely active learning. A) English Usage. In practice, English has been
fully used as the language of instruction in learning. This is in accordance with the
provisions for the use of foreign languages in educational units listed in Law no. 20 of
2003 concerning the National Education System Article 33 (3) which reads "Foreign
languages can be used as the language of instruction in certain educational units to
support students' foreign language skills”. B) Effective Learning Day. It is known that the
effective day at SIS Semarang is Monday - Friday, with a duration of 1 lesson hour is 30
minutes. Learning per day in the IGCSE class is 5 lesson hours, while for AS & A Level
classes it is 7 lesson hours. This is in accordance with Permendikbud No. 22 of 2016 which
states that the maximum standard for face-to-face time allocation for Senior High School
is 45 minutes, so it can be concluded that SIS Semarang has fulfilled the learning load
according to these regulations. C) Teacher. The results of interviews with teaching staff
can be concluded that SIS Semarang provides several trainings for teachers with the aim
of improving teaching performance in the classroom. The training is Professional
Development, which is given to teachers four to five times a year. The discussion in the
training focused on the needs of teachers generated during the previous meeting. In this
regard, in Law no. 14 of 2005 explains that there are four competencies that must be
possessed by teachers, namely pedagogic, personality, social, and professional
competencies. Competency factors are related to teacher quality which ultimately has an
impact on the quality of education, for this reason efforts are needed to improve teacher
quality through teacher training programs (Hoesny & Darmayanti, 2021). D) Learning
Resources. Discussion Implementation of the Cambridge Curriculum in Economics Learning at SIS Semarang 000012 - 5
https://ijoerar.net/index.php/ijoerar
Implementation of the Cambridge Curriculum in Economics Learning at SIS Semarang
The process of implementing the Cambridge curriculum in Economics learning at SIS
Semarang is divided into three stages, namely planning, implementation and evaluation. 1) Planning. At the planning stage, it is explained through the preparation of a Unit Plan
which refers to the Cambridge syllabus, Management in planning and the parties
involved. Learning planning is standard content that is programmed to achieve
educational goals (Iskandar, 2019). The Economics study plan at SIS Semarang is based
on the syllabus and schemes of work obtained from Cambridge International Education. The results showed that the parties involved in the interview included the school
principal, the Cambridge curriculum coordinator who were responsible as coaches and
advisors and the Economics teacher as executor. This is in accordance with the theory
that the parties involved in curriculum planning are educator administrators, curriculum
experts, teachers, parents, and school committees (Sukmadinata, 2006). Conceptually, the
Unit Plan document has fulfilled the components in the preparation of learning tools such 000012 - 5 000012 - 5 Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning as objectives, materials, methods, media, sources and learning assessment (Ananda,
2019). as objectives, materials, methods, media, sources and learning assessment (Ananda,
2019). as objectives, materials, methods, media, sources and learning assessment (Ananda,
2019). 2019). 2) Implementation. At the implementation stage which is the core of the
implementation of the Cambridge curriculum, the presentation includes the use of
English, effective day of learning, teaching staff, learning resources, curriculum activities,
and remedial provision. The implementation of Cambridge curriculum-based learning
basically emphasizes the processes and experiences of students (Cambridge Assessment
International Education, 2021). This is in accordance with the learning model applied by
SIS Semarang, namely active learning. A) English Usage. In practice, English has been
fully used as the language of instruction in learning. This is in accordance with the
provisions for the use of foreign languages in educational units listed in Law no. 20 of
2003 concerning the National Education System Article 33 (3) which reads "Foreign
languages can be used as the language of instruction in certain educational units to
support students' foreign language skills”. https://ijoerar.net/index.php/ijoerar Discussion The remedial
provision is in accordance with the intent and purpose of the activity, namely the
remedial program is an effort to improve student learning completeness, in the form of
providing guidance and training to students in order to achieve the expected learning
mastery (Hikmasari et al., 2018). y (
)
3) Evaluation. The last stage, namely the evaluation stage, is explained through
information related to the characteristics of students, completeness of facilities and
infrastructure, teacher readiness, learning materials, environmental conditions, learning
strategies, teacher performance, effectiveness of learning media, attitudes and motivation
of students, and evaluation of learning outcomes. In this study, the educational
evaluation model by Robert Stake (1967) was applied. Evaluation by Stake has two basic
things, namely description and consideration, and consists of three program stages,
namely: input, process and output. A) Input Evaluation. Input evaluation, also known as
input evaluation, is an assessment of matters relating to the use of available resources in
achieving educational goals. The indicators in the input evaluation consist of the
characteristics of the students, which is shown by how the school ensures students are
ready to learn with the Cambridge curriculum standards through providing trial classes
for prospective students. This is in accordance with the theory of school readiness which
states that school readiness that is important to pay attention to includes not only
academic readiness, but also physical readiness, cognitive readiness, emotional
readiness, social readiness and mental readiness (Hurlock, 1999). In terms of facilities and
infrastructure, SIS Semarang provides adequate facilities as a place to study. These
facilities and infrastructure include things that are basic in nature, as well as aimed at
supporting the quality of learning. The explanation of these facilities and infrastructure
is in accordance with the definition of learning facilities, which are things that are needed
in the learning process, both mobile and immovable in nature, and have the benefit of
achieving educational goals smoothly, effectively and efficiently (Arikunto & Yuliana,
2008). Aspects of teacher readiness are observed when the teacher begins to develop
plans and prepare classroom tools before learning. This is in accordance with the theory
of teacher preparation where the teacher is said to be ready if he has carried out the
planning, learning process and actualizing the learning method (Sagala, 2009). The
Economics material developed by SIS Semarang is in accordance with the syllabus in the
Cambridge curriculum. Discussion Based on the results of interviews with school principals, Cambridge
curriculum coordinators, and Economics teachers, it is known that content and learning
resources can be accessed by teachers on the official website of Cambridge International
Education. Through the School Support Hubin the on this site, teachers can connect with
other Cambridge teachers around the world to share information regarding the learning
resources used and follow the development of the subjects being taught. The site also
provides a list of recommended textbooks in the Cambridge curriculum. There is
information at the back of the textbook on which syllabus the book supports, whether it
is for IGCSE or AS & A Levels, as well as the year of the syllabus' first exam. E)
Curriculum Activities. Furthermore, the results of research on curriculum activities
found that SIS Semarang regularly holds House Games every Thursday and Assembly
every Friday outside of class hours. With learning activities outside the classroom as well,
teachers can train students to foster a sense of love for the environment, because by 000012 - 6 000012 - 6 000012 - 6 https://ijoerar.net/index.php/ijoerar Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning -Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physi
i Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning observing objects around them directly, students will realize how to protect the
environment and be grateful for God's creation (Widiasworo, 2017). F) Remedial. Remedial provision is not only carried out through repetition of assessments, but the
Economics teacher also routinely repeats material for students who experience learning
difficulties, with the hope that this will improve students' abilities. The remedial
provision is in accordance with the intent and purpose of the activity, namely the
remedial program is an effort to improve student learning completeness, in the form of
providing guidance and training to students in order to achieve the expected learning
mastery (Hikmasari et al., 2018). observing objects around them directly, students will realize how to protect the
environment and be grateful for God's creation (Widiasworo, 2017). F) Remedial. Remedial provision is not only carried out through repetition of assessments, but the
Economics teacher also routinely repeats material for students who experience learning
difficulties, with the hope that this will improve students' abilities. https://ijoerar.net/index.php/ijoerar Discussion The learning material is developed from the Unit Plan which is
arranged according to the topics in the syllabus. The applied material is contained in the
Cambridge curriculum reference book used in learning. This is in accordance with the
explanation of learning materials in Permendikbud No. 22 of 2016 which states that
learning materials can come from textbooks, or other learning resources in the form of
local content, the internet, enrichment and remedial. Findings about the state of the 000012 - 7 000012 - 7 https://ijoerar.net/index.php/ijoerar nalysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning school, it is known that SIS Semarang fully supports a positive school environment. This
is manifested in the formation of discipline for students, including by getting used to
greeting teachers, staff and fellow students, as well as maintaining cleanliness and
tidiness of themselves and the environment. Based on the theory of several experts on the
school environment, it is known that schools that provide a positive environment have
formed good behavior habits for students. This environment includes the physical
environment in the form of facilities and infrastructure and non-physical in the form of
norms and noble values (Amri, 2011). Active learning learning strategy combined with
student centered learning. The learning approach was then applied to lecture, question
and answer, recitation and experiment learning methods. The application of these
learning strategies is intended to build the involvement and activeness of students in
learning. This is in line with the Cambridge curriculum which emphasizes the
importance of process in achieving learning objectives. B) Process Evaluation. The next
evaluation is process evaluation, which consists of aspects of teacher performance, the
effectiveness of learning media, and the attitudes and motivation of students. Teacher
performance is related to all the actions experienced by educators in dealing with a task,
the answers they compose, in order to provide goals (Yamin & Maisah, 2010). From the
results of the research it is known that the school principal regularly supervises to
determine teacher performance and also to improve the quality of learning in schools. Judging from the object, there are three kinds of supervision, namely academic
supervision, administrative supervision and institutional supervision (Suhardan, 2010). https://ijoerar.net/index.php/ijoerar Discussion Implementation of the Cambridge Curriculum on Character Education Aspects in Economics
Learning at SIS Semarang Character development in this study is a combination of the five characters developed in
the Cambridge curriculum or also called Cambridge Attributes (responsibility,
confidence, reflective, innovative, and participative) with six Pancasila Student Profile
indicators (noble character, global diversity, mutual cooperation, independent, critical
reasoning, and creative) applied at SIS Semarang. 1) Responsibility. The results of the study show that the habituation of an attitude of
responsibility is carried out by the teacher by giving a target time for completing
assignments, with the hope that students can have a sense of responsibility to complete
school assignments on time. Besides that, the attitude of responsibility of students is also
trained through honest examination work. In practice, schools provide strict rules and
sanctions when students take exams. This is in accordance with the statement that one of
the directions and understanding of students regarding matters that must be considered
in studying at school is the attitude of responsibility towards assignments (Siregar, 2017). In addition, among these responsible attitudes include setting targets, having intellectual
integrity. 1) Responsibility. The results of the study show that the habituation of an attitude of
responsibility is carried out by the teacher by giving a target time for completing
assignments, with the hope that students can have a sense of responsibility to complete
school assignments on time. Besides that, the attitude of responsibility of students is also
trained through honest examination work. In practice, schools provide strict rules and
sanctions when students take exams. This is in accordance with the statement that one of
the directions and understanding of students regarding matters that must be considered
in studying at school is the attitude of responsibility towards assignments (Siregar, 2017). In addition, among these responsible attitudes include setting targets, having intellectual
integrity. 2) Confident. Students' self-confidence is integrated into the learning process. Through the application of several learning methods, students are trained to have the
courage to ask questions to the teacher and are confident in communicating opinions and
ideas in front of the class. This is in accordance with the theory that self-confidence is
based on the ability to face a challenging wider life and confidence in decisions and
opinions (Novyanti & Alinurdin, 2019). Discussion Further information regarding the effectiveness of learning media. The results of the
study show that in every implementation of learning, it requires the use of learning
media. When the writer made observations, the teacher used Powerpoint to explain the
material on the aggregate demand and supply curve. In addition, the teacher also uses
media images to classify public and private goods and wordwall media to explain
economic terms in English. This is in accordance with the explanation that the benefits of
learning media are to attract the attention of students so that they can foster learning
motivation, the meaning of learning materials can be more clearly understood, allowing
variations in teaching methods, as well as more activities that can increase student
activity (Sudjana & Rival, 2010). Indicators of students' attitudes and motivation can be
seen in the implementation of learning at SIS Semarang which is carried out by increasing
the attitudes, motivation and also the competence of students. In accordance with the
results of observations that the attitudes shown by students in the class were active
asking questions, giving opinions, and being independent in doing assignments. In
addition, it is known from the results of interviews with several student representatives,
that they have high motivation to get good grades and continue their education to a
higher level. This is in accordance with the theory of attitude objects that need to be
assessed in the learning process, namely attitudes towards learning material, attitudes
towards teachers, attitudes in the learning process. C) Output Evaluation. The final
evaluation is the output evaluation. Output evaluation or also called evaluation of 000012 - 8 000012 - 8 000012 - 8 https://ijoerar.net/index.php/ijoerar Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning Cambridge assessment at SIS Semarang was carried out through written tests, oral tests,
and project-based assignments. The written test in the Cambridge curriculum is called a
Paper. Paper 1 and Paper 2 for IGCSE and Papers 1, 2, 3 and 4 for AS & A Level. In Papers
1 and 3 the questions posed are in the form of multiple choice, while in Papers 2 and 4
are response data and essays. Oral test, conducted incidentally by the Economics teacher. An example of an oral test is a quiz, whereas project-based assignments are generally
aimed at increasing collaboration and creativity. https://ijoerar.net/index.php/ijoerar Discussion The frequency of worship
by students while at school was known when the author made observations and
interviews with several student representatives. In general, Muslim students carry out
the midday and afternoon prayers at the school prayer room, while on Friday the male
students will be escorted by the school to the mosque to perform Friday prayers. Meanwhile, Christian, Catholic, Buddhist and Hindu students are known to carry out
worship with their parents at least once a week or in accordance with the guidance of
their respective beliefs. In addition to the element of piety to God Almighty, based on
observations it is known that most students highly uphold morals towards humans. This
attitude is reflected in the way students interact, namely by not discriminating between
friends who have different beliefs and helping each other between friends of different
religions. This is in accordance with the explanation of this character development
element, where religious morality is shown by carrying out God's commands,
experiencing God's attributes, and continuing to explore in order to understand deeply
the teachings of the religion one adheres to. Meanwhile, morality towards humans is
realizing that all humans are equal before God, loving fellow God's creations, and
respecting differences with other people (Admin, 2022). 6) Have Faith, Fear of God Almighty, and Have Noble Characters. Schools require
students to attend their religious subjects at least once a week. The frequency of worship
by students while at school was known when the author made observations and
interviews with several student representatives. In general, Muslim students carry out
the midday and afternoon prayers at the school prayer room, while on Friday the male
students will be escorted by the school to the mosque to perform Friday prayers. Meanwhile, Christian, Catholic, Buddhist and Hindu students are known to carry out
worship with their parents at least once a week or in accordance with the guidance of
their respective beliefs. In addition to the element of piety to God Almighty, based on
observations it is known that most students highly uphold morals towards humans. This
attitude is reflected in the way students interact, namely by not discriminating between
friends who have different beliefs and helping each other between friends of different
religions. Discussion Confidence in learning includes communicating
his opinions in a structured, critical and analytical manner and respect the opinions of
others (Cambridge Assessment International Education, 2021). 3) Reflective. The habituation of a reflective attitude is formed through the
implementation of learning, namely by carrying out the process of repeating material that
has been previously taught and also directing students to build learning strategies that
suit themselves. Habituation of this reflective attitude in the learning process according
to the function of reflective thinking is to interpret, formulate relationships between
experience and creating continuity (Choy et al., 2017). This is also in accordance with the
reflective meaning of Cambridge students, that is, a reflective attitude is manifested by
caring about their learning processes and outcomes and developing awareness to become
lifelong learners (Cambridge Assessment International Education, 2021). 000012 - 9 https://ijoerar.net/index.php/ijoerar 000012 - 9 000012 - 9 Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning 4) Innovative. Students' innovative attitudes are formed through the application of
their knowledge to solve problems and practice their adaptability to learning situations,
teachers and peers. In the learning process, the problem solving application is applied by
giving Economics practice questions in the middle of a learning break. This is in
accordance with the explanation that innovative learning at school itself can be done, one
of which is by measuring the absorption of each student's knowledge (Purwadhi, 2019). Thus, the attitude of accepting new challenges and facing them creatively and
imaginatively can shape ways of thinking and adapting flexibly (Cambridge Assessment
International Education, 2021). 5) Engaged. Character development by the last Cambridge, namely engaged. Formed
by improving students' social skills, including by forming students in groups to do
assignments and also inviting students to always be actively involved in school activities
outside the classroom. This is appropriate that the participation of students can create an
atmosphere of openness between teachers and students, so that if there are obstacles in
learning faced by students they can be overcome more quickly (Dewi et al., 2019). Apart
from being carried out in classroom learning, the participatory attitude of Cambridge
students is also manifested in social life and sharing knowledge and skills for the wider
community (Cambridge Assessment International Education, 2021). 6) Have Faith, Fear of God Almighty, and Have Noble Characters. Schools require
students to attend their religious subjects at least once a week. https://ijoerar.net/index.php/ijoerar Discussion This is in accordance with the explanation of this character development
element, where religious morality is shown by carrying out God's commands,
experiencing God's attributes, and continuing to explore in order to understand deeply
the teachings of the religion one adheres to. Meanwhile, morality towards humans is
realizing that all humans are equal before God, loving fellow God's creations, and
respecting differences with other people (Admin, 2022). p
g
p
p
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)
7) Global Diversity. The formation of an attitude of global diversity in this case is
demonstrated by promoting cultural exchange through activities organized by schools
such as the United Nation, the Indonesian Cultural Festival and Diwali. In these
activities, students are also actively involved to help the smooth running of the event. Besides that, the existence of Indonesian and Civics courses provided by schools has
encouraged the interest of many foreign students to study them. This is in accordance 7) Global Diversity. The formation of an attitude of global diversity in this case is
demonstrated by promoting cultural exchange through activities organized by schools
such as the United Nation, the Indonesian Cultural Festival and Diwali. In these
activities, students are also actively involved to help the smooth running of the event. Besides that, the existence of Indonesian and Civics courses provided by schools has
encouraged the interest of many foreign students to study them. This is in accordance 000012 - 10 000012 - 10 Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning -Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physi with the theory about the key elements of the Pancasila Student Profile which are globally
diverse, namely education can encourage students to get to know their history and
culture, appreciate the uniqueness of each existing culture, and have the ability to reflect
on the process of utilizing awareness and experience of diversity (Jamalulail et al., 2023). with the theory about the key elements of the Pancasila Student Profile which are globally
diverse, namely education can encourage students to get to know their history and
culture, appreciate the uniqueness of each existing culture, and have the ability to reflect
on the process of utilizing awareness and experience of diversity (Jamalulail et al., 2023). Discussion p
g
p
y (
)
8) Worked together. The cooperative attitude of students, in this case, is developed by
the school through social service activities every year at the Bhakti Asih Disabled
Orphanage. Information was also obtained from the chairman of the Student Council,
that in 2018, a fundraising event was held for victims of natural disasters in Palu City. Within the school itself, the development of a mutual cooperation attitude is also carried
out through socialization on topics relevant to the SDGs and current conditions through
Assembly activities every Friday. These activities always involve students actively and
also collaboration between teachers and students. This is in accordance with the
explanation of the key elements in the mutual cooperation indicator in the Pancasila
Student Profile. 9) Independent. The results of the study show that the independent attitude of
students is reflected when students are able to control their emotions when faced with
challenging learning situations, such as quizzes and the use of wordwall media. Besides
that, schools also develop an independent attitude by directing students to set learning
goals, designing self-development strategies to achieve achievements and ideals to be
realized in the future. This is in accordance with the statement that the meaning of
independence in this Pancasila Student Profile is being responsible for a process and also
for their learning outcomes. The key elements of this indicator are self-awareness and the
situation at hand (Rusnaini et al., 2021). 10) Critical Reasoning. Through the learning process, in this case the Economics
subject, the application of this critical reasoning attitude is shown through the teacher by
training students to find sources of information on Economics content not only through
books provided by the school, but also through credible websites and articles. Besides
that, in the process of learning Economics with the discussion method, students are also
trained to rethink the views of other people who may be contrary to their views and to
make conclusions on these views. This is in accordance with the explanation of indicators
of critical reasoning in the Pancasila Student Profile, where critical reasoning is meant
that students are able to objectively process, analyze, evaluate and draw conclusions from
information (Rusnaini et al., 2021). 11) Creative. Creative character development in this case is found in the form of giving
assignments to students. CONCLUSION The findings of this study confirm that the establishment of international schools in
Indonesia as a form of globalization in the field of education providing good character
education and in accordance with the noble values of the Indonesian nation. For
educators, it is hoped that they will continue to maintain and develop in organizing an
effective learning in improving the competence, abilities and character of students. For
future researchers, it is hoped that they can develop this research even better by using
other variables. Discussion In the sub-element, generate diverse ideas by considering many
perspectives, embodied in a project by students in the form of a podcast about the impact
of the pandemic on the economy which is accompanied by interviews with 1-2 sources to
provide their responses. Whereas in the sub-element exploring and expressing thoughts
in the form of works or actions, it is found in the form of making mind maps by students
which contain exploration of their understanding and opinions about Gross Domestic
Product (GDP), inflation, and trade balances in several countries, accompanied by cause
for the changes. This is in accordance with the theory that the creativity referred to in the 11) Creative. Creative character development in this case is found in the form of giving
assignments to students. In the sub-element, generate diverse ideas by considering many
perspectives, embodied in a project by students in the form of a podcast about the impact
of the pandemic on the economy which is accompanied by interviews with 1-2 sources to
provide their responses. Whereas in the sub-element exploring and expressing thoughts
in the form of works or actions, it is found in the form of making mind maps by students
which contain exploration of their understanding and opinions about Gross Domestic
Product (GDP), inflation, and trade balances in several countries, accompanied by cause
for the changes. This is in accordance with the theory that the creativity referred to in the 000012 - 11 000012 - 11 000012 - 11 https://ijoerar.net/index.php/ijoerar Meta-Analysis of Problem Based Learning Models Impact towards of Problem Solving Skills in Physics
Learning Pancasila Student Profile here is that students are able to modify and produce something
original, meaningful, useful, and impactful. Originality in this indicator is very
important, because the act of imitating the work of others can form negative habits and
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Elconomics Elducation, Faculty of Elconomics and Businelss,
Surabaya Statel Univelrsity,
Addrelss: Surabaya, Elast Java, Indonelsia
Elmail: henipamungkas@unelsa.ac.id 000012 - 14 000012 - 14 https://ijoerar.net/index.php/ijoerar https://ijoerar.net/index.php/ijoerar https://ijoerar.net/index.php/ijoerar
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Figure S1 from Cell of Origin Influences Pancreatic Cancer Subtype
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C.
tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F.
E.
Primary
Liver
Bright-field
Fluorescent
Peritoneum
Bowel
Obstruction
Ascites
Jaundice
Analysis of p53 missense mutants in acinar cell-derived pancreatic cancer development
comparing pancreatic cancer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
= 23), based on the log-rank test. Not significant = ns. (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
rts listed in Figure 2A and stratified by sex. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/- female mice (n = 11) and male mice (n = 12) is similar based on the
ncer incidence in KT;Ptf1aCreER;Trp53fl/LSL-R172H female mice (n = 9) and male mice (n = 16) is similar based on the log-rank test. Pancreatic cancer incidence in
emale mice (n = 13) and male mice (n = 15) is similar based on the log-rank test. Not significant = ns. (C) Representative images of mice presenting with ascites,
n in each cohort. (D) Representative histological image of a liver metastases in a KT;Ptf1aCreER;Trp53fl/LSL-R172H and a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse analyzed by
stochemistry for tdTomato and CK19. Scale Bar = 100 μm. (E) Representative bright-field and fluorescence dissecting scope images of a primary acinar cell-derived
um with macroscopic metastases. Scale Bar = 2 cm (F) Representative histological images of a lung metastasis in a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse and a perito-
1aCreER;Trp53fl/- mouse analyzed by H&E staining and tdTomato immunostaining. Scale Bar = 100 μm.
tdTomato
CK19
B.
H&E
tdTomato
100
150
200
250
ays Post-Tamoxifen
Trp53fl/fl
n=23
Trp53fl/-
n=23
ns
0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns C. tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F. E. Primary
Liver
Bright-field
Fluorescent
Peritoneum
Bowel
Obstruction
Ascites
Jaundice
Analysis of p53 missense mutants in acinar cell-derived pancreatic cancer development
comparing pancreatic cancer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
= 23), based on the log-rank test. Not significant = ns. (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
rts listed in Figure 2A and stratified by sex. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/- female mice (n = 11) and male mice (n = 12) is similar based on the
ncer incidence in KT;Ptf1aCreER;Trp53fl/LSL-R172H female mice (n = 9) and male mice (n = 16) is similar based on the log-rank test. Pancreatic cancer incidence in
emale mice (n = 13) and male mice (n = 15) is similar based on the log-rank test. Not significant = ns. (C) Representative images of mice presenting with ascites,
n in each cohort. (D) Representative histological image of a liver metastases in a KT;Ptf1aCreER;Trp53fl/LSL-R172H and a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse analyzed by
stochemistry for tdTomato and CK19. Scale Bar = 100 μm. (E) Representative bright-field and fluorescence dissecting scope images of a primary acinar cell-derived
um with macroscopic metastases. Scale Bar = 2 cm (F) Representative histological images of a lung metastasis in a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse and a perito-
1aCreER;Trp53fl/- mouse analyzed by H&E staining and tdTomato immunostaining. Scale Bar = 100 μm. tdTomato
CK19
B. H&E
tdTomato
100
150
200
250
ays Post-Tamoxifen
Trp53fl/fl
n=23
Trp53fl/-
n=23
ns
0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns C. tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F. E. Primary
Liver
Bright-field
Fluorescent
Peritoneum
Bowel
Obstruction
Ascites
Jaundice
Analysis of p53 missense mutants in acinar cell-derived pancreatic cancer development
comparing pancreatic cancer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
n = 23), based on the log-rank test. Not significant = ns. (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
rts listed in Figure 2A and stratified by sex. C.
tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F.
E.
Primary
Liver
Bright-field
Fluorescent
Peritoneum
Bowel
Obstruction
Ascites
Jaundice
Analysis of p53 missense mutants in acinar cell-derived pancreatic cancer development
comparing pancreatic cancer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
= 23), based on the log-rank test. Not significant = ns. (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
rts listed in Figure 2A and stratified by sex. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/- female mice (n = 11) and male mice (n = 12) is similar based on the
ncer incidence in KT;Ptf1aCreER;Trp53fl/LSL-R172H female mice (n = 9) and male mice (n = 16) is similar based on the log-rank test. Pancreatic cancer incidence in
emale mice (n = 13) and male mice (n = 15) is similar based on the log-rank test. Not significant = ns. (C) Representative images of mice presenting with ascites,
n in each cohort. (D) Representative histological image of a liver metastases in a KT;Ptf1aCreER;Trp53fl/LSL-R172H and a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse analyzed by
stochemistry for tdTomato and CK19. Scale Bar = 100 μm. (E) Representative bright-field and fluorescence dissecting scope images of a primary acinar cell-derived
um with macroscopic metastases. Scale Bar = 2 cm (F) Representative histological images of a lung metastasis in a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse and a perito-
1aCreER;Trp53fl/- mouse analyzed by H&E staining and tdTomato immunostaining. Scale Bar = 100 μm.
tdTomato
CK19
B.
H&E
tdTomato
100
150
200
250
ays Post-Tamoxifen
Trp53fl/fl
n=23
Trp53fl/-
n=23
ns
0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/- female mice (n = 11) and male mice (n = 12) is similar based on the
ncer incidence in KT;Ptf1aCreER;Trp53fl/LSL-R172H female mice (n = 9) and male mice (n = 16) is similar based on the log-rank test. Pancreatic cancer incidence in
emale mice (n = 13) and male mice (n = 15) is similar based on the log-rank test. Not significant = ns. (C) Representative images of mice presenting with ascites,
on in each cohort. (D) Representative histological image of a liver metastases in a KT;Ptf1aCreER;Trp53fl/LSL-R172H and a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse analyzed by
stochemistry for tdTomato and CK19. Scale Bar = 100 μm. (E) Representative bright-field and fluorescence dissecting scope images of a primary acinar cell-derived
um with macroscopic metastases. Scale Bar = 2 cm (F) Representative histological images of a lung metastasis in a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse and a perito-
1aCreER;Trp53fl/- mouse analyzed by H&E staining and tdTomato immunostaining. Scale Bar = 100 μm. tdTomato
CK19
B. H&E
tdTomato
100
150
200
250
ays Post-Tamoxifen
Trp53fl/fl
n=23
Trp53fl/-
n=23
ns
0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns C. Bowel
Obstruction
Ascites
Jaundice
B. 0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns C
B. 0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns A. 0
50
100
150
200
250
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/fl
n=23
Trp53fl/-
n=23
ns B. C. A. Ascites tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F. E. Primary
Liver
Bright-field
Fluorescent
Peritoneum
e mutants in acinar cell-derived pancreatic cancer development
ncer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
rank test. Not significant = ns. C.
tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F.
E.
Primary
Liver
Bright-field
Fluorescent
Peritoneum
Bowel
Obstruction
Ascites
Jaundice
Analysis of p53 missense mutants in acinar cell-derived pancreatic cancer development
comparing pancreatic cancer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
= 23), based on the log-rank test. Not significant = ns. (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
rts listed in Figure 2A and stratified by sex. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/- female mice (n = 11) and male mice (n = 12) is similar based on the
ncer incidence in KT;Ptf1aCreER;Trp53fl/LSL-R172H female mice (n = 9) and male mice (n = 16) is similar based on the log-rank test. Pancreatic cancer incidence in
emale mice (n = 13) and male mice (n = 15) is similar based on the log-rank test. Not significant = ns. (C) Representative images of mice presenting with ascites,
n in each cohort. (D) Representative histological image of a liver metastases in a KT;Ptf1aCreER;Trp53fl/LSL-R172H and a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse analyzed by
stochemistry for tdTomato and CK19. Scale Bar = 100 μm. (E) Representative bright-field and fluorescence dissecting scope images of a primary acinar cell-derived
um with macroscopic metastases. Scale Bar = 2 cm (F) Representative histological images of a lung metastasis in a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse and a perito-
1aCreER;Trp53fl/- mouse analyzed by H&E staining and tdTomato immunostaining. Scale Bar = 100 μm.
tdTomato
CK19
B.
H&E
tdTomato
100
150
200
250
ays Post-Tamoxifen
Trp53fl/fl
n=23
Trp53fl/-
n=23
ns
0
50
100
150
200
250
300
0
20
40
60
80
100
Days Post-Tamoxifen
Pancreatic Cancer
Free Survival
Trp53fl/- females
Trp53fl/-males
n=12
Trp53fl/LSL-R172H females
Trp53fl/LSL-R172H males
Trp53fl/LSL-R270H females
Trp53fl/LSL-R270H males
n=11
n=16
n=9
n=15
n=13
ns
ns
ns (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
K19
H&E
tdTomato
50
0
50
100
150
200
250
300
0
Days Post-Tamoxifen
P tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F. E. Primary
Liver
Bright-field
Fluorescent
Peritoneum
H&E
tdTomato
y H&E
tdTomato
CK19
Trp53fl/LSL-R270H Trp53fl/LSL-R172H
D. E. tdTomato
H&E
Lung
Metastasis
Peritoneum
Metastasis
F. H&E
tdTomato F. D. lementary Figure 2. Analysis of p53 missense mutants in acinar cell-derived pancreatic cancer development
aplan-Meier analysis comparing pancreatic cancer-free survival of two different models of p53 deficiency. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/fl mice (n = 23) and
f1aCreER;Trp53fl/- mice (n = 23), based on the log-rank test. Not significant = ns. (B) Kaplan-Meier analysis of pancreatic cancer-free survival of KT;Ptf1aCreER;Trp53fl/x (where x represents
ent Trp53 alleles) cohorts listed in Figure 2A and stratified by sex. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/- female mice (n = 11) and male mice (n = 12) is similar based on the
nk test. Pancreatic cancer incidence in KT;Ptf1aCreER;Trp53fl/LSL-R172H female mice (n = 9) and male mice (n = 16) is similar based on the log-rank test. Pancreatic cancer incidence in
f1aCreER;Trp53fl/LSL-R270H female mice (n = 13) and male mice (n = 15) is similar based on the log-rank test. Not significant = ns. (C) Representative images of mice presenting with ascites,
ice, or bowel obstruction in each cohort. (D) Representative histological image of a liver metastases in a KT;Ptf1aCreER;Trp53fl/LSL-R172H and a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse analyzed by
staining and immunohistochemistry for tdTomato and CK19. Scale Bar = 100 μm. (E) Representative bright-field and fluorescence dissecting scope images of a primary acinar cell-derived
and liver and peritoneum with macroscopic metastases. Scale Bar = 2 cm (F) Representative histological images of a lung metastasis in a KT;Ptf1aCreER;Trp53fl/LSL-R270H mouse and a perito-
metastasis in a KT;Ptf1aCreER;Trp53fl/- mouse analyzed by H&E staining and tdTomato immunostaining. Scale Bar = 100 μm.
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Filtration evaluation and clinical use of expired elastomeric P-100 filter cartridges during the COVID-19 pandemic
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Infection control and hospital epidemiology
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Filtration evaluation and clinical use of expired elastomeric P-100
filter cartridges during the COVID-19 pandemic Harsh H. Patolia MD1,a
, Jin Pan MS2,a, Charbel Harb BE2, Linsey C. Marr PhD2 and Anthony W. Baffoe-Bonnie MD1,3
1Virginia Tech Carilion School of Medicine, Roanoke, Virginia, 2Civil and Environmental Engineering, Virginia Tech, Blacksburg, Virginia and 3Carilion Clinic
Roanoke Memorial Hospital, Roanoke, Virginia under investigation that we received from the strategic national
stockpile. P100 respirators are designed to filter out at least
99.97% of airborne particles. Although data regarding the perfor-
mance of P100 respirators for viral aerosols are scarce, clear evi-
dence has demonstrated their filtration superiority compared to
N95 respirators.4 During our initial distribution of P100 elasto-
meric respirators, we observed that our supply of filter cartridges
from the strategic national stockpile had surpassed their 5-year
shelf life; they had expired in 2014. They were well kept in
unopened packages. Based on collected feedback from frontline
providers, many expressed concern and alarm regarding the
effectiveness of these devices and their filtering efficiency. In an
effort to rapidly verify the filtering efficiency of our elastomeric res-
pirator supply and to ensure the safety of our provider staff, we
evaluated a sample of our P100 filter cartridges using quantitative
methods. To the Editor—The limited supply of more conventional dispos-
able personal protective equipment (PPE), namely single-use
N95 filtering facepiece respirators (FFRs), among hospital systems
in the United States during the COVID-19 pandemic has been alle-
viated with the adoption of extended use and reuse policies by
the Centers for Disease Control and Prevention (CDC).1 These
measures, along with a variety of implemented decontamination
methodologies (eg, ultraviolet germicidal irradiation, vaporized
hydrogen peroxide, etc), have prolonged PPE supplies during
pressing times. Another strategy adopted by the CDC and health
systems to protect healthcare providers caring for COVID-19
patients and patients under investigation in limited resource set-
tings includes the use of elastomeric FFRs with reusable cartridges. Although elastomeric respirators have not been approved by the
Food and Drug Administration for fluid resistance, they have been
endorsed by the CDC as reasonable alternatives for N95 FFRs dur-
ing the COVID-19 pandemic due to their filtration approval by the
National Institutes for Occupational and Safety Health (NIOSH).2
Subsequently, elastomeric respirators have formed a major arm of
the COVID-19 pandemic response strategy in many hospital
systems. Filtration evaluation and clinical use of expired elastomeric P-100
filter cartridges during the COVID-19 pandemic Filtration efficiency was evaluated by challenging the cartridges
with aerosols generated from a 2% sodium chloride solution using
a Collison 3-jet nebulizer (BGI MRE-3) in a 280-L polyethylene
chamber (Sigma AtmosBag). The concentration and size distribu-
tion of the aerosols were measured using a scanning mobility par-
ticle sizer (TSI SMPS 3936). For testing, the cartridge was sealed
inside a cardboard box, and the cartridge and box were further
covered with electrical tape, except for the opening of the cartridge,
to prevent leakage through the box itself. A vacuum line was con-
nected to the box, and the challenge aerosol was pulled through the
cartridge at a flow rate of 15 L per minute. Figure 1 shows the
filtration efficiency of the cartridge compared to that of an N95 that
was measured using the same experimental setup. The cartridge
removed at least 90% of aerosols over the size range of 0.04–1 μm,
including the most penetrating size of 0.1–0.3 μm where it demon-
strated an efficiency comparable to the N95 respirator. y
Elastomeric FFRs contain plastic components that can be easily
decontaminated for repeated use. Those elastomeric respirators
containing a full facepiece can afford greater protection to wearers
by diminishing face seal leakage and provide eye protection. Although various types of elastomeric FFRs exist, their filtration
mechanism is universally housed in exchangeable cartridge filters. The replacement of these filters is determined by their respective
expiration dates indicated by the manufacturers as well as the pres-
ence of visible soiling, contamination, and/or damage. The stra-
tegic national stockpile was not significantly restocked after it
had been mobilized for the 2009 influenza pandemic.3 Thus, car-
tridges for elastomeric respirators in the strategic national stockpile
may have surpassed their expiration dates, which voids NIOSH
approval regarding filtration efficiency. Our studies demonstrated that the filtration efficiency of
P100 filter cartridges past their 5-year expiration date was not
significantly different from that of an N95 respirator (3M 1860)
(P > .05), although it was <99.97%. These studies are preliminary,
but they suggest the possibility of safely implementing expired fil-
ter cartridges in elastomeric respirators during limited resource
scenarios and patient surges, particularly during the significant
logistical challenge presented by the COVID-19 pandemic. With
considerable disruptions in global supply chains for N95 respira-
tors, hospital systems may consider adopting guidelines that
conditionally endorse the use of expired filter cartridges in elasto-
meric FFRs. Infection Control & Hospital Epidemiology (2020), 1–2 Infection Control & Hospital Epidemiology (2020), 1–2 Infection Control & Hospital Epidemiology (2020), 1–2
doi:10.1017/ice.2020.257 Infection Control & Hospital Epidemiology (2020), 1–2
doi:10.1017/ice.2020.257 Author for correspondence: Anthony W. Baffoe-Bonnie, E-mail: abaffoe6@vt.edu
aAuthors of equal contribution.
Cite this article: Patolia HH, et al. (2020). Filtration evaluation and clinical use of
expired elastomeric P-100 filter cartridges during the COVID-19 pandemic. Infection
Control & Hospital Epidemiology, https://doi.org/10.1017/ice.2020.257 © 2020 by The Society for Healthcare Epidemiology of America. All rights reserved. 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 in any medium, provided the original work is properly cited. Acknowledgments. None. Acknowledgments. None. 2. Elastomeric respirators: strategies during conventional and surge demand
situations. Centers for Disease Control and Prevention website. https://
www.cdc.gov/coronavirus/2019-ncov/hcp/elastomeric-respirators-strategy/
index.html. Accessed April 23, 2020. 2. Elastomeric respirators: strategies during conventional and surge demand
situations. Centers for Disease Control and Prevention website. https://
www.cdc.gov/coronavirus/2019-ncov/hcp/elastomeric-respirators-strategy/
index.html. Accessed April 23, 2020. Financial support. No financial support was provided relevant to this article. Financial support. No financial support was provided relevant to this article. Conflicts of interest. All authors report no conflicts of interest relevant to this
article. Conflicts of interest. All authors report no conflicts of interest relevant to this
article. 3. Reinhard B, Brown E. Face masks in national stockpile of medical supplies
have not been substantially replenished since 2009. The Washington
Post website. https://www.washingtonpost.com/investigations/face-masks-
in-national-stockpile-have-not-been-substantially-replenished-since-2009/
2020/03/10/57e57316-60c9-11ea-8baf-519cedb6ccd9_story.html. Accessed
May 11, 2020. 4. Reusable elastomeric respirators in health care. Reusable elastomeric respi-
rators in health care. National Academies Press; 2019. Filtration evaluation and clinical use of expired elastomeric P-100
filter cartridges during the COVID-19 pandemic At our institution, we hoped to distribute the P100 elastomeric
respirators to providers caring for COVID-19 patients and patients © 2020 by The Society for Healthcare Epidemiology of America. All rights reserved. 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 in any medium, provided the original work is properly cited. 2 2 Harsh H. Patolia et al Fig. 1. Filtration efficiency of the P100 filter cartridge and 3M
1860 (N95) for salt (NaCl) particles 0.04–1.0 μm in aerodynamic
diameter. Error bars represent standard deviations across 2 car-
tridges, each tested twice. 2
Harsh H. Patolia et al c
- Fig. 1. Filtration efficiency of the P100 filter cartridge and 3M
1860 (N95) for salt (NaCl) particles 0.04–1.0 μm in aerodynamic
diameter. Error bars represent standard deviations across 2 car-
tridges, each tested twice. References 1. Recommended guidance for extended use and limited reuse of N95
filtering facepiece respirators in healthcare settings. Centers for Disease
Control and Prevention website. https://www.cdc.gov/niosh/topics/hcwcontrols/
recommendedguidanceextuse.html. Accessed April 2, 2020. 4. Reusable elastomeric respirators in health care. Reusable elastomeric respi-
rators in health care. National Academies Press; 2019. 4. Reusable elastomeric respirators in health care. Reusable elastomeric respi-
rators in health care. National Academies Press; 2019.
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English
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Development of a prototype tool for ballast water risk management using a combination of hydrodynamic models and agent-based modeling
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WMU journal of maritime affairs
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WMU J Marit Affairs (2015) 14:219–245
DOI 10.1007/s13437-014-0067-8 WMU J Marit Affairs (2015) 14:219–245
DOI 10.1007/s13437-014-0067-8 ARTICLE Electronic supplementary material The online version of this article (doi:10.1007/s13437-014-0067-8)
contains supplementary material, which is available to authorized users. 1 Introduction Transfers of non-indigenous species may potentially pose a threat to the receiving
ecosystem and to the society. Organisms that mass-reproduce when they are transported
and released in new environments by humans are “non-indigenous invasive species”,
sometimes referred to as “alien species” (definitions and discussions of these concepts
can be found in Ruiz and Carlton 2003). Ultimately, they may have serious impact on
ecosystems both ecologically and economically. Ships’ ballast water is a main source of
non-indigenous marine organisms and, when released, some of these species have
caused dramatic and permanent damage to coastal ecosystems around the world (e.g.,
Bax et al. 2003; Leppäkoski et al. 2003). Since it has been impossible in practise to
control and mitigate the spreading of established invasive species in “new” marine
environments, efforts should focus on the prevention of introductions. The trend in biological invasion shows an exponential increase during the last
200 years (Leppäkoski et al. 2003). Nevertheless, the problem of marine bio-invasion
and the resulting environmental consequences has taken time to be recognized. One of
many reasons is that unlike terrestrial ecosystems, bioinvasions in the marine environ-
ment are poorly understood since their consequences may be difficult to observe. Many bioinvasions are considered a threat to the ecosystems, to human health as well
as to the economy. The invaded ecosystems are threatened as exotic species may alter
ecosystem functions and community structure. In some cases, non-indigenous species
cause a dramatic decline in important marine resources by competing with the native
species for food, habitat, by predation/parasitism, or due to other indirect interactions. Biological invasions may also interact in combination with other natural and anthro-
pogenic environmental factors such as climate change, habitat destruction and pollution
to jeopardize the integrity of the ecosystem. This means that the impacts of future
introductions are uncertain as well as unpredictable and current invasions may evolve
into unforeseen intricate patterns. More challenges are forecast to come in handling
introductions and efforts should be focused on preventing new establishments in order to
protect the native biota and its diversity by means of managing human activity. Development of a prototype tool for ballast water risk
management using a combination of hydrodynamic
models and agent-based modeling Flemming T. Hansen & Michael Potthoff &
Thomas Uhrenholdt & Hong D. Vo & Olof Linden &
Jesper H. Andersen Received: 13 August 2013 /Accepted: 7 July 2014 /Published online: 14 August 2014
# World Maritime University 2014 Abstract We report the development of a prototype tool for modeling the risks of
spreading of non-indigenous invasive species via ballast water. The tool constitutes of
two types of models: a 3D hydrodynamical model calculates the currents in the North
Sea and Danish Straits, and an agent-based model estimates the dispersal of selected
model organisms with the prevailing currents calculated by the 3D hydrodynamical
model. The analysis is concluded by a postprocessing activity, where scenarios of
dispersal are combined into an interim estimate of connectivity within the study area. The latter can be used for assessment of potential risk associated with intentional or
unintentional discharges of ballast water. We discuss how this prototype tool can be
used for ballast water risk management and outline other functions and uses, e.g., in
regard to ecosystem-based management and the implementation of the EU Marine
Strategy Framework Directive. Keywords Invasive species . non-indigenous species . ballast water. agent-based
modelling . individual-based modelling . ecological connectivity. risk assessment . water
framework directive . WFD . MIKE 3 . ECO Lab . ABM Lab Electronic supplementary material The online version of this article (doi:10.1007/s13437-014-0067-8)
contains supplementary material, which is available to authorized users. F. T. Hansen (*): M. Potthoff: T. Uhrenholdt
DHI, Hørsholm, Denmark
e-mail: fth@dhigroup.com F. T. Hansen (*): M. Potthoff: T. Uhrenholdt
DHI, Hørsholm, Denmark
e-mail: fth@dhigroup.com O. Linden
World Maritime University, Malmø, Sweden O. Linden
World Maritime University, Malmø, Sweden J. H. Andersen
Aarhus University, Aarhus, Denmark Present Address:
H. D. Vo
Queensland, Australia 220 F.T. Hansen et al. F.T. Hansen et al. 1 Introduction The scope of this work is to demonstrate the usefulness of the combination of
hydrodynamical (HD) and agent-based models (ABM) as a tool for understanding the
ecological connectivity of marine areas of the North Sea, Kattegat, and the inner Danish
straits and their application for risk assessment of invasive species brought to the region
(or transported within the region) by ballast water from sea vessels. Ecological connec-
tivity mapping is proposed to provide a theoretical basis for identifying areas where
ballast water could be released with the least potential risk for species to spread
extensively within the region. In addition, connectivity mapping can provide knowledge
on how well each specific part of the region is connected with other parts of the region. 2 Methods 2.1 Study area The study area is the North Sea, located on the continental shelf of north-western
Europe and bordered by England, Scotland, Sweden, Norway, Denmark, Germany, the Development of a prototype tool for ballast water risk management 221 Netherlands, Belgium, and France. It opens out to the Atlantic Ocean, the English
Channel, and towards the less saline Baltic Sea. Netherlands, Belgium, and France. It opens out to the Atlantic Ocean, the English
Channel, and towards the less saline Baltic Sea. The Greater North Sea (as defined by OSPAR) has a surface area of 750,000 km2
and a volume of 94,000 km3 and is separated into various areas, the relatively shallow
southern North Sea (the Southern Bight and the German Bight), the central North Sea,
the northern North Sea, the Norwegian Trench, and the Skagerrak, which is a shallow
transition zone between the Baltic and the North Sea (OSPAR 2010). In the eastern part of the North Sea, along the coasts of Denmark and Germany,
mean winter sea surface temperature (SST) is usually less than 3 °C. The summer mean
SST is 18 °C and declines to 13 °C northwards along eastern Britain (Hayward and
Ryland 1995). The annual freshwater river input is ca 300 km3, about one third of that
comes from the snow-melt waters of Norway and Sweden and the rest from major
rivers while the main source of fresh water supply is through the Baltic Sea (Hayward
and Ryland 1995). The most prominent current circulation of the North Sea is a roughly anticlockwise
flow where residual currents moves southwards along the east coast of the UK and
northwards along the Western European coast. Saline water enters the Baltic Sea
through Kattegat at depth while surface flow of brackish water from the Baltic Sea
enters the Kattegat and North Sea (OSPAR 2010). The North Sea, which is an economically and ecologically important marine region,
is sensitive to a range of human activities. Key issues are nutrient enrichment and
eutrophication, contamination with hazardous substances, overfishing, physical modi-
fication and an unfavorable biodiversity status (OSPAR 2010; HELCOM 2010). Introduction of non-indigenous species has been identified as an emerging issue. Many areas in the North Sea are valuable habitat for marine life as well as of
economic importance for the surrounding states. 2 Methods The shallow and productive North
Sea, while being of one of the busiest seas in the world in seaborne trading, is also
heavily exploited for its natural resources. Activities such as fishing, dredging, oil and
gas exploration, shipping, discharges of nutrients and contaminants have polluted as
well as depleted reserves in the area. Increases in awareness for the protection of the
environment and resource management in the North Sea have surged during the last
decades (Misund and Skjoldal 2005), and one significant issue that has been identified
relatively recently is the ramifications of species introduction via ship transportation
and accidental releases from aquaculture. The most up-to-date inventory of alien species in the North Sea region lists alien
aquatic species of 167 taxa (Gollasch et al. 2009). This calls for a precautionary
approach to prevent future arrivals of new species. One of the key vectors in moving
aquatic alien species is shipping, e.g., ballast water-mediated species introductions from
ships prevail in many regions world-wide. 2.3 Model setup A 3D North Sea hydrodynamic model is applied as the basis for the agent-based
modeling (ABM) and subsequent connectivity modeling. A period of a full year
(2005) has been modeled in order to capture the seasonal and higher frequency
variability of the North Sea circulation. The model represents the overall circulation
patterns in the North Sea and the Belt Sea comprising of tide, meteorologically and
density-driven circulation, freshwater inputs, and stratification. A local 3D hydrody-
namic model resolving the Belt Sea in a higher resolution has also been applied. The model domain includes the major part of the North Sea, the Belt Sea, and the
Baltic Sea. The model applies a Cartesian grid in UTM-32 projection with a horizontal
resolution of 3 nautical miles. In the vertical dimension, a 2-m resolution is used, with a
maximum of 110 layers depending on the local water depth. However, the surface layer
with surface elevation varying with the actual tide has a typical thickness of 5 m. For
areas with depths under level −223 m, the rest of the water column is included in the
lowest layer. The model domain is shown in Fig. 1. The model has been run for the period 2000–2008, but the period applied for the
present purpose is the year 2005. The model runs with a hydrodynamic time step of
300 s. The model results in terms of 3D fields of, for example, current, salinity, and
temperature are saved every 1 h. The forcings on the open boundaries towards the Norwegian Sea and the English
Channel include: (1) Astronomical tide along boundary (actual values for 2005), (2)
salinity distribution in vertical sections (monthly climatologic from ICES), and (3)
temperature distribution in vertical sections (monthly climatologic from ICES). Atmospheric forcings (e.g., wind, air pressure, air temperature, cloudiness, and precip-
itation (actual 2D maps with 1 h resolution)) were originally delivered by Vejr2, a
former meteorological forecast service provider. The wind and air pressure are incor-
porated in the momentum equations, and the precipitation is used in the mass equation. Wind is also included in the turbulence module. The heat exchange module, which
calculates the sea-air heat exchange, makes use of wind, air temperature and cloudiness. The runoff in terms of discharges of freshwater from land to the model domain is
represented in the model by 85 source points. 2.2 Hydrodynamic model The applied hydrodynamic model is based on the MIKE 3 modeling system developed
by DHI. The MIKE 3 model is a dynamic time-dependent 3D baroclinic model for free
surface flows. The mathematical foundation of the model are the Reynolds-averaged
Navier-Stokes equations in three dimensions, including the effects of turbulence and
variable density, together with conservation equations for mass, heat, and salt, an 222 F.T. Hansen et al. equation of state for the density, a turbulence module and a heat exchange module. The
equations are solved on a Cartesian grid by means of the finite difference techniques. The hydrodynamic model provides a full 3D model representation of the water levels,
flows, salinity, temperature, and density within the modeling domain. For more
information on the MIKE 3 modeling system, reference is made to DHI (2009) and
DHI (2011). 2.3 Model setup The runoff is based on data from SMHI’s
operational HBV model and on data from Global Runoff Data Centre (GRDC). It is
important to note that the applied sources are lumped sources, which means that they
represent the main rivers at each location as well as the non-resolved rivers/inflows in
the vicinity of the location. This means that the total runoff to the Baltic Sea/North Sea
is correctly represented in the 85 model sources. Initial fields of salinity and temper-
ature, i.e., 3D fields of salinity and temperature within the model domain, have been
established based on previous model runs. The present hydrodynamic model setup is an
updated version of the model used for the BANSAI project (SMHI 2006). Development of a prototype tool for ballast water risk management 223 Fig. 1 Model domain and location of selected measurement stations. The thick black lines indicate the open
boundaries of the model Fig. 1 Model domain and location of selected measurement stations. The thick black lines indicate the ope
boundaries of the model Since the North Sea hydrodynamic model is relatively coarse in the Belt Sea (3
nautical miles cell size), a local hydrodynamic model covering the Belt Sea and the
Baltic Sea was also applied. This model has a finer resolution (down to 1 km cell size)
in the Belt Sea as illustrated in Fig. 2 and thus represents the flow here in more detail. The model was developed for another purpose, but has been made available for the
present purpose (FEHY 2012). 2.4 Agent-based modeling Agent-based models (ABM) have been widely applied in recent years for simulating a
variety of phenomena within very diverse disciplines such as biology and ecology,
social sciences, industrial process optimization, traffic infrastructure planning, and the
financial sector just to mention a few examples. In ecology, ABMs aim at describing
the behavior and state of discrete entities such as individual organisms or groups of
organisms (∼superindividuals). One key element of ABMs is the ability to simulate
how individuals respond (in terms of behavior and state) to a spatially and temporarily
varying environment. When studying the aquatic environment and how small individ-
uals spread within an aquatic system, information on water movement is a fundamental
need. Here, 3D hydrodynamical models describing the water currents in high temporal
and spatial resolution can provide a very detailed basis for these types of studies. By
defining agents as discrete entities with an explicit x-y-z coordinate at any given point in
time it is possible to link this type of ABM with a hydrodynamical model and thus
combine the current driven movement of agents (=advection/dispersion) with F.T. Hansen et al. 224 Fig. 2 Section of the computational mesh for the hydrodynamic model covering the inner Danish waters. Colors indicate depth intervals in meters Fig. 2 Section of the computational mesh for the hydrodynamic model covering the inner Danish water
Colors indicate depth intervals in meters biological movement behavior processes such as horizontal swimming, vertical migra-
tion, and age-induced settling. This type of ABM is often referred to as a Lagrangian
type ABM and has been applied frequently, e.g., in studies examining the spreading
and migration of pelagic larvae and fish (e.g., Goodwin et al. 2001; Humston et al. 2000; Cowen et al. 2006). To simulate the potential spread of marine invasive species deriving from ballast
water an (Lagrange type) ABM was developed and applied in combination with the
hydrodynamical model as described in the previous section. The ABM framework
applied is an integrated part of the ecological modeling software ECO Lab, which is an
open equation solver for building and executing biological and ecological models of
aquatic systems. The developed ABM is applied here to simulate the spread of agents (or organisms)
in the entire model area primarily driven by advective processes predicted by the
hydrodynamical model. 2.4 Agent-based modeling Three model organisms are chosen to represent examples of
major groups of marine organisms likely to be introduced as invasive species through
the release of ballast water within the North Sea region. Here “groups of marine
organisms” refer to organisms which exhibit common behavioral characteristics. The
groups of organisms considered here include representatives of a: (1) planktonic species
(purely passive drifters), (2) pelagic larvae of a benthic invertebrate species (passive
drifters in combination with settling), and (3) fish species (passive drifters in combi-
nation with active swimming activity). We mimic the spread of these three types of Development of a prototype tool for ballast water risk management 225 model organisms in a very simplistic way by: (1) simulating passive drift in combina-
tion with a constant mortality rate, (2) simulating passive drift in combination with
active settling activity triggered as a function of age, and (3) simulating passive drift in
combination with active horizontal swimming behavior including mortality rate. In
addition to these three simulations, as a reference, we simulate passive drifting only
subject to advection/dispersion processes. The approach described here is merely an attempt to address the spreading mech-
anisms and potential of small marine organisms in a general way. The approach is
deliberately not addressing species-specific spreading. Also, when considering the risk
of introducing invasive species in the marine environment species-specific habitat
preferences, life histories and environmental tolerances are essential to understand
and predict the ability of introduced species to establish a sustainable population. These issues are not addressed here. However, species-specific traits and the implica-
tion for establishing sustainable populations can be simulated by extending the current
approach combining hydrodynamic modeling and ABM with habitat maps and/or
classical concentration-based (Euler type) ecological modeling. The latter describing
any necessary dynamical parameter affecting the organism such as salinity, tempera-
ture, dissolved oxygen, food abundance, etc. Unlike the hydrodynamical modeling, due to the nature of the phenomena modeled
neither calibration nor validation of the ABM is being considered. This means that the
modeling exercise here apart from the hydrodynamical modeling is predominantly
theoretical. The ABM approach can be seen as an interpreter to describe how common
behavioral characteristics and traits may or may not result in significant deviations from
passive drift. The results of the model approach should be evaluated as such. 2.5 ABM formulation Selected simplistic functional behaviors and life histories used for formulation of the
ABM include: (1) Movement in terms of dispersion and active swimming, (2) settling,
(3) mortality, and (4) longevity. The background for and the ABM formulations used in
this study are described in Appendix 1 in the Online Supplementary Material. Please
note that this appendix includes additional references not cited in this paper. 2.6 Connectivity mapping 2.6 Connectivity mapping The combination of HD modeling and ABMs (or particle tracking models) has been
applied in several studies addressing the degree of connectivity between specific
habitats or subregions within marine regions (Cowen et al. 2003, 2006; Paris et al
2005; Christensen et al 2008; Berglunda et al. 2012) However, in most cases, the
studies have focused on specific species and connectivity between the species-specific
habitats, or in more general connectivity in terms of, e.g., dispersal of passively drifting
larvae between specific habitats such as coral reefs, spawning sites, etc. A more general
approach applying a combination of hydrodynamical modeling and simple particle
tracking has been proposed to establish a framework for identifying connectivities of
any sub-region within the South-Western shelf region of Australia (Condie et al. 2006). In short, the particle trajectories from the simulations are treated statistically and
translated into probability maps describing the “probability of any two regions within 226 F.T. Hansen et al. Fig. 3 Sketch of the differences between the concepts of downstream connectivity and upstream connectivity Fig. 3 Sketch of the differences between the concepts of downstream connectivity and upstream connectivi the model domain being connected by the modeled circulation”. Probabilities were
“computed for a range of dispersion times on a 0.1 degree geographical grid” covering
the model domain. The connectivity statistics addresses connectivities in discrete points
in time and space as well as statistics aggregated for longer periods (months or
quarters). As part of the project, a web-based service was developed where users can
select a “source area” from a map interface, select start time, and dispersal duration, and
as a result get a connectivity probability map for the selected source area and dispersal
duration. In this study, the above-outlined approach has been further developed, e.g., by (1)
including not only passive particle tracking but also biological processes by applying
ABM techniques and by (2) developing an overall connectivity index or indices
compiling all connectivity statistics of each local area into a single value. In order to define “connectivity”, we discriminate between two types of connectiv-
ities: downstream connectivity and upstream connectivity (Fig. 3). Downstream connectivity we define as connectivity between donor areas (or source
areas), and surrounding areas (or receiving areas). Here “areas” does not necessarily
refer to computational grid cells but rather any areal division of the model domain into,
e.g., a regular grid or a number of management units. 2.7 Connectivity probability All agent trajectories stored every 6 h of the 1-year simulation period are analyzed
statistically. The model domain is divided into 25×25 km quadratic grid cells resulting
in approximately 1,000 local areas covering the sea area. This is the spatial resolution at
which connectivities will be evaluated. For each agent registered in an area, the future
and previous location of each agent is registered/tracked considering four dispersal
times (forward and backwards in time). This is repeated for every 6 h. For details on the
selection of dispersal times, see the next section. To calculate downstream connectivity for the whole simulation period, the numbers
of agents remaining in the area as well as appearing in other areas at each of the four
dispersal times are counted. Downstream connectivity probabilities are calculated
simply by dividing these numbers for each area by the total number of agents registered
in the area analyzed. The outcome is a distribution map for each area showing the
distribution of probabilities, i.e., the probability of an agent in an area to be registered
sometimes in the future in the same area and in each of the surrounding areas. In cases
where mortality is included in the scenario, probabilities are weighted according to the
likelihood that an agent survives each of the four dispersal times. To calculate upstream connectivity for the whole simulation period for an area, the
numbers of agents originating from the same area as well as each of the surrounding
areas at each of the four dispersal times backwards in time are counted. Upstream
connectivity probabilities are calculated by dividing these numbers by the total number
of agents registered in the area analyzed. Also here, the outcome is a distribution map
for each area showing the distribution of probabilities, i.e., the probability of an agent in
an area having visited each of the surrounding areas including the probability of agents
that have remained in the area analyzed during the dispersal times considered. For scenario 1 (passive drifting), scenario 2 (planktonic organism), and scenario 3
(juvenile fish) these procedures are repeated for all 25×25 km areas. For scenario 4, the combination of mortality and settling was not simulated in one
simulation. Since mortality is high (0.1 per day) and mean settling age is 30 days, only
a very little fraction of introduced agents will reach settling age. 2.6 Connectivity mapping During a simulation, each agent
“visiting” an area at any time will have a distinct trajectory forward in time visiting
other areas in the model domain. When simulating a large number of agents, the
equivalent large number of trajectories forward in time can be statistically analyzed
revealing the probability of areas to supply agents to other areas. This we refer to a
downstream connectivity probability. Downstream connectivity answers questions such
as “where do the agents go from here?” Upstream connectivity we define as connectivity between receiving areas and source
areas. Again “areas” can refer to any areal division of the model domain. During a
simulation, each agent “visiting” an area at any time of the simulation will have a
distinct trajectory backwards in time having visited other areas in the model domain Development of a prototype tool for ballast water risk management 227 prior to the registration of the agent in the area analyzed. When simulating a large
number of agents, the equivalent large number of trajectories backwards in time can be
statistically analyzed revealing the probability of areas to receive agents from other
areas. This we refer to as an upstream connectivity probability. Upstream connectivity
answers questions such as “where do the agents come from?” Both upstream and downstream connectivity probabilities can be evaluated at any
dispersal time ranging from seconds to years depending on the organism and dispersal
phenomenon considered. 2.7 Connectivity probability To achieve sufficient
statistical basis for the connectivity analysis, this would require a very large number of
agents in the model simulation. For technical reasons, this was not desirable. Instead
mortality was taken into account as part of the postprocessing of the model results. For each agent registered in an area every 6 h, the future location where it settles is
registered. For all agents registered in each area at any time for the whole simulation
period, the numbers of agents settled in each of the surrounding areas, including the
area analyzed, are counted and the probabilities are calculated by dividing these 228 F.T. Hansen et al. F.T. Hansen et al. numbers by the total number of agents registered in the area analyzed. To account for
mortality (0.1 per day), the number of agents settled in an area is adjusted using the
following equation: numbers by the total number of agents registered in the area analyzed. To account for
mortality (0.1 per day), the number of agents settled in an area is adjusted using the
following equation: N adj ¼ N 1– k
ð
Þt
ð2:1Þ ð2:1Þ Nadj
is the adjusted number of settled agents
N
the number of agents settled in an area
k
the mortality rate per day (=0.1 per day ∼0.1 daily mortality probability), and
t
time between the time an agent is registered until it settles. Similarly to the downstream dispersal probabilities, prior to calculating the upstream
dispersal probabilities for each area in scenario 4, numbers of agent originating from
each of the surrounding areas are adjusted according to the equation above, Nadj now
being the adjusted number of agents at the point in time where agents are discharged
into the water, and t is the time between the time of discharge until the agents is settled. For downstream connectivity probabilities in scenario 4, since agents are registered
every 6 h the same agent will be registered every sixth hour starting at the time of its
introduction to the model domain until it settles somewhere (on average 30 days after
introduction). Every consecutive 6-h time step that the same agent is registered, the
time remaining until settling decreases by 6 h. 2.7 Connectivity probability Table values represent probabilities
of agents in one area (=source area) ending up in another area (=receiving area) sum of probabilities will be less than 1, with all probabilities (in case of downstream
connectivity) representing the probability of an organism being distributed to other
areas a specific point in time ahead. sum of probabilities will be less than 1, with all probabilities (in case of downstream
connectivity) representing the probability of an organism being distributed to other
areas a specific point in time ahead. Since connectivity probabilities are expected to vary spatially depending on the
dispersal time considered, four dispersal times were selected for each analysis in order
to cover a range of dispersal situations for a given organism. These four dispersal times
were selected for each analysis from three criteria: (1) ecological relevance, (2) a
minimum of 10 % of agents at t=0 remaining at any dispersal time, and (3) seasons
evenly reflected in calculation results. Here “ecological relevance” refers to, e.g., that
the dispersal time should lie within the expected life duration and/or the duration of the
pelagic stage. For scenario 1 (passive drifting) upstream and downstream connectivity probabilities
are calculated for different sets of four dispersal times: 2, 4, 6, and 8 days, 3, 9, 15, and
21 days, and 7, 14, 21, and 28 days. The different sets of dispersal times are used for
comparison with scenarios 2, 3, and 4 (see below), and in order to evaluate how
selections of different dispersal times may influence the calculated connectivities. A
maximum of 28 days were applied primarily to ensure that months and seasons were
evenly reflected in calculation results. For scenario 2 (planktonic species) upstream and downstream connectivity proba-
bilities are calculated for four dispersal times: 3, 9, 15, and 21 days. These were
selected for the following reasons: since a mortality of 0.1 day−1 is applied, 10 % of
the agents at t=0 remains approximately 24 days later. The 24 days were divided
evenly into four time periods (0–6 days, 6–12 days, etc.) and the mean day numbers of
each of four 6-day periods were selected as the four dispersal times (∼3, 9, 15, and
21 days). For scenario 3 (fish), upstream and downstream connectivity probabilities are
calculated for four dispersal times: 1, 2, 3, and 4 weeks. 2.7 Connectivity probability In this way, all the registrations of an
agent, each time representing a time and location of release of ballast water, will
correspond to the assumption that the distribution of larvae age classes is uniformly
distributed in the ballast water at the time of release. Notice that for scenario 4 while downstream connectivity probabilities reflect the
assumption that all age classes are evenly represented in the ballast water at time of
discharge, upstream connectivity probabilities reflect the case where organisms are age
class zero at the time of discharge. The outcome of the connectivity probability mapping for all scenarios as described
above consists of connectivity probability matrices equivalent to distance matrices
applied, e.g., as a look up table for distances in kilometers between major cities or
locations in road atlases. Instead of distances in kilometers, the connectivity matrices
include numbers representing probabilities of, in case of downstream connectivity,
agents in area A ending up in area B and agents in area B ending up in area A. Contrary to a distance matrix, either direction has different probabilities. A conceptual
example is shown in Table 1. The resulting connectivity matrices will consist of approximately two 1,000×1,000
matrices for downstream and upstream connectivities respectively, for each set of
dispersal times. Connectivity probabilities for each area can be extracted from the
two matrices to produce connectivity probability maps for downstream and upstream
connectivities respectively. These approximately 2,000 maps can be referred to a
multilayer connectivity maps or MCMs and are available as Online Supplementary
Material. Ideally, in cases where all agents simulated as passive drifters (as in scenario 1) and
where agents are not subject to mortality, the sum of probability values within each
probability map will be 1. However, when mortality is included as part of the ABM, the Development of a prototype tool for ballast water risk management 229 Table 1 Example of a downstream connectivity matrix for 4 areas (1–4). Table values represent probabilities
of agents in one area (=source area) ending up in another area (=receiving area)
Source area
Receiving area
1
2
3
4
Sum
1
0.92
0.04
0.00
0.04
1.00
2
0.01
0.31
0.08
0.60
1.00
3
0.07
0.50
0.29
0.14
1.00
4
0.00
0.15
0.63
0.22
1.00
Sum
1.00
1.00
1.00
1.00 Table 1 Example of a downstream connectivity matrix for 4 areas (1–4). 2.7 Connectivity probability These were selected
for the following reasons: since juvenile fish typically has much lower mortality
(here, 0.003 day−1) 10 % of agents will remain after approximately 2 years. Thus, to cover the entire time span, this will require a much longer simulation
than the 1-year simulation for the current study. In addition, the need to reflect
months and seasons evenly results in a maximum of approximately 1 month
dispersal time being selected. Based on these considerations, four weekly
dispersal times were selected. 230 F.T. Hansen et al. For scenario 4 (pelagic larvae of benthic invertebrate) upstream and downstream
connectivity probabilities are calculated for the same four dispersal times as for scenario 2. 2.8 Connectivity indices The primary strength of the connectivity probability matrices described in the previous
section is to give detailed information on how connected any two areas are within the
modeling domain integrated over time. However, more than 1,000 maps require some
kind of simplification in order to provide a more overall measure on how well-connected
areas are in general without necessarily providing any information on precisely which
areas are interconnected. Within ballast water risk assessment, there is a need to distin-
guish between areas more likely to export organisms far away and/or to a larger area than
other areas (∼through downstream connectivity). These areas with high dispersal potential
can be perceived as high risk zones where the release of invasive species through ballast
water may have an increased potential of reaching optimal habitat conditions thereby
increasing the likelihood for establishing a population successfully. Here, we propose a
methodology to compile all information from the downstream connectivity probability
maps into one single map using a simple and transparent approach. Similarly, in terms of upstream connectivity, it is important to identify areas more
likely to receive invasive species than others, i.e., acting as sinks. These areas can be
identified from upstream connectivity probability matrices as areas with high proba-
bilities of receiving agents from far away and/or from a large area. It is clear that the proposed simplification of connectivities through the development
of connectivity indices assumes that agents are distributed randomly within the entire
modeling domain which is not the case when it comes to invasive species from ballast
water. 2.7 Connectivity probability However, indices will give indications on where release of ballast water may be
more likely to result in a significant spread of organisms, and which areas will be more
likely to receive invasive species than others. This type of information is important
from a management point of view. For calculation of connectivity indices with the term “momentum” (M) is intro-
duced. Momentum can be calculated in several ways. The momentum can be calculated
for each area and its probability map by simply summing the products of connectivity
probabilities of each surrounding area and the distances to the areas: M area i
ð
Þ ¼ ∑Prob area j
ð
Þ D area j
ð
Þ
ð2:2Þ ð2:2Þ This approach weights the probabilities with distance only. The results presented in
this report apply this formula. However, alternative definitions of “Momentum” may be
applied to include multiplication of probabilities with areal coverage instead of dis-
tance, or a combination of areal coverage and distance, where areal coverage refers to
the size of the area covered by say the 90 % fractile of probabilities. 3 Results and discussion The hydrodynamic model has been validated in terms of water level, salinity and
temperature in a number of stations. The comparisons generally show a fairly good Development of a prototype tool for ballast water risk management 231 comparison between measurement and model. A few examples of this validation are
given in Appendix 2 (see locations in Fig. 1). The comparisons demonstrate that the
model is able to reproduce the water temperatures well within the model domain. Both
the variability and the absolute values are captured by the model. The annual cycle of
the thermal stratification is described well by the model. Also, the salinity conditions
are described well by the model. The model captures the salinity stratification and the
intrusions of saline North Sea water through the Belt Sea to the Arkona and Bornholm
basins and further into the Gotland Deep in the Baltic Proper. The vertical structure of
the water column in the northern North Sea is illustrated in Fig. 4b, which shows the
annual mean salinity and water temperature in a vertical section between Scotland and
Norway. The lower salinities of surface waters along the Norwegian coast represent the
outflowing brackish Baltic water. The model includes the tidal currents as well as the meteorologically induced and the
baroclinic currents. The modeled annual mean surface currents are shown in Fig. 4a. The mean current may be regarded as the residual currents, which may be expected to
be important with respect to connectivity. Significant northward and northeastward
residual current is observed in the southeastern and eastern part of the North Sea,
whereas the western part displays relatively lower residual currents. In the Belt Sea, an
outward (northward) residual surface flow is observed, which transports the brackish
Baltic water out into Skagerrak. In Skagerrak, an anticlockwise gyre is observed and a
residual flow along the Norwegian coast brings the Baltic surface water into the North
Sea and further into the Norwegian Sea. All these features are in accordance with the
literature. In the vertical, Fig. 4c shows a marked outward residual current in the upper
water column along the Norwegian coast. This represents the outflow of mixed,
brackish Baltic water and is consistent with the vertical salinity distribution mentioned
above. In other parts of the vertical cross-section, a relatively low, southward residual
current is observed. 3 Results and discussion Because the calculation procedures are repeated for each 6-h time step of the 1-year
simulation time, each agent will be included multiple times as part of the statistical
basis for the analyses. Thus, the total number of agents being analyzed results in a large
number of agents as the basis for the statistical probability maps. The statistical analyses of connectivity were done based on results from the ABM
simulations carried out for both a regional model for the entire model domain and a
local model for the Kattegat, the Belts, and the western part of the Baltic Sea. The
statistical basis for the downstream connectivity of scenario 1 is shown in Figs. 5 and 6
for the two models. For the vast majority of the model domain, the statistical basis for
each area is more than 1,000 agents. Smaller numbers are found close to the shorelines
and in the inner Danish straits. This is partly because a part of the 25×25 km squares
along shorelines include land and thus the area covered by water is smaller than 25×
25 km. In addition, the smaller numbers may be a result of more agents being excluded
from the simulation because agents closer to land and in shallow areas more likely hit
land or seafloor boundaries. As described in the previous sections, these coastal areas are discarded from the
statistical analyses. Also in areas located close to the open boundaries of the model
domain, the statistical basis is small because of many agents crossing the open
boundaries and subsequently not available for statistical analyses. Because of these
issues, the robustness of the methodology based on the current simulations is strongest 232 F.T. Hansen et al. Fig. 4 a Modeled annual (2005) mean surface currents. b Modeled annual mean water temperature in a
vertical section from Scotland to Norway. c The north-south current component in the same vertical section. See Fig. 1 for the location of the vertical section Fig. 4 a Modeled annual (2005) mean surface currents. b Modeled annual mean water temperature in a
vertical section from Scotland to Norway. c The north-south current component in the same vertical section. See Fig. 3 Results and discussion 1 for the location of the vertical section in the open waters of the North Sea, Kattegat, and the eastern Baltic Sea, and
may be less robust in some parts of the coastal and shallow waters, and close
to the open model boundaries. Robustness can be improved by applying more
agents in the inner Danish straits, by improving the model describing the agent
trajectories more correctly close to land and seafloor boundaries, and by
extending the model domain further out in order to reduce the impact of open
model boundaries on connectivity statistics. The statistical basis shown in
Figs. 5 and 6 is for scenario 1 for 1 week dispersal time. Similarly, data on
statistical basis can be shown for scenarios 2–4 and for each dispersal time. Development of a prototype tool for ballast water risk management 233 Fig. 5 Statistical basis for the downstream connectivity probability mapping of scenario 1. Numbers are
numbers of agents available for the statistical analysis of the downstream connectivity using the regional
model Fig. 5 Statistical basis for the downstream connectivity probability mapping of scenario 1. Numbers are
numbers of agents available for the statistical analysis of the downstream connectivity using the regional
model 3.1 Connectivity probability maps An example of downstream connectivity probability maps for scenario 1 (simple
drifting) for one selected area in the North Sea (indicated by red arrows) for four
different dispersal times: 1, 2, 3, and 4 weeks is shown below (Fig. 7). Values are
probability values between 0 and 1, and the sum of probabilities in each map is 1 since
no mortality is considered. Only values greater than 0.01 are shown. In all maps, the
probability distributions are highly influenced by north-going currents along the west
coast of Jutland showing that probability values greater than 0.01 are dominating in the
northern and northeastern directions. Maps also indicate that there are significant
differences in probability maps depending on the dispersal time considered—the longer
the dispersal time considered, the further away agents move. Four probability maps of the four different dispersal times are combined into one
probability map (Fig. 8). Because no mortality is included, each dispersal time weight-
ed equally and probabilities for the four dispersal times are simply averaged. Fig. 6 Statistical basis for the downstream connectivity probability mapping of scenario 1. Numbers are
numbers of agents available for the statistical analysis of the downstream connectivity using the local model Fig. 6 Statistical basis for the downstream connectivity probability mapping of scenario 1. Numbers are
numbers of agents available for the statistical analysis of the downstream connectivity using the local model F.T. Hansen et al. 234 Fig. 7 Downstream connectivity probability maps for one selected area in the North Sea (indicated by red
arrows) for four dispersal times: 1, 2, 3, and 4 weeks. Only probability values larger than 0.01 are shown Fig. 7 Downstream connectivity probability maps for one selected area in the North Sea (indicated by re
arrows) for four dispersal times: 1, 2, 3, and 4 weeks. Only probability values larger than 0.01 are shown All probability maps presented in Figs. 7 and 8 reflect the hydrodynamical variations
during 2005 for scenario 1 where simple drifting is simulated. Similar maps for any
area within the model domain can be extracted from the downstream connectivity
matrices for scenarios 1–4 representing a given dispersal time or a combination of
dispersion times. For scenarios where mortality is included, the connectivity probability
maps of the combination of the four dispersal times are weighted according to the Fig. 8 Downstream connectivity probability map for one selected area (the same as in Fig. 3.1 Connectivity probability maps 7) in the North Sea
(indicated by red arrow) with aggregated probability values for 1, 2, 3, and 4 weeks’ dispersal times Fig. 8 Downstream connectivity probability map for one selected area (the same as in Fig. 7) in the North S
(indicated by red arrow) with aggregated probability values for 1, 2, 3, and 4 weeks’ dispersal times Development of a prototype tool for ballast water risk management 235 probability of agents to survive on each of the four dispersal times. This will result in an
aggregated probability map where, e.g., 1 week dispersal probabilities will be weighted
more than 2-, 3-, and 4-week probability values. Other dispersal times, e.g., 2, 4, 6, and
8 days, will show probability maps with a much narrower distribution of >0.01
probabilities around each area. These are not presented here. Similarly, maps for upstream connectivity probabilities can be extracted for each
area representing the probability of agents registered in an area having come from other
areas. Results for the upstream analyses are not presented here. Both upstream and downstream probability connectivity maps for scenario 1 aggre-
gated over time for every 25×25 km blocks are available on Online Supplementary
Material. 3.2 Connectivity indices Downstream momentum was calculated for the four scenarios based on the aggregated
connectivity probabilities (=probabilities evaluated based on multiple dispersal times). Notice that momentums for scenario 3 are based on combined 1-, 2-, 3-, and 4-week
dispersal times, while for scenarios 2 and 4, momentums are based on combined 3, 9,
15, and 21 days dispersal times. For comparisons, scenario 1 will be evaluated at each
of these set of time scales. Downstream momentum for scenario 1 for 1-, 2-, 3-, and 4-weeks’ dispersal times
are shown in Figs. 9 and 10. The greatest downstream momentum values are found in the northeastern part of the
North Sea between the Danish and Norwegian coasts, along the west coast of the
Netherlands and in Kattegat and the Danish belts, while large parts of the western part
of the North Sea, German Bight, and the Baltic sea east of Bornholm have low
connectivities. Fig. 9 Downstream connectivity indices (momentums) for scenario 1 (passive particle tracking). Indices are
based on combined 1-, 2-, 3-, and 4-weeks’ dispersal times Fig. 9 Downstream connectivity indices (momentums) for scenario 1 (passive particle tracking). Indices a
based on combined 1-, 2-, 3-, and 4-weeks’ dispersal times F.T. Hansen et al. 236 Fig. 10 Downstream connectivity indices (momentums) for scenario 1 (passive particle tracking) presented as
deviation from mean value in percentages for 1-, 2-, 3-, and 4-weeks’ dispersal times Fig. 10 Downstream connectivity indices (momentums) for scenario 1 (passive particle tracking) presented
deviation from mean value in percentages for 1-, 2-, 3-, and 4-weeks’ dispersal times Downstream momentum for scenario 2 for 3-, 9-, 15-, 21-days’ dispersal times are
shown in Figs. 11 and 12. Downstream momentum values of scenario 2 show a similar distribution pattern as
in scenario 1. Notice that dispersal time applied for scenarios 1 and 2 are different. For
more accurate comparison, see the following section. Downstream momentum for scenario 3 for 1-, 2-, 3-, 4-weeks’ dispersal times are
shown in Figs. 13 and 14. Fig. 11 Downstream connectivity indices (momentums) for scenario 2 (planktonic organisms). Indices are
based on combined 3-, 9-, 15-, and 21-days’ dispersal times Fig. 11 Downstream connectivity indices (momentums) for scenario 2 (planktonic organisms). Indices are
based on combined 3-, 9-, 15-, and 21-days’ dispersal times Development of a prototype tool for ballast water risk management 237 Fig. 3.2 Connectivity indices 12 Downstream connectivity indices (momentums) for scenario 2 (planktonic organism) presented as
deviation from mean value in percentages for 3-, 9-, 15-, and 21-days’ dispersal times Fig. 12 Downstream connectivity indices (momentums) for scenario 2 (planktonic organism) presented
deviation from mean value in percentages for 3-, 9-, 15-, and 21-days’ dispersal times Downstream momentum values for scenario 3 show a similar distribution pattern to
that in scenario 1. For more accurate comparison see the following section. Downstream momentum values for scenario 3 show a similar distribution pattern to
that in scenario 1. For more accurate comparison see the following section. Downstream momentums for scenario 4 for dispersal times corresponding to the
time duration of the time between the registration of each organism until it settles are
shown in Figs. 15 and 16. Downstream momentum values for scenario 4 show a similar overall distribution
pattern to those seen in scenarios 1, 2, and 3, however with some deviation. For more
accurate comparison see the following section. Fig. 13 Downstream connectivity indices (momentums) for scenario 3 (juvenile fish). Indices are based on
combined 1-, 2-, 3-, and 4-weeks’ dispersal times Fig. 13 Downstream connectivity indices (momentums) for scenario 3 (juvenile fish). Indices are based on
combined 1-, 2-, 3-, and 4-weeks’ dispersal times F.T. Hansen et al. 238 Fig. 14 Downstream connectivity indices (momentums) for scenario 3 (juvenile fish) presented as deviation
from mean value in percentages for 1, 2, 3, and 4 weeks’ dispersal times Fig. 14 Downstream connectivity indices (momentums) for scenario 3 (juvenile fish) presented as deviation
from mean value in percentages for 1, 2, 3, and 4 weeks’ dispersal times 3.3 Importance of dispersal time 3.3 Importance of dispersal time The selection of dispersal time for evaluating connectivity between marine areas is important
simply because the longer time we “follow” the dispersal of an organism, the longer distance
the organism is likely to travel, given that the organism is still alive. In terms of connectivity
indices, this implies that longer dispersal times give greater connectivity indices. However,
in addition to the magnitude of the connectivity indices, the spatial pattern of connectivity Fig. 15 Downstream connectivity indices (momentums) for scenario 4 (pelagic larvae). Indices are based on
dispersal times corresponding to the time duration until each individual settles Fig. 15 Downstream connectivity indices (momentums) for scenario 4 (pelagic larvae). Indices are based o
dispersal times corresponding to the time duration until each individual settles Development of a prototype tool for ballast water risk management 239 Fig. 16 Downstream connectivity indices (momentums) for scenario 4 (pelagic larvae) presented as deviation
from mean value in percentages for dispersal times corresponding to the time duration until each individual
settles Fig. 16 Downstream connectivity indices (momentums) for scenario 4 (pelagic larvae) presented as deviation
from mean value in percentages for dispersal times corresponding to the time duration until each individual
settles indices may change. As an example, connectivity indices were calculated for scenario 1 for
two sets of dispersal times: 2, 4, 6, 8 days, and 7, 14, 21, 28 days and deviation from the
overall mean value were plotted (Fig. 17). Although the overall patterns of the two plots for
the two sets of dispersal times are similar, some discrepancies are evident. Some areas show
larger deviation from the mean value when evaluated on a longer time span, while others
show smaller deviation from the mean value. 3.4 Importance of biological factors 3.4 Importance of biological factors As for the selection of dispersal time when evaluating connectivity between marine
areas, biological factors including mortality, settling, etc., are important because the
longer an organism lives, the longer we can “follow” the dispersal of an organism and
the longer distance the organism is likely to travel if flow conditions are suitable. Thus,
when applying connectivity probability maps to predict, for instance, the likelihood that Fig. 17 Downstream connectivity indices (momentums) for scenario 1 (passive particle tracking) presented as
deviation from mean value in percentages for 2-, 4-, 6-, and 8-days (left) and 1-, 2-, 3-, and 4-weeks’ (right)
dispersal times Fig. 17 Downstream connectivity indices (momentums) for scenario 1 (passive particle tracking) presented as
deviation from mean value in percentages for 2-, 4-, 6-, and 8-days (left) and 1-, 2-, 3-, and 4-weeks’ (right)
dispersal times F.T. Hansen et al. 240 Fig. 18 Comparison of downstream connectivity indices (momentums) for scenario 1 (passive particle
tracking) and scenario 2 (planktonic organism. Left panel Scenario 2 (planktonic organism). Right panel
Scenario 1 (passive particle tracking). Presented as deviation from mean value in percentages for 3-, 9-, 15-,
21-days’ dispersal times Fig. 18 Comparison of downstream connectivity indices (momentums) for scenario 1 (passive particle
tracking) and scenario 2 (planktonic organism. Left panel Scenario 2 (planktonic organism). Right panel
Scenario 1 (passive particle tracking). Presented as deviation from mean value in percentages for 3-, 9-, 15-,
21-days’ dispersal times an introduced organism in an area will spread to other specific areas, biological factors
are important. Biological factors may also have an effect when comparing the connectivities
between areas. In Figs. 18 and 19 are shown the comparisons for scenarios 1 and 2,
and scenarios 1 and 3, respectively, for the calculated deviation from the mean value of
the connectivity indices. Comparisons between scenarios 1 and 2 are done for 3-, 9-,
15-, 21-days’ dispersal time, and comparisons between scenarios 1 and 3 are done for
7-, 14-, 21-, 28-days’ dispersal times. Both comparisons show a similar overall pattern
in the variability of connectivity indices. However, scenario 2 shows some differences
compared to scenario 1. For instance, connectivity indices in the Danish belts show
significantly lower deviation from mean than in scenario 1. 3.4 Importance of biological factors This indicates that when
evaluating the connectivity of specific marine areas for organisms with high mortality,
it may be important to consider their mortality when simulating the spread of organ-
isms. Scenario 3 on the contrary shows very little deviation from scenario 1 indicating
that swimming behavior simulated as random walk has no major effect on the spatial
variability in connectivity. For scenario 4, comparisons are done with scenario 2, not scenario 1, since scenario
4 is not evaluated on selected dispersal time, but rather dispersal times corresponding to
the time duration from the time of registration of an agent in an area until it settles. To
get an idea how settling affects the momentum, comparison of “deviations from mean” Fig. 19 Comparison of downstream connectivity indices (momentums) for scenario 1 (passive particle
tracking) and scenario 3 (juvenile fish). Left panel Scenario 3 (juvenile fish). Right panel Scenario 1 (passive
particle tracking). Presented as deviation from mean value in percentages for 1-, 2-, 3-, 4-weeks’ dispersal
times Fig. 19 Comparison of downstream connectivity indices (momentums) for scenario 1 (passive particle
tracking) and scenario 3 (juvenile fish). Left panel Scenario 3 (juvenile fish). Right panel Scenario 1 (passive
particle tracking). Presented as deviation from mean value in percentages for 1-, 2-, 3-, 4-weeks’ dispersal
times Development of a prototype tool for ballast water risk management 241 Fig. 20 Comparison of downstream connectivity indices (momentums) for scenario 2 (planktonic organisms)
and scenario 4 (pelagic larvae of benthic invertebrate). Left panel Scenario 4 (pelagic species). Right panel
Scenario 2 (planktonic organism). Presented as deviation from mean value in percentages. Dispersal times
evaluated for scenario 2 is 3, 9, 15, and 21 days and for scenario 4 the time duration until each individual
settles Fig. 20 Comparison of downstream connectivity indices (momentums) for scenario 2 (planktonic organisms)
and scenario 4 (pelagic larvae of benthic invertebrate). Left panel Scenario 4 (pelagic species). Right panel
Scenario 2 (planktonic organism). Presented as deviation from mean value in percentages. Dispersal times
evaluated for scenario 2 is 3, 9, 15, and 21 days and for scenario 4 the time duration until each individual
settles between scenario 2 and 4 are shown (Fig. 20). Differences between scenarios 2 and 4
are the settling introduced in scenario 4 and that momentums of scenario 2 are
evaluated at discrete dispersal times (3, 9, 15 and 21 days). 3.4 Importance of biological factors Here, as for scenarios 2
and 3, the main overall patterns in the variability of connectivity indices are maintained,
with some deviations locally. 3.5 Momentum—upstream Upstream connectivity indices are only shortly presented here since the main focus of
this study is to identify areas where the release of ballast water may have a high
potential for spreading to other parts of the North Sea region. We will not go into detail
on how dispersal time or biological factors may affect the outcome of the upstream
connectivity analysis. However, in general, the upstream connectivity indices show
similar spatial variability between areas, clearly identifying areas more likely to receive Fig. 21 Upstream connectivity indices (momentums) for scenario 1 (passive particle tracking). Indices are
based on combined 1-, 2-, 3-, and 4 weeks’ dispersal times Fig. 21 Upstream connectivity indices (momentums) for scenario 1 (passive particle tracking). Indices a
based on combined 1-, 2-, 3-, and 4 weeks’ dispersal times 242 F.T. Hansen et al. ballast-water-derived organisms from far away. Figure 21 shows the upstream connec-
tivity indices for scenario 1 (passive particle tracking) based on 1-, 2-, 3-, 4-weeks’
dispersal times. ballast-water-derived organisms from far away. Figure 21 shows the upstream connec-
tivity indices for scenario 1 (passive particle tracking) based on 1-, 2-, 3-, 4-weeks’
dispersal times. Areas with the highest values of upstream connectivity are primarily areas of the
deeper part of the waters between northwestern Jutland and Norway and along the
southwestern Norwegian coast. The values are highly distinct from other marine areas
and this indicates that these areas serve as major sinks or receiving water bodies of
passively transported agents. Again, as for the downstream connectivity, lowest values
are found in particular in the western part of the North Sea, in the German Bights and
the Baltic Sea east of Bornholm. Intermediate values are found in the eastern part of the
North Sea, in Kattegat, the Danish straits including Fermarn Belt, and in the western
parts of the Baltic Sea. 4 Conclusions and outlook The analyses carried out for this study show that when evaluating the connectivity of
marine waters of the North Sea region including Skagerak, Kattegat, the Danish belts,
and the western parts of the Baltic Sea, the hydrodynamics seem to play the most
important role when considering small organisms with limited ability to perform a
significant autonomic movement behavior. Despite some differences in calculated
connectivities due to biological factors and the choice of dispersal time applied for
the connectivity analyses, the overall pattern of the variability of connectivity indices
show, at least at this preliminary stage of analysis and at a regional level, a rather
unambiguous indication that biological factors and dispersal time are only of secondary
importance when ranking areas according to their degree of connectivity. At the local
level, however, under some conditions, biological factors as well as the choice of
dispersal time applied may play an important role. We recommend that additional biological factors that could have a potential impact
on connectivity of marine areas should be identified and tested to sustain (or contradict)
these conclusions. These may include: (1) simulation of diurnal vertical migration of
planktonic species, (2) simulation of oriented swimming behavior of juvenile fish, and
(3) analyses of differences in connectivity between seasons. Also, the methodology proposed here for calculating connectivity (as momentums)
solely depending on the distance traveled by each simulated organism during a number
of dispersal time needs to be consolidated. As an example, the inclusion of the area
covered by, e.g., a 90 % fractile of connectivity probabilities could be considered. In addition to connectivity indices, the downstream connectivity probability maps
for each individual area have a very high potential for predicting the probability of a
ballast-water-derived organism ending up at a specific location, e.g., locations identi-
fied as being especially sensitive or at locations providing suitable habitat for specific
species. Similarly, upstream connectivity probability maps for a specific area (a given
habitat, Marine-Protected Areas, etc.) predict which areas may potentially contribute
with ballast-water-derived organisms. The primary aim of the methodology presented here is to demonstrate how to apply
a combination of agent-based modeling and hydrodynamical modeling to describe and
develop measures for the inter-connectivity of marine ecosystems systems and its Development of a prototype tool for ballast water risk management 243 potential application for ballast water risk assessment. 4 Conclusions and outlook During this work, a number of
issues have been identified on how to improve the methodology: (1) the hydrodynam-
ical model was not developed specifically to address these issues, in particular near-
shore hydrodynamics are important to avoid agents being “captured” in still water
which in most cases may be a model resolution artifact rather than a true hydrodynam-
ical phenomenon, (2) agent-based models may be further developed to be species-
specific including habitat preferences, environmental stresses and population dynamics,
and (3) inclusion of water quality modeling will improve prediction of the effects on
environmental stressors on agents. In case our prototype tool is further developed, we foresee that it may be useful for at
least three other purposes: 1. Data layers for assessments of cumulative human pressures and impacts (sensu
Halpern et al. 2008). Mapping of cumulative pressures and impacts relies on
ecologically relevant data layers, both for pressures and ecosystem components. The downstream connectivity index presented in this study could potentially be
regarded as a pressure layer representing likely dispersal routes of introduced alien
species. According to the EU Marine Strategy Framework Directive (Anon 2008),
which is based on the Ecosystem Approach to management of human activities, all
“marine” EU Member States are required to map cumulative pressures (see
examples in Korpinen et al. 2012 and Andersen et al. 2013). The mapping carried
out so far in Europe does not, as far as we know, take into account aliens species
and their potential dispersal routes. It would in our opinion be an important step
forward to full implementation of the Ecosystem Approach as both alien species
and dispersal routes are included in the next generation of cumulative impact
assessments 2. Marine Spatial Planning, including zoning and site selection, i.e., for future
designation and design of Marine-Protected Areas taking the identification of so-
called “Blue Corridors” into consideration (Martin et al. 2006). We foresee that the
connectivity index can be modified and used for estimation of where species-
specific “Blue Corridors” might be located. If so, the index developed and
presented in this study could be useful for evidence-based design and designation
of networks of Marine-Protected Areas in regional seas or at subregional scale. 3. Ballast water risk assessments, especially in regard to exemptions from the Ballast
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risk. For example, the modeling setup can be modified to specific local conditions
(salinity, temperature, dominating currents, etc.) and target to specific organisms of
interests. In conclusion, we have developed a prototype Decision Support Tool for modeling
of risks of spreading of introduced alien species via ballast water. The prototype tool
reported is based on two types of models and a postprocessing activity: Firstly, a 3D
hydrodynamical model calculates the currents in the North Sea and Danish Straits. 244 F.T. Hansen et al. Secondly, an agent-based model estimates the dispersal of selected model organisms
with the current regime calculated by the 3D model. Thirdly, scenarios of dispersal are
combined into an interim estimate of connectivity within the study area. Secondly, an agent-based model estimates the dispersal of selected model organisms
with the current regime calculated by the 3D model. Thirdly, scenarios of dispersal are
combined into an interim estimate of connectivity within the study area. The prototype tool should in our opinion be regarded as a platform for further
development and testing. However, it can in its present form be used for interim
estimates of connectivity and hence as a tool for assessment of potential risk associated
to intentional or unintentional discharges of ballast water. The tool can also be used for
other purposes, e.g., in regard to ecosystem-based management and the implementation
of the EU Marine Strategy Framework Directive. Acknowledgments
This study is based on work done under The Ballast Water Opportunity project, which
is co-funded by the INTERREG IVB North Sea Region Programme of the European Regional Development
Fund (ERDF), the Danish Nature Agency and DHI. The authors would like to thank Johnny Reker, Joachim
Raben-Levetzau, Flemming Møhlenberg, and Ulrik Berggren for constructive discussions as well as Ciarán
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ICES, and the Institute of Marine Research. Norway Mar Ecol Prog Ser 300:241–296 OSPAR (2010) Quality Status Report 2010. OSPAR Commission. 175 pp. http://qsr2010.ospar.org/en/index. html. Accessed 2 May 2014 Paris CB, Cowen RK, Claro R, Lindeman KC (2005) Larval transport pathways from Cuban snapper
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Risk factors and comorbidity of ICD‐11 PTSD and complex PTSD: Findings from a trauma‐exposed population based sample of adults in the United Kingdom
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System, Palo Alto, CA USA 6 Department of Psychiatry and Behavioural Sciences, Stanford University, Stanford, CA,
USA. USA. 7Psychology and Psychological Therapies Directorate, Cardiff & Vale University Health
Board, Cardiff, UK. 8Division of Psychological Medicine & Clinical Neurosciences, School of Medicine, Cardiff
University, Cardiff, UK. 10Ulster University, School of Psychology, Derry, Northern Ireland. Affiliations 1School of Health & Social Care, Edinburgh Napier University, Edinburgh, UK
2NHS Lothian, Rivers Centre for Traumatic Stress, Edinburgh, UK
3Department of Psychology, Maynooth University, Kildare, Ireland
4Centre for Global Health, Trinity College Dublin, Dublin, Ireland 5National Center for PTSD Dissemination and Training Division, VA Palo Alto Health Care
System, Palo Alto, CA USA 1Address for Correspondence: Prof. Thanos Karatzias, Edinburgh Napier University, Sighthill Campus, Sighthill Court,
Edinburgh EH11 4BN, Scotland UK,Tel. (+44) (0) 131 455 5345,
Email.t.karatzias@napier.ac.uk 1 1 Abstract Background: Following the recently published 11th version of the WHO International
Classification of Diseases (ICD-11), we sought to examine the risk factors and comorbidities
associated with posttraumatic stress disorder (PTSD) and Complex PTSD (CPTSD). Method: Cross-sectional and retrospective design. The sample consisted of 1051 trauma-
exposed participants from a nationally representative panel of the UK adult population. Results: 5.3% (95% CI = 4.0%-6.7%) met the diagnostic criteria for PTSD and 12.9% (95%
CI = 10.9%-15.0%) for CPTSD. Diagnosis of PTSD was independently associated with being
female, being in a relationship, and the recency of traumatic exposure. CPTSD was
independently associated with younger age, interpersonal trauma in childhood, and
interpersonal trauma in adulthood. Growing up in an urban environment was associated with
diagnosis of PTSD and CPTSD. High rates of physical and mental health comorbidity were
observed for PTSD and CPTSD. Those with CPTSD were more likely to endorse symptoms
reflecting Major Depressive Disorder (OR = 21.85, 95 CI = 12.51 – 38.04) and Generalized
Anxiety Disorder (OR = 24.63, 95 CI = 14.77 – 41.07). Presence of PTSD (OR = 3.13, 95 CI
= 1.81 – 5.41) and CPTSD (OR = 3.43, 95 CI = 2.37 – 4.70) increased the likelihood of
suicidality by more than three times. Nearly half the participants with PTSD and CPTSD
reported the presence of a chronic illness. Conclusions: CPTSD is a more common, co-
morbid, debilitating condition compared PTSD. Further research is now required to identify
effective interventions for its treatment. Keywords: ICD 11 PTSD, CPTSD, risk factors, comorbidities 2 2 Introduction Furthermore, CPTSD is more strongly associated with symptoms of 3 depression, anxiety, borderline personality disorder, and suicidality than PTSD (Hyland et al.,
2018). Identifying risk factors and comorbidities associated with these disorders has
important implications for diagnosis and subsequent treatment, as well as for prevention and
early intervention. If clinicians know who is more likely to be adversely affected by a
particular disorder following traumatic exposure, they can monitor individuals with a view to
providing interventions before their problems become chronic. Especially in the case of
CPTSD, an understanding of the risk factors will contribute to the development of theoretical
models to explain its onset and course, which could ultimately lead to more focused
interventions and better treatment outcomes. depression, anxiety, borderline personality disorder, and suicidality than PTSD (Hyland et al.,
2018). Identifying risk factors and comorbidities associated with these disorders has
important implications for diagnosis and subsequent treatment, as well as for prevention and
early intervention. If clinicians know who is more likely to be adversely affected by a
particular disorder following traumatic exposure, they can monitor individuals with a view to
providing interventions before their problems become chronic. Especially in the case of
CPTSD, an understanding of the risk factors will contribute to the development of theoretical
models to explain its onset and course, which could ultimately lead to more focused
interventions and better treatment outcomes. Introduction In 2018, the World Health Organization published the 11th version of the
International Classification of Diseases (ICD-11); the official diagnostic system used
worldwide. Substantial revisions were made to the trauma-related diagnoses in ICD-11 that
are located within the parent category of ‘Disorders Specifically Associated with Stress’. The
symptom profile and diagnostic requirements for Posttraumatic Stress Disorder (PTSD) were
narrowed relative to the ICD-10 and the fifth edition of the Diagnostic and Statistical Manual
(DSM-5: American Psychiatric Association [APA], 2013), and Complex PTSD (CPTSD) was
introduced to the diagnostic nomenclature for the first time (see Table 1; Maercker et al.,
2013). A multi-national field survey found that clinicians demonstrated accuracy in
differential diagnoses between PTSD and CPTSD formulations (Keeley et al., 2016), and a
review of the extant research indicated support for the construct validity of PTSD and
CPTSD (Brewin et al., 2017). CPTSD has been shown to occur more frequently following exposure to traumatic
events that are of an interpersonal nature, that are difficult or impossible to escape from, and
particularly when occurring during early development (e.g., childhood sexual abuse, torture,
captivity; see Karatzias et al., 2018a). CPTSD is also a more impairing condition than PTSD
(Karatzias et al., 2017) and may require enhanced interventions which are quantitatively and
qualitatively different to those currently offered for PTSD (Karatzias et al., 2018b). Little is
currently known about the risk factors that differentiate PTSD and CPTSD following CPTSD has been shown to occur more frequently following exposure to traumatic
events that are of an interpersonal nature, that are difficult or impossible to escape from, and
particularly when occurring during early development (e.g., childhood sexual abuse, torture,
captivity; see Karatzias et al., 2018a). CPTSD is also a more impairing condition than PTSD
(Karatzias et al., 2017) and may require enhanced interventions which are quantitatively and
qualitatively different to those currently offered for PTSD (Karatzias et al., 2018b). Little is
currently known about the risk factors that differentiate PTSD and CPTSD following
traumatic exposure, or, how frequently other mental and physical health disorders co-occur
with PTSD and CPTSD. Emerging evidence, primarily drawn from clinical samples, suggests
that childhood sexual abuse, negative trauma-related cognitions, distress intolerance, and
unemployment status are associated with an increased risk of CPTSD (Hyland et al., 2017;
Hyland et al., 2018). TABLE 1 HERE With this in mind, the current study was undertaken to: (a) identify demographic
(gender, age, urbanicity, history of emigration, relationship status, number of children, 4
(gender, age, urbanicity, history of emigration, relationship status, number of children,
employment status, and education status) and trauma-related (time passed since traumatic
exposure, childhood non-interpersonal trauma, childhood interpersonal trauma, adulthood
non-interpersonal trauma, and adulthood interpersonal trauma) risk factors associated with
PTSD and CPTSD diagnosis; and (b) determine the comorbidity rates for PTSD and CPTSD
with Major Depressive Disorder (MDD), Generalized Anxiety Disorder (GAD), Alcohol Use
Disorder (AUD), suicidality, and the presence of a chronic illness. Based on the existing
literature of the risk factors for ICD-11 PTSD and CPTSD, as well as the wider trauma
literature, we expected that PTSD would be would associated with being female (Tolin &
Foa, 2006) and that CPTSD would be associated with exposure to an increased number
interpersonal trauma types during childhood (Hyland et al., 2017). Although not yet
examined in relation to ICD-11 PTSD and CPTSD, urban residence has been shown to
increase the risk for multiple psychiatric disorders including mood and anxiety disorders
independent of other covariates (Peen, Schoevers, Beekman, & Dekker, 2010), therefore, we 4 4 expected that growing up in an urban area would be associated with an increased risk for both
PTSD and CPTSD. Finally, based on data from clinical (Hyland et al., 2018) and internally
displaced (Shevlin et al., 2018) samples, we expected that PTSD and CPTSD would be
highly comorbid with the other psychiatric disorders measured in this study. 2.1 Participants and procedures A trauma-exposed adult sample of the United Kingdom (UK) population was used in
the current study. Sample participants were drawn from an existing online research panel that
was representative of the UK adult population. Panel members were randomly recruited
through probability-based sampling. Inclusion criteria for the current sample were that
respondents were (a) born in the UK, (b) aged 18 years or older at the time of the survey, and
(c) screened positive for at least one traumatic event in their lifetime (assessed using the Life
Events Checklist, described below). Ethical approval was granted by the Research Ethics
Committee of the institution to which the second author was affiliated at the time of the
survey. No inducements or incentives were offered for participation. In total, 2,653 panel
members were contacted, and 1,051 people qualified for inclusion on the basis of meeting the
inclusion criteria (selection rate = 39.6%). The mean age of the sample was 47.18 years (SD = 15.00, range = 18-90 years), and
68.4% (n = 719) of participants were female. The majority of respondents indicated that they
did not grow up in an urban area (54.7%, n = 574), had not emigrated in their lifetime
(82.2%, n = 864), were currently in a committed relationship (70.4%, n = 740), did not have
any children under the age of 16 years (67.5%, n = 709), were in full- or part-time
employment (58.5%, n = 615), and had completed a college or university education (62.7%, n
= 659). The mean age of the sample was 47.18 years (SD = 15.00, range = 18-90 years), and
68.4% (n = 719) of participants were female. The majority of respondents indicated that they
did not grow up in an urban area (54.7%, n = 574), had not emigrated in their lifetime
(82.2%, n = 864), were currently in a committed relationship (70.4%, n = 740), did not have
any children under the age of 16 years (67.5%, n = 709), were in full- or part-time employment (58.5%, n = 615), and had completed a college or university education (62.7%, n
= 659). = 659). 5 5 2.2. Measures 2.2. Measures 2.2.1 Traumatic Exposure: A revised version of the Life Events Checklist for DSM-
5 (LEC; Weathers et al., 2013) was used to assess for childhood (“before the age of 18”) and
adulthood (“at or after the age of 18”) exposure to 16 different traumatic events. Participants
indicated on a ‘Yes’ (1) or ‘No’ (0) basis if they had directly experienced each traumatic
event during both developmental periods. Following Ehring and Quack’s (2010) approach,
we calculated summed scores for non-interpersonal trauma (natural disaster, fire or
explosion, transportation accident, serious accident at work or home or during recreational
activity, exposure to toxic substance, life-threatening illness or injury, severe human
suffering, sudden and violent death, sudden and unexpected death of someone close to you)
and interpersonal trauma (physical assault, assault with a weapon, sexual assault, other
unwanted or uncomfortable sexual experiences, combat or exposure to a war-zone, captivity,
serious injury and/or harm and/or death you caused to someone else) in childhood and
adulthood. Scores for non-interpersonal trauma (in childhood and in adulthood) ranged from
0-9, and scores for interpersonal trauma (in childhood and in adulthood) ranged from 0-7. 2.2.2 ICD 11 PTSD and CPTSD: The International Trauma Questionnaire (ITQ:
Cloitre et al., 2018) is a self-report measure of ICD-11 PTSD and CPTSD. The ITQ assess
the respondent’s most distressing traumatic event and the time passed since the trauma
occurred (response options: < 6 months ago, 6-12 months ago, 1-5 years ago, 5-10 years ago,
10 to 20 years ago, and > 20 years ago). The ITQ contains 12 items measuring the six PTSD
( = .91) and six Disturbances in Self-Organisation (DSO) symptoms ( = .92). There are
three items measuring functional impairment (in the domains of social-life, work-life, and
other important areas of life) associated with both sets of symptoms. Individuals respond to
the PTSD items in terms of how much they have been bothered by each symptom over the
past month, and respond to the DSO items in terms of how they typically feel, think about 6 6 themselves, and relate to others. All items are measured using a five-point Likert scale
ranging from 0 (“Not at all”) to 4 (“Extremely”). Diagnostic requirements are presented in
Table 1, and a symptom was considered present based on a score of ≥ 2 (“Moderately”). Importantly, the ICD-11 diagnostic rules only permit a diagnosis of PTSD or CPTSD, not
both. 2.2. Measures The psychometric properties of the ITQ, and the diagnostic rates of PTSD and CPTSD,
were demonstrated in a prior study based on this exact sample (Cloitre et al., 2018). The
diagnostic rates are presented below in the results section. 2.2.3 Major Depressive Disorder (MDD): The Patient Health Questionnaire-9
(PHQ-9; Kroenke, Spitzer, & Williams, 2001) is a nine-item, self-report measure of MDD
that aligns to the diagnostic criteria of the DSM-5 (APA, 2013). Individuals are instructed to
respond to each item in terms of how much they have been bothered by that symptom over
the past two weeks using a four-point Likert scale ranging from 0 (“Not at all”) to 3 (“Nearly
every day”). The PHQ-9 has demonstrated strong psychometric properties (Manea, Gilbody
& McMillan, 2015) and the internal reliability among the current sample was excellent ( =
.94). Scores range from 0 to 27 and scores ≥ 10 are indicative of a diagnosis of MDD
(Kroenke et al., 2009). 2.2.4 Generalized Anxiety Disorder (GAD): The Generalized Anxiety Disorder 7-
Item Scale (GAD-7; Spitzer, Kroenke, Williams & Lowe 2006) is a seven-item, self-report
measure of GAD. Individuals are instructed to respond to each item in terms of how much
they have been bothered by each symptom over the past two weeks using a four-point Likert
scale ranging from 0 (“Not at all”) to 3 (“Nearly every day”). The GAD-7 has demonstrated
good psychometric properties (Kertz, Bigda-Peyton & Bjorgvinsson, 2013) and the internal
reliability among the current sample was excellent (α = .95). Scores range from 0 to 21 and
scores ≥ 10 are indicative of a diagnosis of GAD (Spitzer et al., 2006). 7 7 2.2.5 Alcohol Use Disorder (AUD): The presence of an AUD was measured using
the AUDIT-C, a brief self-report measure comprised of the first three questions of the
Alcohol Use Disorders Identification Test (Saunders, Aasland, Babor & de la Fuente, 1993). The clinical utility of the AUDIT-C has been demonstrated in multiple sample including the
general population (Nayak, Bond, Cherpitel, Patel & Greenfield 2009), military veterans
(Bradley et al., 2003), and hospitalised patients (Kelly, Donovan, Chung, Bukstein &
Cornelius 2009). Scores on the AUDIT-C range from 0-12, and based on a nationally
representative sample of adults from the United States, scores ≥ four effectively capture a
DSM-5 diagnosis of AUD (Dawson, Smith, Saha, Rubinsky, & Grant 2012). 2.2. Measures 2.2.6 Suicidality / Self-harm: Suicidality was measured using two items taken from a
self-report measure of Borderline Personality Disorder symptoms. These questions asked
respondents: “Have you tried to hurt or kill yourself or threatened to do so?” and “Have you
ever cut, burned, or scratched yourself on purpose?” These items were responded to using a
‘Yes’ (1) or ‘No’ (0) response format. A person was deemed to screen positive for lifetime
suicidality if they answered ‘Yes’ to either question. 2.2.7 Chronic Illness: The presence of a chronic illness was assessed using the first
item of the Charlson Comorbidity Index (Charlson, Pompei, Ales & MacKenzie, 1987). This
item asks the respondent “Do you suffer from any chronic illness?” using a ‘Yes’ (1) or ‘No’
(0) response scale. Respondents are subsequently asked to indicate the specific type of
chronic illness they have been diagnosed with. 2.3 Data Analysis Hierarchical binary logistic regression analysis was used to examine the associations
between each risk factor and meeting diagnostic criteria for PTSD and CPTSD, respectively. Eight demographic variables were entered into the model at step 1 and these were: sex (0 =
Male, 1 = Female), age (measured years), having grown up in an urban area (0 = No, 1 = 8 8 Yes), history of emigration (0 = No, 1 = Yes), relationship status (0 = Not in a committed
relationship, 1 = In a committed relationship), number of children under the age of 16,
employment status (0 = Employed, 1 = Unemployed), and attendance of college/university (0
= No, 1 = Yes). Five trauma-related variables were entered into the model at step 2 and these
included: the time passed since trauma (1. < 6 months ago, 2. 6-12 months ago, 3. 1-5 years
ago, 4. 5-10 years ago, 5. 10 to 20 years ago, 6. > 20 years ago), childhood non-interpersonal
trauma, childhood interpersonal trauma, adulthood non-interpersonal trauma, and adulthood
interpersonal trauma. The comorbidity rates for PTSD and CPTSD with MDD, GAD, AUD,
suicidality, and chronic illness were evaluated using the Pearson chi-square tests. There was
very little missing data present (0.19%) and the default listwise deletion method in SPSS was
used in all analyses. Yes), history of emigration (0 = No, 1 = Yes), relationship status (0 = Not in a committed
relationship, 1 = In a committed relationship), number of children under the age of 16, employment status (0 = Employed, 1 = Unemployed), and attendance of college/university (0
= No, 1 = Yes). Five trauma-related variables were entered into the model at step 2 and these
included: the time passed since trauma (1. < 6 months ago, 2. 6-12 months ago, 3. 1-5 years
ago, 4. 5-10 years ago, 5. 10 to 20 years ago, 6. > 20 years ago), childhood non-interpersonal
trauma, childhood interpersonal trauma, adulthood non-interpersonal trauma, and adulthood
interpersonal trauma. The comorbidity rates for PTSD and CPTSD with MDD, GAD, AUD,
suicidality, and chronic illness were evaluated using the Pearson chi-square tests. There was
very little missing data present (0.19%) and the default listwise deletion method in SPSS was
used in all analyses. 3.1 Life events and common mental health problems The most common traumatic event in childhood was physical assault (32.4%, n =
340) and the most common traumatic event in adulthood was the sudden and unexpected
death of a loved one (47.4%, n = 498). The sudden and unexpected death of a loved one was
most commonly reported as the ‘most distressing traumatic event’ (29.4%, n = 309). With
respect to the time passed since the trauma, the most common response was ‘more than 20
years ago’ (40.1%, n = 421). The mean number of childhood non-interpersonal trauma types
was .84 (SD = 1.31, range = 0-9) and the mean number of childhood interpersonal trauma
types was also .84 (SD = 1.20, range = 0-7). The mean number of adulthood non-
interpersonal trauma types was 1.43 (SD = 1.49, range = 0-9), and the mean number of
adulthood interpersonal trauma types was .82 (SD = 1.27, range 0-7). Bivariate correlations
between the different types of trauma were all statistically significant (p < .001) and ranged 9 9 from .26 (between childhood interpersonal trauma and adulthood non-interpersonal trauma)
to .52 (between childhood interpersonal trauma and childhood non-interpersonal trauma). As reported in Cloitre et al. (2018), the PTSD diagnostic criteria were met by 56
respondents (5.3% [95% CI = 4.0% - 6.7%]) and the CPTSD diagnostic criteria were met by
136 respondents (12.9% [95% CI = 10.9% - 15.0%]). Furthermore, based on the
recommended cut-off scores of > 10 for the PHQ-9 and GAD-7, respectively, 368
respondents (35% [95% CI = 32.1% - 37.9%]) had a probable MDD diagnosis and 300
(28.5% [95% CI = 25.8% - 31.3%]) had a probable GAD diagnosis. Additionally, 353
(33.6% [95% CI = 30.7% - 36.4%]) participants had a probable AUD diagnosis based on the
recommended cut-off score of > 4 for the AUDIT-C, 329 (31.3% [95% CI = 28.5% - 34.1%])
reported a history of suicidality, and 322 (30.6% [95% CI = 27.8% - 33.4%]) reported having
been diagnosed with a chronic illness. 3.2 Risk factors for PTSD and CPTSD The results of the two binary logistic regression analyses for PTSD and CPTSD are
presented in Table 2. In the case of meeting diagnostic criteria for PTSD, step 1 of the model
(which included the demographic variables) was statistically significant (χ2 (8) = 23.03, p =
.003), and growing up in an urban area (OR = 2.02) and being in a committed relationship
(OR = 2.30) were significantly associated with PTSD. The trauma variables were entered at
step 2 and did not significantly improve the model (χ2 (5) = 5.68, p = .339). The full model
was statistically significant (χ2 (13) = 28.71, p = .007) and, when adjusting for all
demographic and trauma factors, four variables were significantly associated with a diagnosis
of PTSD: being female (OR = 2.08), having grown up in an urban area (OR = 2.05), being in
a committed relationship (OR = 2.30) and less time having passed since trauma (OR = .81). TABLE 2 HERE 10 In the case of meeting diagnostic criteria for CPTSD, step 1of the model was
statistically significant (χ2 (8) = 65.52, p < .001), and age (OR = .96), growing up in an urban
area (OR = 1.96), and having emigrated (OR = 1.62) were significantly associated with
CPTSD. The inclusion of the trauma variables at step 2 significantly improved the model (χ2
(5) = 67.70, p < .001), and the model as a whole was significant: χ2 (13) = 133.25, p < .001). When adjusting for all demographic and trauma factors, four variables were significantly
associated with a diagnosis of CPTSD: younger age (OR = .97), growing up in an urban area
(OR = 1.72), childhood interpersonal trauma (OR = 1.52), and adulthood interpersonal
trauma (OR = 1.20). 3.3 ICD-11 PTSD and CPTSD comorbidities The comorbidities for PTSD ranged from a low of 30.4% with GAD to a high of
60.0% with AUD (see Table 3). Meeting criteria for PTSD was significantly (all ps < .05)
associated with an increased likelihood of having a probable MDD diagnosis (OR = 1.79), a
chronic illness (OR = 1.90), an AUD (OR = 2.04), and a history of suicidality (OR = 3.13). The comorbidities for CPTSD ranged from a low of 45.6% with chronic illness to 89.0% with
MDD. Meeting criteria for CPTSD significantly increased the likelihood of having every
other condition (all ps < .01) including being approximately 25 times more likely to have a
probable MDD diagnosis and being 22 times more likely to have a probable GAD diagnosis. The associations between CPTSD and AUD, suicidality, and chronic illness, respectively,
were of a similar magnitude to those observed for PTSD. TABLE 3 HERE 4. Discussion 4.1 Main findings Our results showed that physical abuse and the unexpected death of a loved one were
the most common traumatic events during childhood and adulthood, respectively. We also 11 11 found that PTSD was independently associated with being female, being in a committed
relationship, and less time having passed since traumatic exposure. In contrast, CPTSD was
independently associated with younger age, having experienced a higher number of different
childhood interpersonal traumas, and having experienced a higher number of different
adulthood interpersonal traumas. A shared risk factor associated with PTSD and CPTSD was
growing up in an urban environment. High rates of comorbidity were observed for PTSD and
CPTSD however in the cases of MDD and GAD, CPTSD was substantially more strongly
associated with these disorders than was PTSD. Presence of PTSD and CPTSD increased the
likelihood of suicidality by more than three times, and an AUD and a chronic illness by
approximately two times. 4.2 Comparison with other studies In this trauma-exposed community sample of the UK population, we found that
CPTSD was a more common diagnosis than PTSD. This is in contrast to findings from a
nationally representative sample of the Israeli population that reported higher rates of PTSD
(9.0%) than CPTSD (2.6%) (Ben-Ezra et al., 2018), and findings from a nationally
representative sample of the United States population that reported similar rates of PTSD
(3.4%) and CPTSD (3.8%) (Cloitre et al., in press). It is probable that the trauma-exposed In this trauma-exposed community sample of the UK population, we found that
CPTSD was a more common diagnosis than PTSD. This is in contrast to findings from a
nationally representative sample of the Israeli population that reported higher rates of PTSD
(9.0%) than CPTSD (2.6%) (Ben-Ezra et al., 2018), and findings from a nationally
representative sample of the United States population that reported similar rates of PTSD
(3.4%) and CPTSD (3.8%) (Cloitre et al., in press). It is probable that the trauma-exposed
inclusion criteria used in this study selected for more distressed members of the general
population. Consequently, while prior studies suggest that PTSD may be as or more common
than CPTSD in the general population, the current findings suggest that CPTSD may be the
more common diagnosis among members of the general population that are trauma-exposed. This is an important discovery given the 70% of the world’s population has experienced at
least one traumatic life event (Benjet et al., 2016). inclusion criteria used in this study selected for more distressed members of the general
population. Consequently, while prior studies suggest that PTSD may be as or more common
than CPTSD in the general population, the current findings suggest that CPTSD may be the
more common diagnosis among members of the general population that are trauma-exposed. This is an important discovery given the 70% of the world’s population has experienced at
least one traumatic life event (Benjet et al., 2016). 12 Our findings regarding the risk factors for PTSD and CPTSD are generally consistent
with much of the theoretical and empirical psychotrauma literature. In the current study,
females were twice as likely as males to experience PTSD and this aligns with a substantial
body of evidence relating to DSM-based models of PTSD (Tolin & Foa 2006). Such
differences have been predominantly attributed to biological factors (e.g., hormonal factors;
Kajantie & Phillips, 2006). Possible explanations for this effect include differences in social support, stressful life events,
and familial liability (Peen & Decker, 2004). 4.3 Strengths and limitations of the study A notable strength of the current study is that it is the first to empirically assess the
risk factors and comorbidities associated with the ICD-11 diagnoses of PTSD and CPTSD in
a community sample of trauma-exposed adults. Nonetheless, there were several limitations. The community sample was drawn from a nationally representative panel, however, it cannot
be ensured that the trauma-exposed participant sample itself was nationally representative,
especially considering the high levels of comorbidities reported. Second, diagnoses were
based on self-report measures rather than clinician-administered interviews and should
therefore be interpreted cautiously. Third, the current study did not include children or
adolescents, therefore, it is unknown if the current findings are relevant for younger persons
exposed to trauma. However, it is important to highlight that many reported exposure to
trauma as a younger person. Finally, the sample in the present study was the same as in
Cloitre et al. (2018) although in the study by Cloitre et al. (2018), a more extended version of
the ITQ was used. 4.2 Comparison with other studies The same applies for the observed association between less time
having passed since traumatic exposure and the increased risk for PTSD. This association has
been explained in terms of increased amygdala activity in the aftermath of traumatic exposure
and thus an increased risk for fear-based responses (Ganzel, Casey, Glover , Voss & Temple,
2007). Consistent with theoretical models of CPTSD (Cloitre, Garvert, Brewin, Bryant &
Maercker, 2013), and findings from clinical (Karatzias et al., 2017, Hyland et al., 2018) and
general population (Cloitre et al., in press) samples, we showed that interpersonal trauma is
an independent risk-factor for CPTSD. Interpersonal trauma exposure, particularly in
childhood, tends to be more toxic with regard to its effects on health and well-being
predominantly because it compromises a child’s ability to successfully master certain
developmental tasks (e.g., affect regulation, secure attachments; Cichetti & Toth, 1995). Consistent with theoretical models of CPTSD (Cloitre, Garvert, Brewin, Bryant &
Maercker, 2013), and findings from clinical (Karatzias et al., 2017, Hyland et al., 2018) and
general population (Cloitre et al., in press) samples, we showed that interpersonal trauma is
an independent risk-factor for CPTSD. Interpersonal trauma exposure, particularly in
childhood, tends to be more toxic with regard to its effects on health and well-being
predominantly because it compromises a child’s ability to successfully master certain
developmental tasks (e.g., affect regulation, secure attachments; Cichetti & Toth, 1995). Interpersonal trauma also compromises the development of neurobiological systems involved
in regulating arousal, emotion, stress responses, and reward processing (McLaughlin, Fox,
Zeanah, & Nelson, 2011), which are all related to the development of traumatic stress. Current findings are also in-line with the broader scientific literature, which indicates that
urban dwelling increases risk of multiple forms of psychiatric diagnoses, particularly those
characterised by anxiety and mood problems (Peen, Schoevers, Beekam & Dekker, 2010). Possible explanations for this effect include differences in social support, stressful life events,
and familial liability (Peen & Decker 2004) Current findings are also in-line with the broader scientific literature, which indicates that
urban dwelling increases risk of multiple forms of psychiatric diagnoses, particularly those
characterised by anxiety and mood problems (Peen, Schoevers, Beekam & Dekker, 2010). Possible explanations for this effect include differences in social support, stressful life events,
and familial liability (Peen & Decker, 2004). 13 13 4.4 Implications for clinicians and future research Clinicians should be acutely aware of the symptom profiles of ICD-11 PTSD and
CPTSD, and consider a diagnosis of CPTSD to be especially pertinent in cases where there is
a history of interpersonal trauma (in childhood or in adulthood). It is critical that clinicians
are cognizant of, and accurately diagnose, CPTSD given that it is (a) so highly comorbid with
a range of life-threatening conditions, and (b) may require enhanced interventions distinct
from those currently offered for PTSD (Karatzias et al., 2018b). Work is ongoing to test the
efficacy and acceptability of specific clinical interventions for CPTSD (Karatzias et al.,
2018b) however, accurate recognition of CPTSD in general practice, and referral for
appropriate interventions, will facilitate recovery from the deleterious effects of CPTSD. 14 Declaration of Interest Marylène Cloitre participated as member of the World Health Organization Working Group
on the Classification of Disorders Specifically Associated with Stress, reporting to the
International Advisory Group for the Revision of ICD-10 Mental and Behavioural Disorders. However, the views expressed reflect the opinions of the authors and not necessarily the
Working Group or Advisory Group and the content of this article does not represent WHO
policy. Author Contribution TK and PH conceptualized the manuscript. MS, PH, AB conducted the statistical analysis and
wrote the first draft of the manuscript. All authors contributed to and have approved the final
manuscript. Data Sharing The data that support the findings of this study are available on request from the
corresponding author. The data are not publicly available due to privacy or ethical
restrictions. 15 15 References American Psychiatric Association. (2013). Diagnostic and Statistical Manual of Mental
Disorders (5th ed). Washington, DC: American Psychiatric Press. Benjet, C., Bromet, E., Karam, E. G., Kessler, R. C., McLaughlin, K. A., Ruscio, A. M….Koenen, K. C. (2016). The epidemiology of traumatic event exposure
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environments and neural development in children: The development of frontal
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6736(04)16486-6 Peen J, Schoevers RA, Beekam AT, Dekker, J. (2010). The current status of urban-rural
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from https://icd.who.int/browse11/l-m/en 21 Table 1. Table 1. Symptom and diagnostic profile for ICD-11 PTSD and CPTSD. Symptom and diagnostic profile for ICD-11 PTSD and CPTSD. Symptom and diagnostic profile for ICD-11 PTSD and CPTSD. PTSD
CPTSD
Traumatic exposure (required)
All PTSD diagnostic requirements
necessary and disturbances in self
organisation (DSO)
Re-experiencing in the here and now (1 of
2 required)
Affective dysregulation (1 of 2 required)
1. Upsetting dreams
7. Emotional reactivity
2. Flashbacks
8. Emotional numbing
Avoidance of traumatic reminders (1 of 2
required)
Negative self-concept (1 of 2 required)
3. Internal reminders
9. Failure
4. External reminders
10. Worthless
Sense of threat (1 of 2 required)
Disturbances in relationships (1 of 2
required)
5. Vigilance
11. Cut-off from people
6. Hyperarousal
12. Hard to stay close to others
Functional impairment associated with these
symptoms (required)
Functional impairment associated with these
symptoms (required) y p
g
p
PTSD
CPTSD
Traumatic exposure (required)
All PTSD diagnostic requirements
necessary and disturbances in self
organisation (DSO)
Re-experiencing in the here and now (1 of
2 required)
Affective dysregulation (1 of 2 required)
1. Upsetting dreams
7. Emotional reactivity
2. Flashbacks
8. Emotional numbing
Avoidance of traumatic reminders (1 of 2
required)
Negative self-concept (1 of 2 required)
3. Internal reminders
9. Failure
4. External reminders
10. Worthless
Sense of threat (1 of 2 required)
Disturbances in relationships (1 of 2
required)
5. Vigilance
11. Cut-off from people
6. Hyperarousal
12. Hard to stay close to others
Functional impairment associated with these
symptoms (required)
Functional impairment associated with these
symptoms (required) 22 Table 2. Table 2. Hierarchical binary logistic regression models for PTSD and CPTSD diagnosis. ICD-11 PTSD
ICD-11 CPTSD
OR (95% CI)
OR (95% CI)
Step 1
Sex (female)
2.02 (.97, 4.20)
.74 (.49, 1.14)
Age
.99 (.97, 1.01)
.96 (.94, .97)***
Grew up in an urban area
2.02 (1.15, 3.58)*
1.96 (1.34, 2.88)**
History of emigration
1.22 (.61, 2.45)
1.62 (1.03, 2.54)*
In a relationship
2.30 (1.05, 5.02)*
.92 (.60, 1.42)
Number of children
1.14 (.87. 1.49)
1.07 (.88. 1.29)
Unemployed
.98 (.55, 1.74)
1.37 (.93, 2.02)
University education
1.17 (.64, 2.15)
.79 (.53, 1.17)
Step 2
Sex (female)
2.08 (.99, 4.36)*
.88 (.55, 1.40)
Age
1.00 (.97, 1.02)
.97 (.95, .98)***
Grew up in an urban area
2.05 (1.15, 3.64)*
1.72 (1.15, 2.58)**
History of emigration
1.16 (.56, 2.40)
1.02 (.61, 1.70)
In a relationship
2.30 (1.05, 5.03)*
.93 (.60, 1.45)
Number of children
1.12 (.85. 1.48)
.92 (.74. 1.14)
Unemployed
.98 (.55, 1.77)
1.39 (.92, 2.10)
University education
1.21 (.65, 2.23)
.94 (.61, 1.44)
Time since trauma
.81 (.66, 1.00)*
.92 (.79, 1.07)
Childhood non-interpersonal trauma
.88 (.67, 1.15)
1.03 (.86, 1.22)
Childhood interpersonal trauma
1.04 (.78, 1.39)
1.52 (1.27, 1.83)***
Adult non-interpersonal trauma
1.05 (.83, 1.32)
1.08 (.92, 1.26)
Adult interpersonal trauma
1.07 (.82, 1.39)
1.20 (1.01, 1.43)*
Note: N = 1049; OR (95% CI) = Odds Ratio with 95% confidence intervals; * p < .05, ** p <
.01, *** p < .001. Hierarchical binary logistic regression models for PTSD and CPTSD diagnosis. Note: N = 1049; OR (95% CI) = Odds Ratio with 95% confidence intervals; * p < .05, ** p <
.01, *** p < .001. 23 Table 3. Table 3. Proportion of those with PTSD and CPTSD meeting probable diagnosis for other disorders. Note: PTSD = Posttraumatic stress disorder; CPTSD = Complex PTSD; MDD = Major depressive disorder; GAD = Generalized anxiety
disorder; AUD = Alcohol use disorder; OR (95% CI) = Odds ratio (95% confidence intervals); statistical significance = * p < .05, ** p < .01,
*** p < .001. Table 2. % with MDD
% with GAD
% with AUD
% with Suicidality
% with Chronic Illness
OR (95% CI)
OR (95% CI)
OR (95% CI)
OR (95% CI)
OR (95% CI)
PTSD
48.2%
30.4%
60.0%
57.1%
44.6%
1.79 (1.04 – 3.07)*
1.10 (0.61 – 1.97)
2.04 (1.02 – 4.08)*
3.13 (1.81 – 5.41)***
1.90 (1.10 – 3.27)*
CPTSD
89.0%
86.0%
58.8%
56.6%
45.6%
21.82 (12.51 – 38.04)***
24.63 (14.77 – 41.07)***
2.07 (1.36 – 3.15)**
3.43 (2.37 – 4.70)***
2.11 (1.46 – 3.05)*** Note: PTSD = Posttraumatic stress disorder; CPTSD = Complex PTSD; MDD = Major depressive disorder; GAD = Generalized anxiety
disorder; AUD = Alcohol use disorder; OR (95% CI) = Odds ratio (95% confidence intervals); statistical significance = * p < .05, ** p < .01,
*** p < .001. 24
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Ultrasound of Sternal Fracture
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Images in Emergency Medicine Images in Emergency Medicine PRESENTATION A 61-year-old female was brought in by ambulance after
being the restrained driver of a head-on motor vehicle collision
at 40MPH. There was positive airbag deployment and intrusion
from the other vehicle. During workup, the patient complained
of midline chest pain, and left chest wall pain. The patient
was not in acute respiratory distress, and had the following
vital signs: temperature 37°C, heart rate 84, blood pressure
of 150/64, respiratory rate 18, and oxygen saturation of 97%
on two liters of oxygen. On physical exam, breath sounds
were heard bilaterally, with no acute cardiopulmonary issues
identified. A bruise was identified on the lower abdomen,
which was thought to be a potential seatbelt sign. A focused
assessment with sonography for trauma was negative, and an
ultrasound of additional chest and mediastinal structures was
performed for the chest tenderness (Figure 1). Figure 1. Ultrasound image of the sternum, with the red labeling
the two ends of a displaced sternal fracture. University of California, Irvine, Department of Emergency Medicine, Irvine, California University of California, Irvine, Department of Emergency Medicine, Irvine, California Section Editor: Sean O. Henderson, MD
Submission history: Submitted September 11, 2015; Accepted September 24, 2015
Electronically published December 8, 2015
Full text available through open access at http://escholarship.org/uc/uciem_westjem
DOI: 10.5811/westjem.2015.9.28645 j
[West J Emerg Med. 2015;16(7):1057-1058.] [West J Emerg Med. 2015;16(7):1057-1058.] [West J Emerg Med. 2015;16(7):1057-1058.] Recent studies have compared the sensitivity and
specificity of chest radiographs and ultrasound in determining
the presence of sternal fracture. The sensitivity and specificity
of chest radiograph were 70.8% and 75.0%, respectively with
ultrasound showing a sensitivity and specificity as high as
100%.4 Ultrasound has the advantage of increased sensitivity
and specificity for diagnosing sternal fractures in comparison
to chest radiographs, and avoids the excess radiation and
time commitment of mobilizing patients to perform a chest
CT.4 Ultrasound is not accurate in identifying the degree of
displacement of sternal fractures, but can accurately identify
related hematomas and pleural effusions.4 Ultrasound of Sternal Fracture Shadi Lahham, MD, MS
Jonathan Patane, MD
Nathaniel Lane, MD DIAGNOSIS Sternal fracture has been observed in approximately
10% of patients with blunt chest trauma, with the most
common mechanism of injury being motor vehicle accidents.1
Isolated sternal fractures most often have a benign course,
but can rarely cause secondary cardiac injury.2 Patients with
chest trauma typically undergo radiograph imaging in the
emergency department to help rule out acute life-threatening
cardiopulmonary injuries such as aortic dissection, tension
pneumothorax, and cardiac tamponade, among other
pathologies. Typically, these imaging techniques involve
a portable chest radiograph, followed by a computed
tomography (CT) of the chest if applicable.3 Standard AP
chest radiographs have a low sensitivity for diagnosing sternal
fractures, with the majority of fractures being identified by
lateral chest radiograph or CT (Figure 2). Because lateral chest
radiographs are typically not performed in the acute trauma
workup, many sternal fractures are not diagnosed until later in
the trauma evaluation.1,4 Figure 1. Ultrasound image of the sternum, with the red labeling
the two ends of a displaced sternal fracture. Volume XVI, no. 7 : December 2015 Western Journal of Emergency Medicine 1057 Lahham et al. Ultrasound of Sternal Fracture Figure 2. Computed tomography identifying the same displaced
sternal fracture. Address for Correspondence: Shadi Lahham MD, MS, 333 The
City Boulevard West, Suite 640, Rt 128-01, Orange, CA 92868. Email: slahham@uci.edu. Conflicts of Interest: By the WestJEM article submission agreement,
all authors are required to disclose all affiliations, funding sources
and financial or management relationships that could be perceived
as potential sources of bias. The authors disclosed none. Copyright: © 2015 Lahham et al. This is an open access article
distributed in accordance with the terms of the Creative Commons
Attribution (CC BY 4.0) License. See: http://creativecommons.org/
licenses/by/4.0/ Western Journal of Emergency Medicine Volume XVI, no. 7 : December 2015 REFERENCES 1. Engin G, Yekeler E, Güloğlu R, et al. US versus conventional
radiology in the diagnosis of sternal fractures. Acta Radiol. 2000;41(3):296-299. 2. Hills MW, Delprado AM, Deane SA. Sternal fractures. Associated
injuries and management. J Trauma. 1993;35(1):55-60. 3. Rodriguez RM, Anglin D, Landorf MI, et al. NEXUS chest: validation
of a decision instrument for selective chest imaging in blunt trauma. JAMA Surg. 2013;148(10):940-6. 4. You JS, Chung YE, Kim D, et al. Role of somography in the emergency
room to diagnose sternal fractures. J Clin Ultrasound. 2010;38(3):135-7. Figure 2. Computed tomography identifying the same displaced
sternal fracture. Volume XVI, no. 7 : December 2015 Western Journal of Emergency Medicine 1058
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Catalogue of type specimens of true bugs (Hemiptera: Heteroptera) deposited in the National Museum, Prague, Czech Republic
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ACTA ENTOMOLOGICA MUSEI NATIONALIS PRAGAE
Published 15.xi.2013
Volume 53(2), pp. 821–890
ISSN 0374-1036
http://zoobank.org/urn:lsid:zoobank.org:pub:146A1A16-2E72-4ACA-B9F7-D2D1ED48574B ACTA ENTOMOLOGICA MUSEI NATIONALIS PRAGAE
Published 15.xi.2013
Volume 53(2), pp. 821–890
ISSN 0374-1036
http://zoobank.org/urn:lsid:zoobank.org:pub:146A1A16-2E72-4ACA-B9F7-D2D1ED48574B Introduction The number of species-group type specimens of insects in the Department of Entomology
of the National Museum, Prague (NMP; NMPC when referring to the collection) is estimated
to several tens of thousands (majority of them belonging to Coleoptera), and the presence of
some of them in the collection is still largely unknown (see BEZDĚK & HÁJEK 2009). As the
International Code of Zoological Nomenclature encourages institutions to catalogue and make
accessible the type material in their care (ICZN 1999: Recommendation 72F), the curators of
the NMP have started cataloguing the types in the NMPC to improve the knowledge about the
collections and provide information to the entomological community. This effort has already
resulted in seven parts of the catalogue devoted to selected families of Coleoptera (see BEZDĚK
& HÁJEK 2009, 2010a,b, 2011, 2012, 2013; HÁJEK & ŠVIHLA 2012). This part represents a
start of another series dedicated to Hemiptera. Along with the paper, photos of the types and
a copy of their original description are available upon request. The Department of Entomology was founded by Dr. Jan Obenberger as an entomological unit
of the Department of Zoology in 1920 and became entirely independent in 1952. The history
of insect collections deposited in the NMP is, however, much longer. The oldest specimens
originate from the end of the 18th century (BEZDĚK & HÁJEK 2009). Unlike the more popular
Coleoptera and Lepidoptera, the beginnings of the Heteroptera collection were more modest. The fi rst specialized Hemiptera collection acquired by the museum was that of the secondary
school teacher Ladislav Duda (1854–1895) donated by his sister in 1896 (KOLEŠKA 1980). The
Duda collection included valuable voucher specimens of Heteroptera, Auchenorrhyncha and
Psylloidea on which his pioneer papers on Hemiptera of Bohemia (DUDA 1884, 1885–1886,
1892a,b) were based, but contained types of only one infraspecifi c taxon of Heteroptera described
by him, Ischnorrhynchus (= Kleidoceyrs) resedae var. fl avicornis Duda, 1885. The second founding collection of Heteroptera in the NMP was part of the important Nickerls
collection, i.e. the joint collection of František Antonín Nickerl (1813–1871), Otakar Nickerl Sr. (1838–1920) and Otakar Nickerl Jr. (1873–1904). The collection of the father, son and grandson
Nickerl came to the museum as a legacy in 1920 (VÁVRA 1923). It represents one of the NMP’s
oldest collections and includes predominantly Coleoptera, Lepidoptera and Heteroptera, which
were incorporated into the general collection. Enicocephalomorpha, Dipsocoromorpha, Nepomorpha,
Gerromorpha, and Leptopodomorpha Petr KMENT & Zdislava KOLÍNOVÁ Department of Entomology, National Museum, Kunratice 1, CZ-148 00 Praha 4, Czech Republic;
e-mail: sigara@post.cz, Zakova.slavka@seznam.cz Abstract. Type specimens from the collection of true bugs (Hemiptera: Hetero-
ptera) deposited in the Department of Entomology, National Museum, Prague,
are currently being catalogued. In this part of the catalogue dealing with the fi ve
basal infraorders, Enicocephalomorpha, Dipsocoromorpha, Nepomorpha, Gerro-
morpha, and Leptopodomorpha, we present precise information about the types
of 166 taxa belonging to the families Enicocephalidae (2 taxa), Schizo pteridae
(1 taxon), Nepidae (4 taxa), Gelastocoridae (1 taxon), Corixidae (4 taxa), Micro-
nectidae (7 taxa), Naucoridae (4 taxa), Potamocoridae (1 taxon), Aphelocheiridae
(4 taxa), Notonectidae (2 taxa), Helotrephidae (6 taxa), Mesoveliidae (1 taxon),
Hebridae (7 taxa), Hydrometridae (5 taxa), Macroveliidae (1 taxon), Veliidae
(66 taxa), Gerridae (28 taxa), Saldidae (20 taxa), and Leptopodidae (2 taxa),
including holotypes (or dissected parts of holotypes) of 42 taxa, and neotype of
one taxon. The correct spelling of Brachymetra anduze Drake & Harris, 1942 and
Naboandelus bergevini pygmaeus Linnavuori, 1971 (both Gerridae) is fi xed. Key words. Catalogue, type specimens, nomenclature, National Museum,
Hemiptera, Heteroptera, Enicocephalomorpha, Dipsocoromorpha, Nepomorpha,
Gerromorpha, Leptopodomorpha * Catalogue of type specimens in NMPC, part 8 (Heteroptera I) 822 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Introduction The Heteroptera section of the Nickerls collection
contains mostly specimens collected by the ophthalmolog and heteropterist O. Nickerl Jr. in
Bohemia (see NICKERL 1905), including also types of the single infraspecifi c taxon he described
before his untimely death, Adomerus biguttatus var. concolor Nickerl, 1892 (NICKERL 1892). However, the Nicklerls collection includes also material of exotic Heteroptera and a few type
specimens from the 19th century obtained by the Nicklerls’ active communication, exchange
and purchase of material from many entomologists of their era, e.g., types of Anton Dohrn
(1840–1909), whose main collection deposited in the Museum für Naturkunde Stettin (currently
Szczecin, Poland) was destroyed during World War II.; the depository of these types was largely
unknown (KOLEŠKA 1988; BEZDĚK & HÁJEK 2009, 2010b). After the World War I, the entomological collection of the NMP started to grow thanks to
collecting effort of the staff in the Mediterranean (J. Obenberger, J. Mařan) and especially
through acquisition of material from the voluntary Czech collectors working abroad, e.g. Vlasta
Kálalová-di Lotti (Iraq), Jaro Mráz (Brazil), Jiří Baum (mostly tropical Africa and Asia), or 823 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Stanislav Škulina (tropical Africa), as well as thanks to purchase of additional exotic material
(Lamberton’s material from Madagascar) which became part of the general collection. (
g
)
p
g
An important part of the history of the NMP’s heteropterological collection is connected
with the name of its fi rst curator-specialist, Ludvík Hoberlandt (1918–2005). Hoberlandt fi rst
started to work in the NMP as a volunteer in 1939 and was its employee from January 1, 1945
until his retirment in 1985 but he continued to work as a scientifi c associate as long as his
health allowed. During his 60 years long engagement in the NMPC, L. Hoberlandt participated
in several collecting trips (Bulgaria, Montenegro, Turkey, Iran, India) yielding numerous
specimens of Heteroptera, as well as in identifi cation and description of new taxa based on
material of other expeditions (e.g. Afghanistan, Pakistan, Angola, Madagascar, Mongolia),
keeping the multiple specimens in the NMPC. Ludvík Hoberlandt also maintained contacts
with many of his contemporaries who participated in identifi cation and description of new
taxa from the NMPC or exchanged specimens and paratypes with him (e.g. N. M. Andersen,
R. H. Cobben, C. J. Drake, H. B. Hungerford, A. Jansson, M. Josifov, I. M. Kerzhner, J. D. Lattin, P. Lindskog, R. Linnavuori, J. Introduction Péricart, L. R. Rolston, T. R. Schuh, G. G. E. Scudder,
G. Seidenstücker, J. A. Slater, J. L. Stehlík, J. M. Štusák, L. Tamanini, A. Villiers, E. Wagner,
L.-Y. Zheng) (see ŠTYS 1979, JEŽEK 1987, STEHLÍK 1999, HEISS 2005). g) (
)
In 1985, Vladimír Švihla (*1952), a renowned specialist in Coleoptera: Cantharidae, Oede-
meridae, replaced L. Hoberlandt as a curator of Heteroptera, partly assisting L. Hoberlandt
with his work (HOBERLANDT & ŠVIHLA 1990a,b) but the scientifi c processing of the collection
slowed down due to fewer visits and loans by foreign specialists (except for e.g. J. A. Lis). In
2005, Petr Kment (*1977) was put in charge of the Hemiptera collection (joining the former
Heteroptera and Homoptera collections). Since 2005, the NMPC has suceeded in acquiring
new interesting materials of Heteroptera (United Arab Emirates, Socotra, Laos, China, and
smaller collections from other countries), and new or renewed co-operations have beend started
with many specialists all around the world (e.g. H. Brailovsky, A. Carapezza, P.-P. Chen, D. Chłond, J. Czaja, J. A. M. Fernandes, D. Gapon, E. Heiss, E. V. Kanyukova, A. Kocorek, E. Kondorosy, F. Konstantinov, R. Linnavuori, Ph. Magnien, A. Matocq, P. Moulet, N. Nieser,
D. Rédei, J. L. Stehlík, J.-F. Tsai, N. N. Vinokurov, A. Wolski, H. Zettel) already resulting in
several descriptions of new taxa based in the NMPC. Material and methods The system used to arrange the taxa mostly follows AUKEMA & RIEGER (1995); in addition it
accepts erection of the superfamily Aphelocheiroidea (HEBSGAARD et al. 2004) and the family
status of Micronectidae (NIESER 2002, NIESER & CHEN 2006). Within each subfamily/tribe,
the genera and species are arranged alphabetically. Each entry includes: – the name of the taxon in original combination. – the name of the taxon in original combination. – the name of the taxon in original combination and spelling, with the author and year of
description. Pagination, fi gures and plates are also given. – the name of the taxon in original combination and spelling, with the author and year of
description. Pagination, fi gures and plates are also given. – the type status, number of specimens (including their sex if known) and exact label data. Our remarks are found in square brackets: [p] – preceding data are printed, [hw] – preced-
ing data are handwritten. Separate labels are indicated by a double slash ‘//’ and lines within – the type status, number of specimens (including their sex if known) and exact label data. Our remarks are found in square brackets: [p] – preceding data are printed, [hw] – preced-
ing data are handwritten. Separate labels are indicated by a double slash ‘//’ and lines within 824 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Figs 1−4. Type labels of Ludvík Hoberlandt. 1−2 – Velia rhadamantha Hoberlandt, 1941, holotypus, characteristic
style of labels in the 1940s; 3−4 – Sigara samani Hoberlandt, 1952, characteristic labels for the 1950s and later
period. (Photos: L. Macháčková). PARATYPE (): ‘Andohahelo / 1800m R P. [p] // PARATYPE [p, red label] // [p] // Desystellores / pauliani / n g
n. sp. [hw] / A Villiers det 195[p]7 [hw]’. Figs 1−4. Type labels of Ludvík Hoberlandt. 1−2 – Velia rhadamantha Hoberlandt, 1941, holotypus, characteristic
style of labels in the 1940s; 3−4 – Sigara samani Hoberlandt, 1952, characteristic labels for the 1950s and later
period. (Photos: L. Macháčková). each label are separated by a slash ‘/’. Unless otherwise indicated, it means black ink and
white label. To mark the wing development of the specimens, the following abbreviations are
used: apter. – apterous, brach. – brachypterous, micr. – micropterous, macr. – macropterous,
submacr. – submacropterous). When appropriate, the sex of the specimen was identifi ed and
the corresponding label attached to the specimen. In case the original labels did not contain
precise information on the current status of the type specimen, one additional printed red
label was attached by the curator. For samples of typical type labels by Ludvík Hoberlandt
see Figs 1−4. g
– the type condition is mentioned for considerably damaged specimens (given in parentheses
following the particular specimen). Regular mounts between a slide and a cover glass, de-
posited separately from the specimen are referred to as slides; mounts between two cover
slides attached to the same pin as the specimen are referred to as microslides. – the current taxonomic status. As subgeneric division of Ranatra Fabricius, 1790 and
Rhagovelia Mayr, 1865 is still controversial, we refrain from using subgenera within those
taxa (see e.g. POLHEMUS 1995a, AUKEMA et al. 2013). – the current taxonomic status. As subgeneric division of Ranatra Fabricius, 1790 and
Rhagovelia Mayr, 1865 is still controversial, we refrain from using subgenera within those
taxa (see e.g. POLHEMUS 1995a, AUKEMA et al. 2013). – any taxonomic problems and incosistencies are mentioned under Remarks. Full reference to each publication can be found in References section. Two paratypes are deposited in NMPC: PARATYPES ( macr., brach.): ‘(Kyushu) / Korasan / (Chikugo) [p] / 6. iii. [hw] 195[p]5 [hw] / S. Miyamoto [p]
// [p] // [p] // PARATYPUS / Kokeshia / esakii Miy. / n. g. et n. sp. 1960 [hw, pale green label]’. (Both
specimens are glued to pointed pieces of card and placed on the same pin). Current status. Valid species (see KERZHNER 1995, RÉDEI 2008). Family NEPIDAE Latreille, 1802
Subfamily Nepinae Latreille, 1802
Tribe Nepini Latreille, 1802 Family NEPIDAE Latreille, 1802
Subfamily Nepinae Latreille, 1802
Tribe Nepini Latreille, 1802 Tribe Nepini Latreille, 1802
Laccotrephes elongatus Montandon, 1907
Laccotrephes elongatus Montandon, 1907: 330−331 (original description). One syntype is deposited in NMPC:
SYNTYPE (): ‘Bombay. [hw] // [p] // Laccotrephes / elongatus Montand [hw, black ink] / co-type 1903 [hw, red
ink].’
Current status. Valid species: Laccotrephes (Laccotrephes) elongatus Montandon, 1907
(see THIRUMALAI 2007). Subfamily Ranatrinae Douglas & Scott, 1865
Tribe Ranatrini Douglas & Scott, 1865
Ranatra aethiopica Montandon, 1903
Ranatra aethiopica Montandon, 1903a: 20−21 (original description). One syntype is deposited in NMPC:
SYNTYPE (): ‘Scioa / Falle 8. 2. 85 / Ragazzi [p, black frame submarginally] // R. Gestro [hw] // [p] // Ranatra / Embolorrhinus ambrinus Villiers, 1969 PARATYPE (): ‘Madagascar Nord / Montagne d’Ambre / Les Roussettes 1100m / II-59 / Pierre Soga [p] // PARATYPE
[p, red label] // [p] // Embolorrhinus / ambrinus / n. sp. [hw] / A Villiers det 19[p]68 [hw]’. Current status. Valid species: Embolorrhinus (Ceratotrachelus) ambrinus Villiers, 1969
(see ŠTYS 1969, 2002). Catalogue Family ENICOCEPHALIDAE Stål, 1860
Subfamily Enicocephalinae Stål, 1860
Tribe Enicocephalini Stål, 1860 Family ENICOCEPHALIDAE Stål, 1860
Subfamily Enicocephalinae Stål, 1860
Tribe Enicocephalini Stål, 1860 Desystellores pauliani Villiers, 1958
Desystellores pauliani Villiers, 1958: 34–35, Figs 38–41 (original description). esystellores pauliani Villiers, 1958: 34–35, Figs 38–41 (original description). One paratype is deposited in NMPC: One paratype is deposited in NMPC: One paratype is deposited in NMPC: PARATYPE (): ‘Andohahelo / 1800m R P. [p] // PARATYPE [p, red label] // [p] // Desystellores / pauliani / n g
n. sp. [hw] / A Villiers det 195[p]7 [hw]’. 825 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Current status. Valid species: Euchelichir (Desystellores) pauliani (Villiers, 1958) (see
VILLIERS 1969, ŠTYS 2002). b l
h
b Current status. Valid species: Euchelichir (Desystellores) pauliani (Villiers, 1958) (see
VILLIERS 1969, ŠTYS 2002). Current status. Valid species: Euchelichir (Desystellores) pauliani (Villiers, 1958) (see
VILLIERS 1969, ŠTYS 2002). Kokeshia esakii Myiamoto, 1960 Kokeshia esakii Myiamoto, 1960: 163–169, Text: Figs 1A–F, Pl. 18: Figs A–B, Pl. 19: Figs A–P (original descrip-
tion). Kokeshia esakii Myiamoto, 1960: 163–169, Text: Figs 1A–F, Pl. 18: Figs A–B, Pl. 19: Figs A–P (original descrip-
tion) Two paratypes are deposited in NMPC: Family GELASTOCORIDAE Kirkaldy, 1897
Subfamily Nerthrinae Kirkaldy, 1906 Family GELASTOCORIDAE Kirkaldy, 1897
Subfamily Nerthrinae Kirkaldy, 1906 Ranatra dispar Montandon, 1903 Ranatra dispar Montandon, 1903
Ranatra dispar Montandon, 1903b: 104−105 (original description). Ranatra dispar: LANSBURY (1972): 323 (lectotype designation). p
,
Ranatra dispar Montandon, 1903b: 104−105 (original description). Ranatra dispar: LANSBURY (1972): 323 (lectotype designation). One paralectotype is deposited in NMPC: PARALECTOTYPE (): ‘VICTORIA / Alexandra / F.L.Billinghurst. [p] // R. dispar Montd / [hw, black ink] co-type
[hw, red ink] // PARALECTOTYPUS / RANATRA / DISPAR / Montandon, 1903 / labelled: P. KMENT 2013
[p, red label]’. Current status. Valid species: Ranatra dispar Montandon, 1903 (see LANSBURY 1972,
ANDERSEN & WEIR 2004). Laccotrephes elongatus Montandon, 1907 Laccotrephes elongatus Montandon, 1907: 330−331 (original description). One syntype is deposited in NMPC:
SYNTYPE (): ‘Bombay. [hw] // [p] // Laccotrephes / elongatus Montand [hw, black ink] / co-type 1903 [hw, red
ink].’
Current status. Valid species: Laccotrephes (Laccotrephes) elongatus Montandon, 1907 One syntype is deposited in NMPC: SYNTYPE (): ‘Bombay. [hw] // [p] // Laccotrephes / elongatus Montand [hw, black ink] / co-type 1903 [hw, red
ink].’ SYNTYPE (): Bombay. [hw] // [p] // Laccotrephes / elongatus Montand [hw, black ink] / co-type 1903 [hw, red
ink].’
Current status. Valid species: Laccotrephes (Laccotrephes) elongatus Montandon, 1907
(see THIRUMALAI 2007). Current status. Valid species: Laccotrephes (Laccotrephes) elongatus Montandon, 1907
(see THIRUMALAI 2007). Subfamily Ranatrinae Douglas & Scott, 1865
Tribe Ranatrini Douglas & Scott, 1865
Ranatra aethiopica Montandon, 1903
Ranatra aethiopica Montandon, 1903a: 20−21 (original description). One syntype is deposited in NMPC:
SYNTYPE (): ‘Scioa / Falle 8. 2. 85 / Ragazzi [p, black frame submarginally] // R. Gestro [hw] // [p] // Ranatra / Subfamily Ranatrinae Douglas & Scott, 1865
Tribe Ranatrini Douglas & Scott, 1865 826 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Æthiopica Montand [hw, black ink] / co-type. 1903. [hw, red ink]’. Æthiopica Montand [hw, black ink] / co-type. 1903. [hw, red ink]’. Æthiopica Montand [hw, black ink] / co type. 1903. [hw, red ink] . Current status. Valid species: Ranatra aethiopica Montandon, 1903 (see POISSON 1965a). Ranatra bottegoi Montandon, 1903
Ranatra bottegoi Montandon, 1903a: 22−23 (original description). One syntype is deposited in NMPC: SYNTYPE (): ‘SOMALI / BASSO GANANA / VII-VIII. 93 / V. BOTTEGO [p, black frame submarginally] //
[orange square with black stripe medially] // Mus Civ Genoa / R. Gestro [hw] // Ranatra / Bottegoi Montd /
[hw, black ink] co-type [hw, red ink]’. Current status. Valid species: Ranatra bottegoi Montandon, 1903 (see POISSON 1965a, LIN-
NAVUORI 1981, KEFFER 2004). Ranatra bottegoi Montandon, 1903 Ranatra bottegoi Montandon, 1903a: 22−23 (original description). One syntype is deposited in NMPC: Nerthra williamsi Todd, 1955 Nerthra williamsi Todd, 1955: 348 (key), 383–384, 469: Fig. 112 (original description). The holotype and 6 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE (): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black frame submarginally] //
Holotype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd [p, red label] // Nerthra / williamsi / N. sp. / Det. E. L. Todd [hw, black frame submarginally] // [p]’. (Genitalia dissected, placed dry in a glass microvial attached
to the same pin.) PARATYPE (): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black frame submarginally] //
Allotype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd [p, red label] // [p]’. PARATYPE (): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black frame submarginally] //
Allotype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd [p, red label] // [p]’. PARATYPES (2 ): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black frame submargin-
ally] // Paratype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd’ [p, blue label] // [p]’. (One paratype with
dissected genitalia placed in a glass microvial attached to the same pin.)
Á PARATYPES (2 ): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black frame submargin-
ally] // Paratype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd’ [p, blue label] // [p]’. (One paratype with
dissected genitalia placed in a glass microvial attached to the same pin.) PARATYPES (2 ): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black line submarginally]
// Paratype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd’ [p, blue label] // [p]’. (One paratype seriously
damaged, only torso of thorax and hemelytra left.) PARATYPES (2 ): ‘SAÕ [sic!] PAULO / BRAS. MRÁZ LGT. / MUS. PRAGENSE [p, black line submarginally]
// Paratype [p] / NERTHRA / WILLIAMSI [hw] / E. L. Todd’ [p, blue label] // [p]’. (One paratype seriously
damaged, only torso of thorax and hemelytra left.) PARATYPE (): ‘Sao PAULO; Mráz / legit. Brasilia / mus. R. BOH, [p] // Paratype [p] / NERTHRA / WILLIAMSI
[hw] / E. L. Todd’ [p, blue label] // [p]’. PARATYPE (): ‘Sao PAULO; Mráz / legit. Brasilia / mus. R. The holotype and two paratypes are deposited in NMPC: (Male
genitalia dissected, preserved dry in a glass microvial attached to the same pin). PARATYPE (): ‘Ambanja / Madagascar / Mus Praha [p] // Paratypus [p, red label with black margins] // I. i936. /
F. Lamberton [hw] // Agraptocorixa / stepaneki Hob. / Paratypus - i942 [hw] // Mus. Nat. Pragae / Inv. [p]
11.123 [hw, orange label]’. PARATYPE (): ‘Ambanja / Madagascar / Mus Praha [p] // Paratypus [p, red label with black margins] // I. i936. /
F. Lamberton [hw] // Agraptocorixa / stepaneki Hob. / Paratypus - i942 [hw] // Mus. Nat. Pragae / Inv. [p]
11.123 [hw, orange label]’. Current status. Valid species (see POISSON 1951, 1963). Current status. Valid species (see POISSON 1951, 1963). The neotype is deposited in NMPC: The neotype is deposited in NMPC:
NEOTYPE (): ‘Jezero / Plöckenstein- / ské. Dr.Štolc [hw] // Neotype [p] [hw] / Corisa propinqua / Fieber / det. A. Jansson 1985 [hw, red label]’. NEOTYPE (): ‘Jezero / Plöckenstein- / ské. Dr.Štolc [hw] // Neotype [p] [hw] / Corisa propinqua / Fieber / det. A. Jansson 1985 [hw, red label]’. Current status. Valid species: Glaenocorisa propinqua (Fieber, 1860) (see JANSSON 1986a,
1995, 2000; KANYUKOVA 2006; AUKEMA et al. 2013). Agraptocorixa stepaneki Hoberlandt, 1942 Agraptocorixa štěpáneki Hoberlandt, 1942a: 47–50 , Figs 1–11 (original description). Agraptocorixa štěpáneki Hoberlandt, 1942a: 47–50 , Figs 1–11 (original description). Nerthra williamsi Todd, 1955 BOH, [p] // Paratype [p] / NERTHRA / WILLIAMSI
[hw] / E. L. Todd’ [p, blue label] // [p]’. Current status. Valid species (see HECKMAN 2011, MOREIRA et al. 2011). 827 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Corisa propinqua Fieber, 1860 Corisa propinqua Fieber, 1860: 99 (original description). Corisa propinqua Fieber, 1860: 99 (original description). Corisa propinqua: JANSSON (1986a): 26 (neotype designation). Corisa propinqua: JANSSON (1986a): 26 (neotype designation). Corisa propinqua: JANSSON (1986a): 26 (neotype designation). The neotype is deposited in NMPC:
NEOTYPE (): ‘Jezero / Plöckenstein- / ské. Dr.Štolc [hw] // Neotype [p] [hw] / Corisa propinqua / Fieber / det. The neotype is deposited in NMPC: The holotype and two paratypes are deposited in NMPC: HOLOTYPE (): ‘Ambanja / Madagascar / Mus Praha [p] // Holotypus [p, red label with black margins] // I-i936. / F. Lamberton [hw] // Agraptocorixa / štěpáneki n. sp. [hw, red ink] / L. Hoberlandt det. [p] // Mus. Nat. Pragae
/ Inv. [p] 11.121 [hw, orange label]’. (Only head + pronotum and rest of thorax without wings and legs + base
of abdomen are glued separately to a piece of card, remaining body parts mounted in a series of 7 slides stored
in Slide Box 1). HOLOTYPE (): ‘Ambanja / Madagascar / Mus Praha [p] // Holotypus [p, red label with black margins] // I-i936. / F. Lamberton [hw] // Agraptocorixa / štěpáneki n. sp. [hw, red ink] / L. Hoberlandt det. [p] // Mus. Nat. Pragae
/ Inv. [p] 11.121 [hw, orange label]’. (Only head + pronotum and rest of thorax without wings and legs + base
of abdomen are glued separately to a piece of card, remaining body parts mounted in a series of 7 slides stored
in Slide Box 1). PARATYPE (): ‘Ambanja / Madagascar / Mus Praha // I. i936. / F. Lamberton [hw] // Paratypus [p, red label with
black margins] // Mus. Nat. Pragae / Inv. [p] 11.122 [hw, orange label] // Paratypus [hw, red ink] / Agraptocorixa
[hw, black ink] / 19[p]42 štěpáneki sp. n. [hw, black ink] / [hw, black ink] / L. Hoberlandt det. [p]’. (Male
genitalia dissected, preserved dry in a glass microvial attached to the same pin). PARATYPE (): ‘Ambanja / Madagascar / Mus Praha // I. i936. / F. Lamberton [hw] // Paratypus [p, red label with
black margins] // Mus. Nat. Pragae / Inv. [p] 11.122 [hw, orange label] // Paratypus [hw, red ink] / Agraptocorixa
[hw, black ink] / 19[p]42 štěpáneki sp. n. [hw, black ink] / [hw, black ink] / L. Hoberlandt det. [p]’. (Male
genitalia dissected, preserved dry in a glass microvial attached to the same pin). PARATYPE (): ‘Ambanja / Madagascar / Mus Praha // I. i936. / F. Lamberton [hw] // Paratypus [p, red label with
black margins] // Mus. Nat. Pragae / Inv. [p] 11.122 [hw, orange label] // Paratypus [hw, red ink] / Agraptocorixa
[hw, black ink] / 19[p]42 štěpáneki sp. n. [hw, black ink] / [hw, black ink] / L. Hoberlandt det. [p]’. Pseudoglaenocorisa linnavuorii Jansson, 1986 Pseudoglaenocorisa linnavuorii Jansson, 1986b: 102–104, Figs 1, 3, 5, 7, 9, 11, 13 (original description). One paratype is deposited in NMPC:
PARATYPE (): ‘Ethiopia / Mai Chew 1. VI. 63 / Linnavuori [p] // Paratype [p] [hw] / Pseudoglaeno- / corisa
linnavuorii / Jansson [hw, red label]’. PARATYPE (): ‘Ethiopia / Mai Chew 1. VI. 63 / Linnavuori [p] // Paratype [p] [hw] / Pseudoglaeno- / corisa
linnavuorii / Jansson [hw, red label]’. Current status. Valid species. Current status. Valid species. Sigara (Subsigara) samani Hoberlandt, 1952
Sigara (Subsigara) samani Hoberlandt, 1952: 15–17, 20, Pl. III: Figs 27–30, Pl. IV: Figs 23–30, P. IV: Figs 31–35,
Pl. V: Figs 36–39, Pl. IX: Fig. 71 (original description, key to species). The holotype and one paratype (allotype) are deposited in NMPC: KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 828 HOLOTYPE (): ‘Mersin [hw] / Anat. [p] 25. VIII. 47 [hw] / Exp. N. Mus. ČSR [p] // Holotypus [p, red label] //
Holotypus [p] / Sigara / (Subsigara) / samani sp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1015 [hw] / Mus. Nat. Pragae [p, orange label]’ (see Figs 3−4). (Left fore, middle and
hind leg, left hemelytron, and apical part of abdomen are removed from the specimen and mounted on 4 slides
stored in Slide Box 1). HOLOTYPE (): ‘Mersin [hw] / Anat. [p] 25. VIII. 47 [hw] / Exp. N. Mus. ČSR [p] // Holotypus [p, red label] //
Holotypus [p] / Sigara / (Subsigara) / samani sp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1015 [hw] / Mus. Nat. Pragae [p, orange label]’ (see Figs 3−4). (Left fore, middle and
hind leg, left hemelytron, and apical part of abdomen are removed from the specimen and mounted on 4 slides
stored in Slide Box 1). PARATYPE (): ’Mersin [hw] / Anat. [p] 25. VIII. 47 [hw] / Exp. N. Mus. ČSR [p] // Allotypus [p, red label] // Al-
lotypus [p] / Sigara / (Subsigara) / samani sp. n. / [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Inv. [p]
1016 [hw] / Mus. Nat. Pragae [p, orange label]’. PARATYPE (): ’Mersin [hw] / Anat. [p] 25. VIII. 47 [hw] / Exp. N. Mus. Micronecta crinita Chen, Nieser & Wattanachaiyingcharoen, 2002 Micronecta crinita Chen, Nieser & Wattanachaiyingcharoen, 2002: 194–197, 199, Figs 1, 3–9, 20 (original descrip-
tion). Two paratypes are deposited in NMPC (exchange with Natural History Museum, V PARATYPES (2 brach.): ‘Thailand:Khon Kaen Prov. / Phu Phan Kham NP, Bon Noon / Hua Chang, Huai Sam Caen
/ 21.11.1995,leg.H.Zettel(20a) [p] // [p] // Paratype / Micronecta / crinita / Chen & Nieser [p, red label]’. Current status. Junior synonym of Micronecta punctinotum L.-C. Chen, 1960 (see NIESER
et al. 2004); not assigned to a particular subgenus. Pseudoglaenocorisa linnavuorii Jansson, 1986 ČSR [p] // Allotypus [p, red label] // Al-
lotypus [p] / Sigara / (Subsigara) / samani sp. n. / [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Inv. [p]
1016 [hw] / Mus. Nat. Pragae [p, orange label]’. Current status. Valid species: Sigara (Subsigara) samani samani Hoberlandt, 1952 (see
JANSSON 1986a,c, 1995; AUKEMA et al. 2013). Current status. Valid species: Sigara (Subsigara) samani samani Hoberlandt, 1952 (see
JANSSON 1986a,c, 1995; AUKEMA et al. 2013). Family MICRONECTIDAE Jaczewski, 1924
Subfamily Micronectinae Jaczewski, 1924 Micronecta christiniana Lansbury, 1954 Micronecta christiniana Lansbury, 1954: 140–142, Figs 1A–G (original description). Micronecta christiniana Lansbury, 1954: 140–142, Figs 1A–G (original description). Micronecta christiniana Lansbury, 1954: 140–142, Figs 1A–G (original description). Four paratypes are deposited in NMPC: PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. PARATYPES (2 macr.): ‘Para- / type [p, white circle with yellow margin] // At light [p] // A.E.SUDAN: / Wau. x.1952. / E.T.M.Reid. / B.M.1952-535 [p] // Micronecta / christiniana / Lansbury / PARATYPE. [p]’. Current status. Valid species, not assigned to any of the subgenera (see LINNAVUORI 1971,
1981). Micronecta crinita Chen, Nieser & Wattanachaiyingcharoen, 2002 Micronecta drepani Nieser, 2000 icronecta drepani Nieser, 2000: 278–281, 287, Figs 1–10 (original description, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPE ( macr.): ‘Thailand:Mae Hong Son Prov. / Phe Bong, 12km S Mae Hong / Son, 12.11.1995 / leg. H. Zettel
(13a) [p] // [p] // P a r a t y p u s / Micronecta / drepani sp.n. / des. Nico Nieser [p, red label]’. PARATYPE ( macr.): ‘Thailand:Phetchabun Prov. / Nam Nao NP,Huai Phrom / Laeng, 24.11.1995 / leg. H. Zettel
(22) [p] // [p] // P a r a t y p u s / Micronecta / drepani sp.n. / des. Nico Nieser [p, red label]’. PARATYPE ( macr.): ‘Thailand:Mae Hong Son Prov. / Phe Bong, 12km S Mae Hong / Son, 12.11.1995 / leg. H. Zettel
(13a) [p] // [p] // P a r a t y p u s / Micronecta / drepani sp.n. / des. Nico Nieser [p, red label]’. PARATYPE ( macr.): ‘Thailand:Phetchabun Prov. / Nam Nao NP,Huai Phrom / Laeng, 24.11.1995 / leg. H. Zettel
(22) [p] // [p] // P a r a t y p u s / Micronecta / drepani sp.n. / des. Nico Nieser [p, red label]’. Current status. Valid species: Micronecta (Micronecta) drepani Nieser, 2000 (see NIESER et
al. 2005, AUKEMA et al. 2013). 829 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Micronecta macrothoracica Jordan, 1943 Micronecta macrothoracica Jordan, 1943: 237–240, Figs 1, 3–4, 8–9 (original description). Micronecta macrothoracica: JANSSON (1986a): 18 (lectotype designation). Four paratypes are deposited in NMPC: PARALECTOTYPE ( macr.): ‘ [p] // Paratypus [p, red label] // Dr. Jordan [p, vertical line] / 14. 6. 43 / Cune - / walde
[hw] / Oberlausitz [p] // Micronecta / macrothoracica / n. sp. [hw] / det.K.H.C.Jordan, Bautzen [p, black frame
submarginally] // [p] // Mus. Nat. Pragae / Inv. [p] 1207 [hw, orange label] // PARALECTOTYPUS / MICRO-
NECTA / MACROTHORACICA / Jordan, 1943 / labelled: P. KMENT 2013 [p, red label]’. PARALECTOTYPES (3 macr.): ‘ [p] // Paratypus [p, red label] // Dr. Jordan [p, vertical line] / 14. 6. 43 / Cune - / walde
[hw] / Oberlausitz [p] // Mus. Nat. Pragae / Inv. [p] 1205, 1206, 1208 [respectively; hw, orange label] // PARALEC-
TOTYPUS / MICRONECTA / MACROTHORACICA / Jordan, 1943 / labelled: P. KMENT 2013 [p, red label]’. Current status. Junior synonym of Micronecta (Micronecta) poweri poweri (Douglas &
Scott, 1869) (see WRÓBLEWSKI 1958; JANSSON 1986a, 1988, 1995). Micronecta pacheta Nieser & Chen, 2003 Micronecta pacheta Nieser & Chen, 2003: 133, 140–142, Figs 2, 38–48 (original description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE ( macr.): ‘Philippinen: N. Samar / San Joaquin, Lologayan / Felis, 27.1.2000 / leg. H. Zettel (219a) [p]
// [p] // Paratype / Micronecta / pacheta / Nieser & Chen [p, red label]’. PARATYPE ( macr.): ‘Philippinen: N. Samar / San Joaquin, Lologayan / Felis, 27.1.2000 / leg. H. Zettel (219a) [p]
// [p] // Paratype / Micronecta / pacheta / Nieser & Chen [p, red label]’. Current status. Valid species, not assigned to any subgenus (see CHEN et al. 2005). Micronecta (Micronecta) wui alkani Hoberlandt, 1952 Micronecta (Micronecta) wui alkani Hoberlandt, 1952: 7–10, Pl. I: Figs 1–12, Pl. IX: Figs 65–68, Pl. X: Fig. 74
(original description, key to subspecies). The holotype and 21 paratypes (including the allotype) are deposited in NMPC; however,
only the 13 paratypes from Alacakilise and Armutlu represent the genuine M. w. alkani (see
WRÓBLEWSKI 1962a,b): The holotype and 21 paratypes (including the allotype) are deposited in NMPC; however,
only the 13 paratypes from Alacakilise and Armutlu represent the genuine M. w. alkani (see
WRÓBLEWSKI 1962a,b): HOLOTYPE ( brach.): ‘Alacakilise [hw] / Anat. [p] 21.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Holotypus [p, red label]
// Holotypus [p] / Micronecta (M.) / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] //
Micronecta (M.) / wui alkani [hw] / 19[p]48 / ssp. n. [hw] / L. Hoberlandt det. [p] // [p] // Mus. Nat. Pragae
/ Inv. [p] 1190 [hw, orange label]’. (The specimen is glued to a piece of card, head missing). PARATYPE ( brach.): ‘Alacakilise [hw] / Anat. [p] 21.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Allotypus [p, red label]
// Allotypus [p] / Micronecta / (M.) wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] //
Micronecta (M.) [hw] / 19[p]48 wui alkani [hw] / ssp. n. [hw] / L. Hoberlandt det. [p] [hw] // [p] // Mus. Nat. Pragae / Inv. [p] 1197 [hw, orange label]’. PARATYPES (2 brach.): ‘Alacakilise [hw] / Anat. [p] 21.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p, red
label] // Paratypus [p] / Micronecta / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] //
Micronecta (M.) [hw] / 19[p]48 wui alkani / ssp. n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p]
1181, 1182 [respectively; hw, orange label]’. PARATYPES (2 brach.): ‘Alacakilise [hw] / Anat. [p] 21.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p, red
label] // Paratypus [p] / Micronecta / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] //
Micronecta (M.) [hw] / 19[p]48 wui alkani / ssp. n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p]
1181, 1182 [respectively; hw, orange label]’. Micronecta (Micronecta) wui alkani Hoberlandt, 1952 [
p
y
g
]
PARATYPES (9 brach.): ‘Alacakilise [hw] / Anat. [p] 21.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p,
red label] // Paratypus [p] / Micronecta (M.) / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red
label] // Mus. Nat. Pragae / Inv. [p] 1192, 1193, 1194, 1195, 1196, 1198, 1199, 1200, 1201 [respectively; hw,
orange label]’. 830 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. PARATYPE ( brach.): ‘Armutlu [hw] / Anat. [p] 7.VII.44 [hw] / C. Kosswig lgt. [p] // Paratypus / Micronecta / wui
alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Paratypus [p, red label] // Mus. Nat. Pragae
/ Inv. [p] 1191 [hw, orange label] // M. wui alkani / Hoberl. / A. Wróblewski det / prep / nm p Č..4. 1961 [hw]’. (Specimen slide-mounted, stored in Slide Box 1). Eight paratypes from Suluhan were misidentifi ed and in fact belong to Micronecta (Micro-
necta) anatolica anatolica Lindberg, 1922 (see WRÓBLEWSKI 1962a,b): Eight paratypes from Suluhan were misidentifi ed and in fact belong to Micronecta (Micro-
necta) anatolica anatolica Lindberg, 1922 (see WRÓBLEWSKI 1962a,b): PARATYPES (2 brach.): ‘Suluhan, Toros / Anat. 11. VIII. 47 / Exp. N.Mus. ČSR. [p] // Paratypus [p, red label]
// Paratypus / Micronecta / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Micro-
necta (M.) [hw] / 19[p]48 wui alkani [hw] / ssp. n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1178, 1179 [respectively; hw, orange label] // MICRONECTA / ANATOLICA / Lindberg, 1922, det. A. WRÓBLEWSKI [p]’. PARATYPE ( brach.): ‘Suluhan, Toros / Anat. 11. VIII. 47 / Exp. N.Mus. ČSR. [p] // Paratypus / Micronecta / wui
alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Paratypus [p, red label] // Mus. Nat. Pragae / Inv. [p] 1180 [hw, orange label] // Micronecta (M.) [hw] / 19[p]48 wui alkani [hw] / ssp. n. [hw] /
L. Hoberlandt det. [p] // M. anatolica Lindb. / A. Wróblewski det / prep / nmp Č. 2. 1961 [hw]’. (Specimen
slide-mounted, stored in Slide Box 1). PARATYPE ( brach.): ‘Suluhan, Toros / Anat. 11. VIII. 47 / Exp. N.Mus. ČSR. Micronecta (Micronecta) wui alkani Hoberlandt, 1952 [p] // Paratypus [p, red label] // Paratypus
[p] / Micronecta / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1185 [hw, orange label] MICRONECTA / ANATOLICA / Lindberg, 1922, det. A. WRÓBLEWSKI [p]’. PARATYPES (2 brach.): ‘Suluhan, Toros / Anat. 11. VIII. 47 / Exp. N.Mus. ČSR. [p] // Paratypus [p, red label] //
Paratypus [p] / Micronecta / wui alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Micronecta
(M.) [hw] / 19[p]48 wui alkani / ssp. n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1186, 1189 [re-
spectively; hw, orange label] MICRONECTA / ANATOLICA / Lindberg, 1922, det. A. WRÓBLEWSKI [p]’. PARATYPE ( brach.): ‘Suluhan, Toros / Anat. 11. VIII. 47 / Exp. N.Mus. ČSR. [p] // Paratypus / Micronecta / wui
alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Paratypus [p, red label] // Mus. Nat. Pragae / Inv. [p] 1187 [hw, orange label] // Micronecta (M.) [hw] / 19[p]48 wui alkani [hw] / ssp. n. [hw] /
L. Hoberlandt det. [p] // M. anatolica Lindb. / A. Wróblewski det / prep / nmp Č. 3. 1961 [hw]’. (Specimen
slide-mounted, stored in Slide Box 1). PARATYPE ( brach.): ‘Suluhan, Toros / Anat. 11. VIII. 47 / Exp. N.Mus. ČSR. [p] // Paratypus / Micronecta / wui
alkani / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Paratypus [p, red label] // Mus. Nat. Pragae / Inv. [p] 1188 [hw, orange label] // Micronecta (M.) [hw] / 19[p]48 wui alkani [hw] / ssp. n. [hw] /
L. Hoberlandt det. [p] // M. anatolica Lindb. / A. Wróblewski det / prep / nmp Č. 5. 1961 [hw]’. (Specimen
slide-mounted, stored in Slide Box 1). Current status. Valid subspecies: Micronecta (Micronecta) wui alkani Hoberlandt, 1952
(see WRÓBLEWSKI 1962a, JANSSON 1995, FENT et al. 2011). Subfamily Cryphocricinae Montandon, 1897 Subfamily Cryphocricinae Montandon, 1897 Micronecta (Micronecta) wui kosswigi Hoberlandt, 1952 Micronecta (Micronecta) wui kosswigi Hoberlandt, 1952a: 9–10, Pl. I: Figs 13–14, Pl. II: Figs 15–19, Pl. IX: Fig. 69 (original description, key to subspecies). The holotype and 15 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( brach.): ‘Afrin near / Musabeyli [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR. [p] // Holotypus
[p, red label] // Holotypus [p] / Micronecta / wui kosswigi / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red
label] // [p] // Mus. Nat. Pragae / Inv. [p] 1163 [hw, orange label]’. PARATYPES (3 brach.): ‘Afrin near / Musabeyli [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR. [p] // Pa-
ratypus [p, red label] // Paratypus [p] / Micronecta / wui kosswigi / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48
[hw, red label] // Mus. Nat. Pragae / Inv. [p] 1160, 1161, 1162 [respectively; hw, orange label]’. PARATYPE ( brach.): ‘Afrin near / Musabeyli [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR. [p] // Allotypus
[p, red label] // Allotypus [p] / Micronecta / wui kosswigi / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red
label] // [p] // Mus. Nat. Pragae / Inv. [p] 1166 [hw, orange label]’. 831 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 PARATYPES (8 brach.): ‘Afrin near / Musabeyli [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR. [p] //
Paratypus [p, red label] // Paratypus [p] / Micronecta (M.) / wui kosswigi / ssp. n. [hw] / Det. L. Hoberlandt,
19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1167, 1168, 1169, 1170, 1171, 1173, 1174, 1176 [respec-
tively; hw, orange label]’. PARATYPES (2 brach.): ‘Abacĭlar [hw] / Anat. [p] 7.VIII.47 [hw] / Exp. N. Mus. ČSR. [p] // Paratypus [p, red
label] // Paratypus [p] / Micronecta (M.) / wui kosswigi / ssp. n. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red
label] // Mus. Nat. Pragae / Inv. [p] 1172, 1175 [respectively; hw, orange label]. Current status. Junior synonym of Micronecta (Micronecta) wui alkani Hoberlandt, 1952
(see WRÓBLEWSKI 1962a, JANSSON 1995, FENT et al. 2011). aratypes are deposited in NMPC (exchange with Natural History Museum, Vienna) Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE (): ‘PHILIPPINEN: Mindanao / Agusan N., stream at / Kicharao, 27.III.1993 / leg. N. Nieser N9326 [p]
// Paratype / Austhenocoris [sic!] / australis / Zettel, Nieser & / D. Polhemus [p, red label] // [p]’. PARATYPE (): ‘PHILIPPINEN: Mindanao / Agusan N., stream at / Kicharao, 27.III.1993 / leg. N. Nieser N9326
[p] // Paratypus / Asthenocoris / australis sp.n. Zettel, / Nieser & D. Polhemus / des H. Zettel 1998/99 [p, red
label] // [p]’. Current status. Valid species (see CHEN et al. 2005). Family NAUCORIDAE Leach, 1815 Subfamily Cheirochelinae Montandon, 1897 Tribe Sagocorini La Rivers, 1971 Tribe Sagocorini La Rivers, 1971 Asthenocoris australis Zettel, Nieser & D. A. Polhemus, 1999 Cryphocricos granulosus De Carlo, 1967 Cryphocricos granulosus De Carlo, 1967
Cryphocricos granulosus De Carlo, 1967: 190−191, Lámina 1: Figs 4−5, 8, Lámina 2: Fig. 18 (original descrip-
tion). Two paratypes are deposited in NMPC:
PARATYPES (2 ): ‘Brasilien Cipo / Rio Grande do Sul / 10.9.-8.12.1960 / C. Ribeiro leg. [p] // [p] // Cryphocricos
/ granulosus / de Carlo / PARATYPUS [hw]’. Current status. Valid species (see HECKMAN 2011, MOREIRA et al. 2011). Subfamily Laccocorinae Stål, 1876
Laccocoris spurcus congoensis Poisson, 1949
Laccocoris spurcus congoensis Poisson, 1949a: 67, Figs 69, 70B, 71A–B, 72A–B, 73A–F (original description). One syntype is deposited in NMPC:
SYNTYPE (): ‘256. [hw, vertical line] / Sake (Kivu) (1560) / 19-22-II-1934 / G. F. de Witte / PARC NAT. ALBERT
[p] // R. POISSON det., 1945 [p] / Laccocoris spurcus / f. congoensis nov. [hw] // Ma [hw, pink pencil] //
SYNTYPUS / LACCOCORIS / SPURCUS CONGOENSIS / Poisson, 1949 / labelled: P. KMENT 2013 [p, red
label]’. Current status. Valid subspecies (see LINNAVUORI 1987). Cryphocricos granulosus De Carlo, 1967: 190−191, Lámina 1: Figs 4−5, 8, Lámina 2: Fig. 18 (original descrip-
tion). Cryphocricos granulosus De Carlo, 1967: 190−191, Lámina 1: Figs 4−5, 8, Lámina 2: Fig. 18 (original descrip-
tion). PARATYPES (2 ): ‘Brasilien Cipo / Rio Grande do Sul / 10.9.-8.12.1960 / C. Ribeiro leg. [p] // [p] // Cryphocricos
/ granulosus / de Carlo / PARATYPUS [hw]’. Current status. Valid species (see HECKMAN 2011, MOREIRA et al. 2011). Asthenocoris australis Zettel, Nieser & D. A. Polhemus, 1999 Asthenocoris australis Zettel, Nieser & D. A. Polhemus, 1999: 45, 81–83, 95, Figs 4, 74, 86–89, 100–102, 136–148,
151 (original description, key). Subfamily Naucorinae Leach, 1815 urrent status. Valid species (see SITES & MBOGHO 2012). Current status. Valid species. Current status. Valid species. Laccocoris spurcus congoensis Poisson, 1949 y yp
p
SYNTYPE (): ‘256. [hw, vertical line] / Sake (Kivu) (1560) / 19-22-II-1934 / G. F. de Witte / PARC NAT. ALBERT
[p] // R. POISSON det., 1945 [p] / Laccocoris spurcus / f. congoensis nov. [hw] // Ma [hw, pink pencil] //
SYNTYPUS / LACCOCORIS / SPURCUS CONGOENSIS / Poisson, 1949 / labelled: P. KMENT 2013 [p, red
label]’. Current status. Valid subspecies (see LINNAVUORI 1987). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 832 Family APHELOCHEIRIDAE Fieber, 1851 Aphelocheirus (Aphelocheirus) goellnerae Zettel, 2012 Aphelocheirus (Aphelocheirus) gusenleitneri Zettel, 2009 Aphelocheirus (s.str.) gusenleitneri Zettel, 2009: 1072–1074, 1076–1077, Figs 1–13 (original description). One paratype is deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPE ( micr.): ‘MYANMAR: Sagaing Div. / Alaungdaw Katthapa NP / Wakya Stream, 400 m / 22° 19.173′ N
94°29.654′ E / 8.5.2003, lg. Boukal & al. (115) [p] // PARATYPUS / Aphelocheirus (s.str.) / gusenleitneri sp.n. / des. H. Zettel 2009 [p, red label] // [p].’ One paratype is deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPE ( micr.): ‘MYANMAR: Sagaing Div. / Alaungdaw Katthapa NP / Wakya Stream, 400 m / 22° 19.173′ N One paratype is deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE ( micr.): ‘MYANMAR: Sagaing Div. / Alaungdaw Katthapa NP / Wakya Stream, 400 m / 22° 19.173′ N
94°29.654′ E / 8.5.2003, lg. Boukal & al. (115) [p] // PARATYPUS / Aphelocheirus (s.str.) / gusenleitneri sp.n. / des. H. Zettel 2009 [p, red label] // [p].’ Current status. Valid species. Aphelocheirus pygmaeus La Rivers, 1971
Aphelocheirus pygmaeus La Rivers, 1971: 69−70, Fig. 1 (original description). One paratype is deposited in NMPC:
PARATYPE ( macr.): ‘ASSAM / Kohara, / Kaziranga / 110m X-7-61 // Collectors: / E. S. Ross / D. Q. Cavagnaro [p]
// [p] // APHELOCHEIRUS / PYGMAEUS N. SP / PARATYPE [p, blue label]’. (Left fore leg glued separately
to a triangular piece of card.)
Current status. Valid species: Aphelocheirus (Micraphelocheirus) pygmaeus La Rivers, 1971
(see HOBERLANDT & ŠTYS 1979, POLHEMUS & POLHEMUS 1989, ZETTEL & PAPÁČEK 2006). Current status. Valid species. Current status. Valid species. Aphelocheirus (Aphelocheirus) goellnerae Zettel, 2012 Aphelocheirus (s.str.) goellnerae Zettel, 2012a: 111–113, Figs 1–11 (original description). The holotype and four paratypes are deposited in NMPC: The holotype and four paratypes are deposited in NMPC: HOLOTYPE ( micr.): ‘Vohémar / Madagascar [p] // COLLECTIO / NATIONAL MUSEUM / Praha, Czech Repub-
lic [p] // HOLOTYPUS / Aphelocheirus (s.str.) / goellnerae sp.n. / des. H. Zettel 2012 [p, red label] // [p].’
(Dissected male genitalia mounted in microslides attached to the same pin.) PARATYPE ( micr.): ‘Vohémar / Madagascar [p] // COLLECTIO / NATIONAL MUSEUM / Praha, Czech Republic
[p] // [p] // PARATYPUS / Aphelocheirus (s.str.) / goellnerae sp.n. / des. H. Zettel 2012 [p, red label]’ PARATYPE ( micr.): ‘Madagascar / Inv. č. [p] Vohémar [hw] // COLLECTIO / NATIONAL MUSEUM / Praha,
Czech Republic [p] // [p] // PARATYPUS / Aphelocheirus (s.str.) / goellnerae sp.n. / des. H. Zettel 2012 [p,
red label]’ PARATYPES (2 micr.): ‘Madagascar / Inv. č. [p] // COLLECTIO / NATIONAL MUSEUM / Praha, Czech Republic
[p] // [p] // PARATYPUS / Aphelocheirus (s.str.) / goellnerae sp.n. / des. H. Zettel 2012 [p, red label]’ Aphelocheirus pygmaeus La Rivers, 1971 Aphelocheirus pygmaeus La Rivers, 1971: 69−70, Fig. 1 (original description). Aphelocheirus pygmaeus La Rivers, 1971: 69−70, Fig. 1 (original description). One paratype is deposited in NMPC:
PARATYPE ( macr.): ‘ASSAM / Kohara, / Kaziranga / 110m X-7-61 // Collectors: / E. S. Ross / D. Q. Cavagnaro [p]
// [p] // APHELOCHEIRUS / PYGMAEUS N. SP / PARATYPE [p, blue label]’. (Left fore leg glued separately
to a triangular piece of card.) One paratype is deposited in NMPC:
PARATYPE ( macr.): ‘ASSAM / Kohara, / Kaziranga / 110m X-7-61 // Collectors: / E. S. Ross / D. Q. Cavagnaro [p]
// [p] // APHELOCHEIRUS / PYGMAEUS N. SP / PARATYPE [p, blue label]’. (Left fore leg glued separately
to a triangular piece of card.) Current status. Valid species: Aphelocheirus (Micraphelocheirus) pygmaeus La Rivers, 1971
(see HOBERLANDT & ŠTYS 1979, POLHEMUS & POLHEMUS 1989, ZETTEL & PAPÁČEK 2006). 833 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Four paratypes (including the allotype) are deposited in NMPC: PARATYPE ( macr.): ‘VIETNAM, Lao-cai, 300 m / fôret trop. second. / à la lumière [p] // 21. IX. 1963 / T. PÓCS
[p] // [p] // Allotypus [p] / Tamopocoris / asiaticus sp.n. / et P. Štys [hw] / Det. L. Hoberlandt, 19[p]76 [hw,
red label]’. PARATYPE ( macr.): ‘VIETNAM, Lao-cai, 300 m / fôret trop. second. / à la lumière [p] // 21. IX. 1963 / T. PÓCS
[p] // [p] // Paratypus [p] / Tamopocoris / asiaticus sp.n. / et P. Štys [hw] / Det. L. Hoberlandt, 19[p]76 [hw,
red label]’. PARATYPES (2 macr.): ‘VIETNAM, Lao-cai, 300 m / fôret trop. second. / à la lumière [p] // 21. IX. 1963 / T. PÓCS [p] // [p] // Paratypus [p] / Tamopocoris / asiaticus sp.n. / et P. Štys [hw] / Det. L. Hoberlandt, 19[p]76
[hw, red label]’. Current status. Valid species: Aphelocheirus (Micraphelocheirus) asiaticus (Hoberlandt &
Štys, 1979) (see POLHEMUS & POLHEMUS 1989, ZETTEL & PAPÁČEK 2006). Anisops persica Kaiser, 1940 & Anisops persica Lindberg, 1941 Anisops persica Kaiser, 1940: 139–157 (morphology, biology, ecology). Anisops persica Lindberg, 1941: 17–18, Figs 1–4 (original description). Family NOTONECTIDAE Latreille, 1802 Family NOTONECTIDAE Latreille, 1802
Subfamily Anisopinae Hutchinson, 1929 Subfamily Anisopinae Hutchinson, 1929 Potamocoris parvus Hungerford, 1941 Potamocoris parvus Hungerford, 1941: 1–4, Pl. I: Figs 1–8 (original description). Potamocoris parvus Hungerford, 1941: 1–4, Pl. I: Figs 1–8 (original description). Two paratypes are deposited in NMPC: PARATYPES (2 ): ‘Horqueta / Paraguay / 45 miles E. // Paraguay Riv. [p] / XII. 7 [hw] 1934 / Alberto Schulze [p]
// PARATYPE / Potamocaris [sic!] / parvus / H. B. Hungerford [p, blue label] // [p]’. Current status. Valid species (see POLHEMUS & POLHEMUS 1983, VAN DOESBURG 1984, HECK-
MAN 2011). p
y ,
Tampocoris asiaticus Hoberlandt & Štys, 1979: 2, 4–9, Figs 3, 10–13 (original description, key). p
y
Tampocoris asiaticus Hoberlandt & Štys, 1979: 2, 4–9, Figs 3, 10–13 (original description, ke Four paratypes (including the allotype) are deposited in NMPC: Tampocoris asiaticus Hoberlandt & Štys, 1979 p
y ,
Tampocoris asiaticus Hoberlandt & Štys, 1979: 2, 4–9, Figs 3, 10–13 (original description, key). Helotrephes recurvatus Zettel, 2000 p
Helotrephes recurvatus Zettel, 2000a: 4–5, 19, 21, Figs 6–8, 15, 18, 22 (original description, key). One paratype is deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE (): ‘Malaysia, Sabah, Crocker / Range, Sunsuron, 10.-11.VI. / 1996, 8a, Sunsuron riv. Flowing / th-
rough deforested area [p] // [p] // P a r a t y p u s / Helotrephes / recurvatus sp.n. / des. H. Zettel 1998 [p, red
label]’. Current status. Valid species (see PAPÁČEK & ZETTEL 2004, CHEN et al. 2005). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE (): ‘[Formosa] / Ankô, near / Taihoku / 25.V.1941 / S. Miyamoto [hw] // Paratypus / Helotrephes / for-
mosanus [p] / [hw] / Esaki et Miyamoto, / 1948 [p, blue label]’. PARATYPE (): ‘[Formosa] / Ankô / 25.V.1941 / S. Miyamoto [hw] // Paratypus / Helotrephes / formosanus [p] /
[hw] / Esaki et Miyamoto, / 1948 [p, blue label]’. Current status. Valid subspecies: Helotrephes semiglobosus formosanus Esaki & Miyamoto,
1943 (see POLHEMUS 1995c, ZETTEL & POLHEMUS 1998, PAPÁČEK & ZETTEL 2004, AUKEMA et
al. 2013). Enithares unguistigris Zettel, 2012 Enithares unguistigris Zettel, 2012b: 24–26, Figs 1–9, 13 (original description). The holotype is deposited in NMPC (donation of P. Šrámek):
HOLOTYPE (): ‘N 27° 08´ 22“ E 076° 20´ 38“ / INDIA BOR. OCC., Rajasthan st. / Alwar distr., Naranimata env., /
shadowy pool / 29. 7. 2002, lgt. P. Šrámek [p] // COLLECTIO / Petr ŠRÁMEK / (Jilemnice, Czech Rep.) [p] //
[p] // H O L O T Y P U S / Enithares / unguistigris sp. n. / des. H. Zettel 2011 [p, red label]’. Current status. Valid species. Family HELOTREPHIDAE Esaki & China, 1927
Subfamily Helotrephinae Esaki & China, 1927
Tribe Helotrephini Esaki & China, 1927 Helotrephes formosanus Esaki & Miyamoto, 1943 Helotrephes formosanus Esaki & Miyamoto, 1943: 485–494, Figs 1–6 (original description). Helotrephes formosanus Esaki & Miyamoto, 1943: 485–494, Figs 1–6 (original description). Helotrephes formosanus Esaki & Miyamoto, 1943: 485–494, Figs 1–6 (original description). Two syntypes are deposited in NMPC: SYNTYPE (): ‘Bushir / Iran 19.III.37 / E. W. Kaiser lgt. [hw] // Paratypus [p, red label] // Anisops / persica Lindb. / Det. H. Lindberg. [hw] // SYNTYPUS / ANISOPS / PERSICUS / Kaiser, 1940 + Lindberg, 1941 / labelled:
P. KMENT 2013 [p, red label]’. SYNTYPE (): ‘Bushir / Iran 19.III.37 / E. W. Kaiser lgt [hw] // Paratypus [p, red label] // Anisops / persica Lindb. SYNTYPE (): ‘Bushir / Iran 19.III.37 / E. W. Kaiser lgt [hw] // Paratypus [p, red label] // Anisops / persica Lindb. / Det. H. Lindberg. [hw] // SYNTYPUS / ANISOPS / PERSICUS / Kaiser, 1940 + Lindberg, 1941 / labelled:
P. KMENT 2013 [p, red label]’. SYNTYPE (): ‘Bushir / Iran 19.III.37 / E. W. Kaiser lgt [hw] // Paratypus [p, red label] // Anisops / persica Lindb. / Det. H. Lindberg. [hw] // SYNTYPUS / ANISOPS / PERSICUS / Kaiser, 1940 + Lindberg, 1941 / labelled:
P. KMENT 2013 [p, red label]’. SYNTYPE (): ‘Bushir / Iran 19.III.37 / E. W. Kaiser lgt [hw] // Paratypus [p, red label] // Anisops / persica Lindb. / Det. H. Lindberg. [hw] // SYNTYPUS / ANISOPS / PERSICUS / Kaiser, 1940 + Lindberg, 1941 / labelled:
P. KMENT 2013 [p, red label]’. Current status. Anisops persica Lindberg, 1941 is a junior homonym and a junior objective
synonym of Anisops persica Kaiser, 1940. Both names are junior synonyms of Anisops debilis
perplexus Poisson, 1929 (see LANSBURY 1964, POLHEMUS 1995b). Neither KAISER (1940) nor
LINDBERG (1941) did designate a holotype in the original publication so all the type specimens
must be regarded as syntypes. 834 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Subfamily Notonectinae Latreille, 1802
Tribe Notonectini Latreille, 1802
Enithares unguistigris Zettel, 2012
Enithares unguistigris Zettel, 2012b: 24–26, Figs 1–9, 13 (original description). The holotype is deposited in NMPC (donation of P. Šrámek):
HOLOTYPE (): ‘N 27° 08´ 22“ E 076° 20´ 38“ / INDIA BOR. OCC., Rajasthan st. / Alwar distr., Naranimata env., /
shadowy pool / 29. 7. 2002, lgt. P. Šrámek [p] // COLLECTIO / Petr ŠRÁMEK / (Jilemnice, Czech Rep.) [p] //
[p] // H O L O T Y P U S / Enithares / unguistigris sp. n. / des. H. Zettel 2011 [p, red label]’. aratypes are deposited in NMPC (exchange with Natural History Museum, Vienna) PARATYPES (1 1 ): ‘PHILIPPINEN: Mindanao / Bukidnon, 4km NE Lantapan / Kastuan, Kutasihan Riv., 850m
/ 9.11.1996, leg.H.Zettel (93) [p] // P a r a t y p u s / Hydrotrephes / stereos sp.n. / des. Nieser & Chen 1997 [p,
red label]’. Current status. Valid species (see ZETTEL 2003, PAPÁČEK & ZETTEL 2004, CHEN et al. 2 Hydrotrephes bicolanus seyferti Zettel, 2003 Hydrotrephes bicolanus seyferti Zettel, 2003: 54–55, 77, 79, 85–86, 95, Figs 79–84, 95, 102, 127 (original descrip-
tion, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPES (1 1 ): ‘Philippinen: LZ, Albay / Malinao, Palali Falls / 200 m, 14.3.1999 / leg. H. Zettel (201) [p] //
P a r a t y p u s / Hydrotrephes / bicolanus / seyferti ssp. n. / des. H. Zettel 2002 [p, red label]. Current status. Valid subspecies (see PAPÁČEK & ZETTEL 2004, CHEN et al. 2005). 835 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Tribe Limnotrephini J. T. Polhemus, 1990 Tribe Limnotrephini J. T. Polhemus, 1990 Tribe Limnotrephini J. T. Polhemus, 1990 Family MESOVELIIDAE Douglas & Scott, 1867
Subfamily Mesoveliinae Douglas & Scott, 1867 Family MESOVELIIDAE Douglas & Scott, 1867
Subfamily Mesoveliinae Douglas & Scott, 1867 Mixotrephes (Pictotrephes) pictus Papáček & Zettel, 2011 Mixotrephes (Pictotrephes) pictus Papáček & Zettel, 2011 Mixotrephes (Pictotrephes) pictus Papáček & Zettel, 2011: 399, 402–404, Figs 1–6, 9, 11–16 (original descripti-
on). The holotype and three paratypes are deposited in NMPC: HOLOTYPE ( brach.): ‘LAOS, CHAMPASAK prov. / Bolavens Plateau / ca. 1 km S Ban Lak 40 [vill.] / TAD
YUEANG waterfall, 900-970 m / 15°10.8’N, 106°08.3’E / Jiří Hájek leg. 28.iv.2010’ [p] // HOLOTYPUS /
Mixotrephes / (Pictotrephes subgen.n.) / pictus sp.n. des. M. / Papáček & H. Zettel 2011 [p, red label]’. (Genital
capsula, aedeagus and both parameres dissected and glued to the same piece of card as the specimen). PARATYPES (3 brach.): ‘LAOS, CHAMPASAK prov. / Bolavens Plateau / ca. 1 km S Ban Lak 40 [vill.] / TAD
YUEANG waterfall, 900-970 m / 15°10.8’N, 106°08.3’E / Jiří Hájek leg. 28.iv.2010’ [p] // PARATYPUS /
Mixotrephes / (Pictotrephes subgen.n.) / pictus sp.n. des. M. / Papáček & H. Zettel 2011 [p, red label]’. (In two
females terminalia and subgenital plate dissected and glued to the same piece of card as the specimens). Current status. Valid species. Family MESOVELIIDAE Douglas & Scott, 1867
Subfamily Mesoveliinae Douglas & Scott, 1867
Mesovelia dentiventris Linnavuori, 1971
Mesovelia dentiventris Linnavuori, 1971: 363–364, Figs 20m–p (original description). One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Sudan. Equatoria / 30 km N of Terakeka / 4–5. III. 63 / Linnavuori [p] // [p] // Paratypus [p,
red label] // Mesovelia / dentiventris / Lv. [hw, blue ink]’. Current status. Valid species: Mesovelia dentiventris dentiventris Linnavuori, 1971 (see
LINNAVUORI 1975, DAMGAARD et al. 2012). Current status. Valid species. Current status. Valid species. Hydrotrephes visayesensis Zettel, 2003 Hydrotrephes visayesensis Zettel, 2003: 53, 55, 69–72, 94, Figs 38–40, 49, 54, 59, 126 (original description, keys
to males and females). One paratype is deposited in NMPC (exchange with Natural History Museum, Vi PARATYPE (): ‘PHILIPPINEN: Panay, Ilo-Ilo / 10 km NE Igbaras, Nadsadan / Falls. 500m, 22.3.1994 / leg. H. Zettel
(47) [p] // P a r a t y p u s / Hydrotrephes / visayasensis sp. n. / des. H. Zettel 2002 [p, red label]’. Current status. Valid species (see PAPÁČEK & ZETTEL 2004, CHEN et al. 2005). Hydrotrephes stereos Nieser & Chen, 1999 Hydrotrephes stereos Nieser & Chen, 1999: 98–99, 101, 104–107, 119, 123, Figs 84, 89, 104, 106, 110–112 (original
description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): Mesovelia dentiventris Linnavuori, 1971 Mesovelia dentiventris Linnavuori, 1971: 363–364, Figs 20m–p (original description). Mesovelia dentiventris Linnavuori, 1971: 363–364, Figs 20m–p (original description). Mesovelia dentiventris Linnavuori, 1971: 363–364, Figs 20m–p (original description). One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Sudan. Equatoria / 30 km N of Terakeka / 4–5. III. 63 / Linnavuori [p] // [p] // Paratypus [p,
red label] // Mesovelia / dentiventris / Lv. [hw, blue ink]’. One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Sudan. Equatoria / 30 km N of Terakeka / 4–5. III. 63 / Linnavuori [p] // [p] // Paratypus [p,
red label] // Mesovelia / dentiventris / Lv. [hw, blue ink]’. Current status. Valid species: Mesovelia dentiventris dentiventris Linnavuori, 1971 (see
LINNAVUORI 1975, DAMGAARD et al. 2012). 836 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Parts of the holotype and two paratypes are deposited in NMPC: Parts of the holotype and two paratypes are deposited in NMPC: HOLOTYPE ( macr.): Two slides (Slide Box 2), one including antenna, fore, middle and hind leg, and hemelytron, and
the other one including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (1430-17)
1950 [hw] / Kassai 1. V. 1949 / lgt. A. Machado [hw, white label with black frame submarginally] // Holotypus
[p] / Hebrus (s. str.) / angolensis / sp.n. / f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Body of
the holotype returned to the Dundo Museum, Angola). HOLOTYPE ( macr.): Two slides (Slide Box 2), one including antenna, fore, middle and hind leg, and hemelytron, and
the other one including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (1430-17)
1950 [hw] / Kassai 1. V. 1949 / lgt. A. Machado [hw, white label with black frame submarginally] // Holotypus
[p] / Hebrus (s. str.) / angolensis / sp.n. / f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Body of
the holotype returned to the Dundo Museum, Angola). PARATYPE ( macr.): ‘Dundo, Lunda / Angola [p] VI. 49 [hw] / A. B. Machado lgt. [p] // Ang. [p] No 1525. 12 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus (s. str.) / angolensis / sp. n. [hw] /
Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. PARATYPE ( macr.): Dundo, Lunda / Angola [p] VI. 49 [hw] / A. B. Machado lgt. [p] // Ang. [p] No 1525. 12 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus (s. str.) / angolensis / sp. n. [hw] /
Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. Current status. Valid species. Hebrus (Hebrusella) machadoi Hoberlandt, 1951 Hebrus (Hebrusella) machadoi Hoberlandt, 1951a: 40–44, Figs 129–136 (original description, key) PARATYPE ( macr.): ‘VI-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lg. [p] // Ang. [p] No 880. 4 / coll. A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus / (Hebrusella) / machadoi / sp. n. [hw] /
Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. Note. Collection also includes two slides with legs, antennae and hemelytron of additional
paratype specimens (Slide Box 2). Current status. Valid species: Hebrus (Hebrusella) machadoi machadoi (see POISSON
1955). Hebrus (Hebrus) mizae Hoberlandt, 1951 Hebrus mizae Hoberlandt, 1951a: 47–48, Figs 157–164 (original description). Hebrus mizae Hoberlandt, 1951a: 47–48, Figs 157–164 (original description). Four paratypes are deposited in NMPC: Hebrus (Hebrus) angolensis Hoberlandt, 1951 ebrus (Hebrus) angolensis Hoberlandt, 1951a: 45–46, Figs 150–156 (original description). Four paratypes are deposited in NMPC: PARATYPE ( macr.): ‘VI-VII. 48 Tshikapa [hw] / Dundo, Angola / A B Machado lgt. [p] // Ang. [p] No 880. 4 [hw] /
coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus (s. str.) / mizae. / sp. n. f. macr. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label] / ||| [p]’. PARATYPE ( macr.): ‘VI-VII. 48 Tshikapa [hw] / Dundo, Angola / A B Machado lgt. [p] // Ang. [p] No 880. 4 [hw] /
coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus (s. str.) / mizae. / sp. n. f. macr. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( macr.): ‘VI-VII. 48 Tshikapa [hw] / Dundo, Angola / A B Machado lgt. [p] // Ang. [p] No 880. 4 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus (s. str.) / mizae. / sp. n. f. macr.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] / ||| [p]’. PARATYPE ( macr.): ‘VI-VII. 48 Tshikapa [hw] / Dundo, Angola / A B Machado lgt. [p] // Ang. [p] No 880. 4 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Hebrus (s. str.) / mizae. / sp. n. f. macr.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. 837 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Note. Collection also includes two slides with legs, antennae and hemelytron of additional
paratype specimens (Slide Box 2). Note. Collection also includes two slides with legs, antennae and hemelytron of additional
paratype specimens (Slide Box 2). Current status. Valid species. Current status. Valid species. Hebrus pusillus canariensis Poisson, 1954 Hebrus pusillus canariensis Poisson, 1954: 1–2, Figs 1A–E (original description). Hebrus pusillus canariensis Poisson, 1954: 1–2, Figs 1A–E (original description). A syntype is deposited in NMPC: A syntype is deposited in NMPC: A syntype is deposited in NMPC:
SYNTYPE ( macr.): ‘Gran Canaria / Aldea S. Nicolas / 1. 3. 49 Lindberg [p] // [p] // Paratypus [p] / Hebr. pusillus
/ ssp. canarien- / sis / Poiss. [hw, red label] // SYNTYPUS / HEBRUS / PUSILLUS CANARIENSIS / Poisson,
1954 / labelled: P. KMENT 2013 [p, red label]’. SYNTYPE ( macr.): ‘Gran Canaria / Aldea S. Nicolas / 1. 3. 49 Lindberg [p] // [p] // Paratypus [p] / Hebr. pusillus
/ ssp. canarien- / sis / Poiss. [hw, red label] // SYNTYPUS / HEBRUS / PUSILLUS CANARIENSIS / Poisson,
1954 / labelled: P. KMENT 2013 [p, red label]’. Current status. Junior synonym of Hebrus (Hebrus) pusillus pusillus (see BAENA 1996,
AUKEMA et al. 2013). Remarks. POISSON (1954) described the species based on 2 and 4 without designating
a holotype, so all the specimens must be regarded as syntypes (see ANDERSEN 1995). Current status. Junior synonym of Hebrus (Hebrus) pusillus pusillus (see BAENA 1996,
AUKEMA et al. 2013). )
Remarks. POISSON (1954) described the species based on 2 and 4 without designating
a holotype, so all the specimens must be regarded as syntypes (see ANDERSEN 1995). Hebrus sondani campestris Linnavuori, 1971 Hebrus sondani Ps. ssp. campestris Linnavuori, 1971: 365, Figs 21j–m (original description). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC:
PARATYPES (2 macr.): ‘Sudan / Equatoria. Juba- / Terakeka 2–6 III. 63 / Linnavuori [p] // [p] // Paratypus [p, red
label] // Hebrus / sondani ssp. / campestris / Lv. [hw, blue ink]’. (Both specimens on a single piece of card). Current status. Valid species: Hebrus (Hebrus) campestris Linnavuori, 1971 (upgraded to
species rank by LINNAVUORI 1981). Hebrus (Hebrusella) wygodzinskyi Hoberlandt, 1951 Hebrus (Hebrusella) wygodzinskyi Hoberlandt, 1951
Hebrus (Hebrusella) wygodzinskyi Hoberlandt, 1951a: 42–44, Figs 137–145 (original description, key). Hebrus (Hebrusella) wygodzinskyi Hoberlandt, 1951a: 42–44, Figs 137–145 (original description, key). A paratype is deposited in NMPC:
PARATYPE ( macr.): ‘Dundo, Lunda / Angola [p] 11.VII.48 [hw] / A. B. Machado lgt. [p] // Paratypus [p, red label]
// Paratypus [p] / Hebrus / (Hebrusella) / wygodzinskyi / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50
[hw, red label] // ||| [p]’. Note. Collection also includes two slides with legs, antennae and hemelytron of additional
paratype specimens (Slide Box 2). Current status. Valid species (see POISSON 1955). The holotype is deposited in NMPC: The holotype is deposited in NMPC: HOLOTYPE ( macr.): ‘Dundo - ANGOLA [p] / Forest gallery of the river / Coachino, detritus on / soil / 10–
[hw]194[p]6[hw] A.B.Machado [p] // [p] // Heterocleptes / hoberlandti / China, Usinger, / Villiers [hw, white
label with black frame submarginally] // HOLOTYPE [p] / Heterocleptes / hoberlandti / China, Usinger, Villiers
[hw, red label]’. (Specimen card-mounted, both detached fore legs glued to the same card; male genitalia mounted
on a microslide attached to a card and placed on the same pin.) HOLOTYPE ( macr.): ‘Dundo - ANGOLA [p] / Forest gallery of the river / Coachino, detritus on / soil / 10–
[hw]194[p]6[hw] A.B.Machado [p] // [p] // Heterocleptes / hoberlandti / China, Usinger, / Villiers [hw, white
label with black frame submarginally] // HOLOTYPE [p] / Heterocleptes / hoberlandti / China, Usinger, Villiers
[hw, red label]’. (Specimen card-mounted, both detached fore legs glued to the same card; male genitalia mounted
on a microslide attached to a card and placed on the same pin.) Current status. Valid species (see ANDERSEN 1982). Merragata lindbergi Poisson, 1954 A paratype is deposited in NMPC: A paratype is deposited in NMPC:
SYNTYPE ( macr.): ‘Tenerife / Puerto de S. Juan [p] / 18. 1. [hw] 49 Lindberg // [p] // Paratypus [p] / Merragata
/ Lindbergi / Poiss. [hw, red label] // SYNTYPUS / MERRAGATA / LINDBERGI / Poisson, 1954 / labelled: P. KMENT 2013 [p, red label]’. Current status. Junior synonym of Merragata hebroides White, 1877 (see DRAKE & CHAPMAN
1958, DRAKE & COBBEN 1960, ANDERSEN 1995, MOREIRA et al. 2011). 838 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Remarks. POISSON (1954) described the species based on 2 and 4 without designating
a holotype, so all the specimens must be regarded as syntypes (see ANDERSEN 1995). Remarks. POISSON (1954) described the species based on 2 and 4 without designating
a holotype, so all the specimens must be regarded as syntypes (see ANDERSEN 1995). Heterocleptes hoberlandti China, Usinger & Villiers, 1950 Heterocleptes hoberlandti China, Usinger & Villiers, 1950: 338–340, Figs 1–3 (original description, differential
diagnosis). eptes hoberlandti China, Usinger & Villiers, 1950: 338–340, Figs 1–3 (original description, differentia
osis). Two paratypes are deposited in NMPC. PARATYPE ( macr.): ‘Peru S A / Recardo Palma / Nov. 27-29 1934 / F. Woytkowski [p] // 1250 m above sea / 44
km E of Lima / (see letter) [p] // [p] // P A R A T Y P E / Bacillometra / woytkowskii / H. B. Hungerford [p,
blue label]’. PARATYPE (): ‘Peru S A / Recardo Palma / Nov. 27-29 1934 / F. Woytkowski [p] // 1250 m above sea / 44 km
E of Lima / (see letter) [p] // [p] // P A R A T Y P E / Bacillometra / woytkowskii / H. B. Hungerford [p, blue
label]’. Current status. Valid species: Bacillometroides woytkowskii (Hungerford, 1935) (see POLHE-
MUS & POLHEMUS 2010, HECKMAN 2011). Bacillometra woytkowskii Hungerford, 1935 Bacillometra woytkowskii Hungerford, 1935: 119−123, Figs 1 male, a, b; 2 female, a,b (original description, key). Hydrometra greeni Kirkaldy, 1898 Hydrometra greeni Kirkaldy, 1898: 2 (original description). One syntype is deposited in NMPC: y yp
p
SYNTYPE ( macr.): ‘Surface of / stagnant Pond [hw] / Punduloya. / Ceylon. / E. K. Green [p] / May 90 [hw] // Geo W. Kirkaldy [p] // Hydrometra / greeni / - Kirk. [hw] // Hydrometra / greeni / Kirk. / SYNTYPE. [hw] // [p]’. Current status. Valid species (see ANDERSEN 1995, POLHEMUS & POLHEMUS 1995a, CHEN et
al. 2005, YANG & ZETTEL 2005). Hydrometra marani Hoberlandt, 1942 The holotype and three paratypes are deposited in NMPC: 839 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 HOLOTYPE ( macr.): ‘Chartum / Sudan / coll. Baum [p] / reverse: V. 1931 [hw] // Holotypus [p, red label with black
margins] // Hydrometra / mařani n. sp. [hw, red ink] / L. Hoberlandt det. [p]’. (Holotype mounted to a piece of
card; right fore leg, mesotibia, mesotarsus and metatarsus, and left middle and hind leg missing). HOLOTYPE ( macr.): ‘Chartum / Sudan / coll. Baum [p] / reverse: V. 1931 [hw] // Holotypus [p, red label with black
margins] // Hydrometra / mařani n. sp. [hw, red ink] / L. Hoberlandt det. [p]’. (Holotype mounted to a piece of
card; right fore leg, mesotibia, mesotarsus and metatarsus, and left middle and hind leg missing). PARATYPES (3 macr.): ‘Chartum / Sudan / coll. Baum [p] / reverse: V. 1931 [hw] // Paratypus [p, red label, black
margins] // Hydrometra mařani n. sp. [hw, red ink] / L. Hoberlandt det. [p]’. (Paratypes badly damaged; one
of them missing head and all apendages, another one missing head and four legs). PARATYPES (3 macr.): ‘Chartum / Sudan / coll. Baum [p] / reverse: V. 1931 [hw] // Paratypus [p, red label, black
margins] // Hydrometra mařani n. sp. [hw, red ink] / L. Hoberlandt det. [p]’. (Paratypes badly damaged; one
of them missing head and all apendages, another one missing head and four legs). Current status. Valid species (see POISSON 1949b). It was omitted in the monograph on water
bugs of Sudan by LINNAVUORI (1971). Current status. Valid species (see POISSON 1949b). It was omitted in the monograph on water
bugs of Sudan by LINNAVUORI (1971). Three paratypes are deposited in NMPC: Three paratypes are deposited in NMPC: PARATYPE ( submacr.): ‘Canal Zone / Pan.2-10-39 / C. J. Drake [p] // Paratype [p] / Hydrometra / zeteki / Drake
[hw, red label] // [p]’. PARATYPE ( submacr.): Canal Zone / Pan.2-10-39 / C. J. Drake [p] // Paratype [p] / Hydrometra / zeteki / Drake
[hw, red label] // [p]’. PARATYPES (2 submacr.): ‘Canal Zone / Pan.2-10-39 / C. J. Drake [p] // Paratype [p] / Hydrometra / zeteki / Drake
[hw, red label] // C J Drake / Coll. 1956 [p] // [p]’. Current status. Valid species (see FROESCHNER 1999, HECKMAN 2011). Family VELIIDAE Brullé, 1836 Subfamily Microveliinae China & Usinger, 1949 (1860) Hydrometra zeteki Drake, 1952: 2–3 (original description). Hydrometra zeteki Drake, 1952: 2–3 (original description). Hydrometra zeteki Drake, 1952: 2–3 (original description). Three paratypes are deposited in NMPC: Oravelia pege Drake & Chapm Oravelia pege Drake & Chapman, 1963: 227−233, Figs 1, 3a−c (original description, key). Oravelia pege Drake & Chapman, 1963: 227−233, Figs 1, 3a−c (original description, key). Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Tollhouse / Fresno co. / Calif. 16– X.62 [hw] / reverse: Fresno / Calif [hw] // [p] // Oravelia
/ pege / D & C [hw] / PARATYPE [p, red label]’. PARATYPE ( apter.): Tollhouse / Fresno co. / Calif 16.X.62 // [p] // Oravelia / pege / D. & C [hw] / PARATYPE
[p, red label] // PARATYPE [p in blue] / Oravelia / pege / D & C [hw, white label with blue margins]’. Current status. Valid species (see FROESCHNER 1988). Microvelia (Microvelia) angolensis Hoberlandt, 1951 a) angolensis Hoberlandt, 1951a: 24–27, Figs 48–57 (original description). Microvelia (Microvelia) angolensis Hoberlandt, 1951a: 24–27, Figs 48–57 (original description). One paratype is deposited in NMPC: One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Cranberry Lake / N. Y. 7. 19-19 [p] // C. J. Drake / Collector [p] // Bean / Pond [hw] // Paratype
[p] / Microvelia / buenoi / Drake [hw, red label] // || [p]’. p
yp
p
PARATYPE ( apter.): ‘Cranberry Lake / N. Y. 7. 19-19 [p] // C. J. Drake / Collector [p] // Bean / Pond [hw] // Paratype
[p] / Microvelia / buenoi / Drake [hw, red label] // || [p]’. Current status. Valid species: Microvelia (Microvelia) buenoi Drake, 1920 (see SMITH 1988a,
ANDERSEN 1995, KANYUKOVA 2006, AUKEMA et al. 2013). Three paratypes are deposited in NMPC: Three paratypes are deposited in NMPC: PARATYPES (2 apter.): ‘Linha Facao / St. Catarina / Bras. [p] V [hw] 57 / F. Plaumann [p] // C. J. Drake / Coll. 1956 [p] // [p] // PARATYPE / By C. J. Drake [p] / Microvelia / arca [hw, red label]’. PARATYPES (2 apter.): ‘Linha Facao / St. Catarina / Bras. [p] V [hw] 57 / F. Plaumann [p] // C. J. Drake / Coll. 1956 [p] // [p] // PARATYPE / By C. J. Drake [p] / Microvelia / arca [hw, red label]’. PARATYPE (1 apter.): ‘Linha Facao / St. Catarina / Bras. [p] V [hw] 57 / F. Plaumann [p] // C. J. Drake / Coll. 1956 [p] // [p] // PARATYPE / By C. J. Drake [p] / Microvelia / arca [hw, red label]’. PARATYPE (1 apter.): ‘Linha Facao / St. Catarina / Bras. [p] V [hw] 57 / F. Plaumann [p] // C. J. Drake / Coll. 1956 [p] // [p] // PARATYPE / By C. J. Drake [p] / Microvelia / arca [hw, red label]’. Current status. Valid species, not attributed to any subgenus (see HECKMAN 2011, MOREIRA
et al. 2011). Current status. Valid species, not attributed to any subgenus (see HECKMAN 2011, MOREIRA
et al. 2011). Current status. Valid species. Current status. Valid species. Current status. Valid species. Five paratypes are deposited in NMPC: Five paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Dundo, Lunda / Angola [p] III. 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] No. 608.3 [hw] / coll. A. B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia / angolensis / n. sp. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p] // Mus. Nat. Pragae / Inv. [p] 1209 [hw, orange label]’. PARATYPES (2 apter.): ‘Dundo, Lunda / Angola [p] III. 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] No. 608.3
[hw] / coll. A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia / angolensis / n. sp. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1210, 1211 [respectively;
hw, orange label]’. KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 840 PARATYPE ( apter.): ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M. Z. / (608.3 ) 1950 [hw] / Dundo Lunda III. 1948 / lgt. A. Machado [hw, white label with black frame submarginally] // Paratypus [p] / Microvelia (s. str.)
/ angolensis / apt. sp.n. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (The specimen is mounted on
a slide, male genitalia and all legs except the right hind leg are removed; male genitalia, and one fore and both
middle legs mounted on two separate slides. All the slides deposited in Slide Box 2). PARATYPE ( apter.): ‘Dundo, Lunda / Angola [p] III. 48 [hw] / A B Machado lgt. [p] // Ang. [p] No. 608.3 [hw] / coll. A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia / angolensis / n. sp. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p] // Mus. Nat. Pragae / Inv. [p] 1212 [hw, orange label]’. Microvelia arca Drake, 1958 Microvelia arca Drake, 1958: 59−60, Fig. 1 (original description). Three paratypes are deposited in NMPC: Microvelia buenoi Drake, 1920 Microvelia buenoi Drake, 1920: 20–21 (original description). One paratype is deposited in NMPC: Microvelia (Pseudovelia) crinita Hoberlandt, 1951 Microvelia (Pseudovelia) crinita Hoberlandt, 1951a: 36–38, Figs 103–113 (original description). One paratype is deposited in NMPC: One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Habana / II-24.43 Cuba / S. C. Bruner [hw] // PARATYPE / By C. J. Drake [p] / Microvelia
/ cubana [hw, red label] // [p]’. p
yp
p
PARATYPE ( apter.): ‘Habana / II-24.43 Cuba / S. C. Bruner [hw] // PARATYPE / By C. J. Drake [p] / Microvelia
/ cubana [hw, red label] // [p]’. Current status. Valid species: Microvelia (Microvelia) cubana Drake, 1951 (see SMITH
1988a). Current status. Valid species: Microvelia (Microvelia) cubana Drake, 1951 (see SMITH
1988a). Six paratypes are deposited in NMPC: Six paratypes are deposited in NMPC: PARATYPE ( macr.): ‘Cameroun - 1949-50 [p] / 26[hw]/[p]II[hw] – [p] 85 [hw] / Lok. [p] 174 [hw] / J. B.-S. J. D. [p] // n. sp. [hw] // Paratypus [p] / Microvelia / (Pseudovelia) / dahli n. sp. [hw] / Det. L. Hoberlandt, 19[p]58
[hw, red label]’. PARATYPE ( macr.): ‘Cameroun 1949-50 / 13/12 - 222 / Lok. 174 / J.B.-S. J.D. [hw] // Paratypus [p] / Microvelia
/ (Pseudovelia) / dahli n. sp. [hw] / Det. L. Hoberlandt, 19[p]58 [hw, red label]’. (Male genitalia dissected and
stored in a set of two microslides attached to pieces of cards and placed on the same pin). PARATYPE ( macr.): ‘Cameroun 1949-50 / 26/II. loc. 124/85 / J. B.-S. J. D. [hw] // Paratypus [p] / Microvelia
/ (Pseudovelia) / dahli n. sp. [hw] / Det. L. Hoberlandt, 19[p]58 [hw, red label]’. (Left antenna, fore and hind
leg, hemelytron, and male genitalia dissected and stored in a set of four microslides attached to pieces of cards
and placed on the same pin). p
p )
PARATYPE ( macr.): ‘Cameroun - 1949-50 / 27/II – 84 / Lok. 174 / J. B. – S. J. D. [hw] // Paratypus [p] / Micro-
velia / (Pseudovelia) / dahli n. sp. [hw] / Det. L. Hoberlandt, 19[p]58 [hw, red label]’. PARATYPE ( macr.): ‘Cameroun 1949-50 / 26 /II – 85 / Lok 174 / J. B. – S. J. D. [hw] // Paratypus [p] / Microvelia
/ (Pseudovelia) / dahli n. sp. [hw] / Det. L. Hoberlandt, 19[p]58 [hw, red label]’. PARATYPE ( macr.): ‘Cameroun - 1949-50 / 20/12 – 264 / Lok. 174 / J. B.–S. J. D. [hw] // Paratypus [p] / Mi-
crovelia / (Pseudovelia) / dahli n. sp. [hw] / Det. L. Hoberlandt, 19[p]58 [hw, red label]’. Current status. Valid species: Pseudovelia (Pseudovelia) dahli dahli (Hoberlandt, 1958)
(see LINNAVUORI 1977, ANDERSEN 1983). Microvelia (Pseudovelia) crinita Hoberlandt, 1951a: 36–38, Figs 103–113 (original description). Parts of the holotype and one paratype are deposited in NMPC: HOLOTYPE (): Two slides (Slide Box 2), one including antenna, fore, middle and hind leg, and the other one includ-
ing male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (880.4) 1950 [hw] / Tshikapa
Dundo, Lunda / VI.-VII. 48 lgt. A. Machado [hw, white label with black frame submarginally] // Holotypus [p]
/ Microvelia / (Pseudovelia subgen. n.) / crinita sp.n. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Body
of the holotype returned to the Dundo Museum, Angola). PARATYPE ( apter.): ‘VI.-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4 [hw]
/ coll A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia (Pseudovelia subg. n.) / crinita /
sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. Current status. Valid species: Pseudovelia (Pseudovelia) crinita (Hoberlandt, 1951) (see
LINNAVUORI 1977, ANDERSEN 1983). Current status. Valid species: Pseudovelia (Pseudovelia) crinita (Hoberlandt, 1951) (see
L
1977 A
1983) 841 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 ,
Microvelia cubana Drake, 1951a: 41–42 (original description). One paratype is deposited in NMPC: Microvelia (Pseudovelia) dahli Hoberlandt, 1958 Microvelia (Pseudovelia) dahli Hoberlandt, 1958: 1354–1356, Figs 1–5 (original description). Microvelia hozari Hoberlandt, 1952 Microvelia hozari Hoberlandt, 1952: 29–32, Pl. VII: Figs 50–55, Pl. X: Fig. 71 (original description, differential
diagnosis). The holotype and 79 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE (): ‘Kilis [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Holotypus [p, red label] // Holotypus
[p] / Microvelia / hozari sp. n. / apt. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // [p] // Mus. Nat. Pragae / Inv. [p] 1077 [hw, orange label]’. PARATYPES (15 apter.): ‘Kilis [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p, red label]
// Paratypus [p] / Microvelia / hozari sp. n. / apt. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1078, 1079, 1080, 1081, 1082, 1083, 1084, 1085, 1086, 1088, 1090, 1091, 1092, 1093,
1094 [respectively; hw, orange label]’. PARATYPE ( apter.): ‘Kilis [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Allotypus [p, red label] //
Allotypus [p] / Microvelia / hozari sp. n. / apt. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // [p] //
Mus. Nat. Pragae / Inv. [p] 1086 [hw, orange label]’. 842 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. PARATYPES (19 apter.): ‘Kilis [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p, red label]
// Paratypus [p] / Microvelia / hozari sp. n. / apt. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1097, 1098, 1099, 1100, 1101, 1103, 1104, 1105, 1106, 1107, 1109, 1110, 1111, 1112, 1113,
1114, 1115, 1116, 1118 [respectively; hw, orange label]’. Č PARATYPES (3 apter.): ‘Suluhan, Toros / Anat. 1[p]0.[hw] VIII. 47 / Exp. N. Mus. ČSR [p] // Paratypus [p, red
label] // Paratypus [p] / Microvelia / hozari sp. n. / apt. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] //
Mus. Nat. Pragae / Inv. [p] 1119, 1120, 1121 [respectively; hw, orange label]’. PARATYPE ( macr.): ‘Afrin near / Musabeyli [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus, ČSR [p] // Paratypus
[p, red label] // Paratypus [p] / Microvelia / hozari sp. n. / f. macr. [hw] / Det. L. Microvelia hozari Hoberlandt, 1952 Hoberlandt, 19[p]48 [hw, red
label] // [p] // Mus. Nat. Pragae / Inv. [p] 1122 [hw, orange label]’. PARATYPES (14 macr.): ‘Kilis [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p, red label]
// Paratypus [p] / Microvelia / hozari sp. n. / f. macr. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] //
Mus. Nat. Pragae / Inv. [p] 1123, 1124, 1125, 1126, 1127, 1128, 1129, 1130, 1131, 1132, 1133, 1134, 1135, 1137
[respectively; hw, orange label]’. PARATYPES (21 macr.): ‘Kilis [hw] / Anat. [p] 20.VIII.47 [hw] / Exp. N. Mus. ČSR [p] // Paratypus [p, red label]
// Paratypus [p] / Microvelia / hozari sp. n. / f. macr. [hw] / Det. L. Hoberlandt, 19[p]48 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1138, 1139, 1140, 1142, 1143, 1144, 1145, 1146, 1147, 1148, 1150, 1151, 1152, 1153, 1154,
1155, 1156, 1157, 1158, 1159 [respectively; hw, orange label]’. PARATYPE ( apter.): ‘Paratypus [hw, red pencil] / Microvelia / hozari sp. n. / f. apt. / Kilis, Anatolia / 20.VIII.47 /
Exp. N. Mus. [hw, white label with black frame submarginally] // Caput, antenna / thorax / abdomen / L. Hober-
landt [hw, white label with black frame submarginally]’. (Specimen mounted on a slide; Slide Box 2). PARATYPES ( apter., apter.): ‘Paratypus [hw, red pencil] / Microvelia / hozari sp. n. / f. apt. + / Kilis, Anatolia
/ 20.VIII.47 / Exp. N. Mus. [hw, white label with black frame submarginally] // Corpora / L. Hoberlandt [hw,
white label with black frame submarginally]’. (Specimens mounted on a single slide; Slide Box 2). Note. Collection also contains 10 slides with various body parts of paratype specimens (Slide
Box 2). )
Current status. Valid species: Microvelia (Picaultia) hozari Hoberlandt, 1952 (see ANDERSEN
1995, ANDERSEN & WEIR 2003, AUKEMA et al. 2013). Microvelia inannana Drake & Hottes, 1952 Microvelia inannana Drake & Hottes, 1952: 67 (original description). ratype is deposited in NMPC: One paratype is deposited in NMPC: PARATYPE ( apter.): ‘Tigre, B. Aires / Arg. Dec. 10, 1938 / Carl J. Drake [p] // Paratype [p] / Microvelia / inannana
/ D & H [hw, red label] // [p]’. Current status. Valid species, not attributed to any subgenus (see HECKMAN 2011, MOREIRA
et al. 2011). Microvelia japonica Esaki & Miyamoto, 1955 Microvelia japonica Esaki & Miyamoto, 1955: 179, 187–190, Figs 7A–M, Pl. 25: Fig. A, Pl. 29: Figs E–F (original
description, key). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘(Kyushu) / Kurume / Chikugo / 2. IX. 1952 / S. Miyamoto [hw] // [p] // PARATYPUS /
Microvelia / kyushuensis / Esaki et Miyamoto / reverse: [Kyushu] / Kurume / Chikugo / 2. IX. 1952 / S. Miya-
moto [hw] // PARATYPUS / MICROVELIA / KYUSHUENSIS / Esaki & Miyamoto, 1955 / labelled: P. KMENT
2013 [p, red label]’. PARATYPE ( apter.): ‘(Kyushu) / Kurume / Chikugo / 2. IX. 1952 / S. Miyamoto [hw] // [p] // PARATYPUS /
MICROVELIA / KYUSHUENSIS / Esaki & Miyamoto, 1955 / labelled: P. KMENT 2013 [p, red label]’. Current status. Valid species: Microvelia (Pacifi covelia) kyushuensis Esaki & Miyamoto,
1955 (see ANDERSEN 1995, ANDERSEN & WEIR 2003, AUKEMA et al. 2013). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘(Kyushu) / Wakasugi-yama / Chikuzen / 28. VII. 1948 / S. Miyamoto [hw] // [p] // PARA-
TYPUS / Microvelia / japonica / Esaki et Miyamoto / reverse: [Kyushu] / Wakasugi-yama / Chikuzen / 28. VII. 1948 / S. Miyamoto [hw] // PARATYPUS / MICROVELIA / JAPONICA / Esaki & Miyamoto, 1955 / labelled:
P. KMENT 2013 [p, red label]’. 843 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 PARATYPE ( apter.): ‘(Kyushu) / Wakasugi-yama / Chikuzen / 28. VII. 1948 / S. Miyamoto [hw] // [p] // PARA-
TYPUS / MICROVELIA / JAPONICA / Esaki & Miyamoto, 1955 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘(Kyushu) / Wakasugi-yama / Chikuzen / 28. VII. 1948 / S. Miyamoto [hw] // [p] // PARA-
TYPUS / MICROVELIA / JAPONICA / Esaki & Miyamoto, 1955 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘(Kyushu) / Wakasugi-yama / Chikuzen / 28. VII. 1948 / S. Miyamoto [hw] // [p] // PARA-
TYPUS / MICROVELIA / JAPONICA / Esaki & Miyamoto, 1955 / labelled: P. KMENT 2013 [p, red label]’. Current status. Valid species: Microvelia (Picaultia) japonica Esaki & Miyamoto, 1955 (see
ANDERSEN 1995, ANDERSEN & WEIR 2003, AUKEMA et al. 2013). Current status. Valid species: Microvelia (Picaultia) japonica Esaki & Miyamoto, 1955 (see
ANDERSEN 1995, ANDERSEN & WEIR 2003, AUKEMA et al. 2013). Current status. Valid species. Current status. Valid species. Microvelia kyushuensis Esaki & Miyamoto, 1955 Microvelia kyushuensis Esaki & Miyamoto, 1955 Microvelia kyushuensis Esaki & Miyamoto, 1955: 172, 178, 181–185, Figs 2a, 6A–I, Pl. 24, Pl. 27: Figs E–F
(original description). Microvelia (Microvelia) kamassanguensis Hoberlandt, 1951
Microvelia (Microvelia) kamassanguensis Hoberlandt, 1951: 28–30, Figs 69–72 (original description). Microvelia (Microvelia) kamassanguensis Hoberlandt, 1951: 28–30, Figs 69–72 (original description) The holotype and one paratype (allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘16.I.48 Kamassangu [hw] / Dundo, Angola / A. B. Machado lg. [p] // Ang. [p] No. 333.3 [hw] /
coll.A.B.Machado [p] // Holotypus [p, red label] // Holotypus [p] / Microvelia / kamassangu- / ensis sp. n. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label] // || [p]’. (The specimen is mounted on a piece of card; left hind
leg, right antenna and all legs on the right side dissected, mounted on two slides deposited in Slide Box 2). g,
g
g
g
,
p
)
PARATYPE ( apter.): ‘16.I.48 Kamassangu [hw] / Dundo, Angola / A B Machado lgt. [p] // Ang. [p] No. 333.3 [hw]
/ coll.A.B Machado [p] // Allotypus [p, red label] // Allotypus [p] / Microvelia / kamassangu- / ensis sp. n.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. Ten paratypes are deposited in NMPC: PARATYPE ( apter.): GBG. / 239. F [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 26. xi. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): GBG. / 239. F [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 26. xi. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): ‘GBG. / 339.C [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 29. viii. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. (Left antenna, right fore and hind leg, and male genitalia
dissected and stored in a set of three microslides attached to pieces of card and placed on the same pin). PARATYPE ( apter.): ‘GBG. / 339.C [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 29. viii. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. (Left antenna, right fore and hind leg, and male genitalia
dissected and stored in a set of three microslides attached to pieces of card and placed on the same pin). PARATYPE ( apter.): ‘GBG. / 566.C [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 28. v. 1952
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): ‘GBG. / 585.A [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 29. v. 1952 [hw]
/ A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. Microvelia lacunana Drake & Plaumann, 1953 Microvelia lacunana Drake & Plaumann, 1953: 415−416 (original decription). One paratype (allotype) is deposited in NMPC: One paratype (allotype) is deposited in NMPC:
PARATYPE ( macr.): ‘1953 [p, vertical line] / Brasilien / Rio Caragualà / 21° 48´ B. 52° 27´ L. / Fritz Plaumann [p,
horizontal lines] / 400 m [p, vertical line; white label with light blue vertical lines and black frame submarginally]
// Allotype [p] / Microvelia / lacunana / D & P. [hw, red label] // [p]’. Current status. Valid species: Xiphovelia lacunana (Drake & Plaumann, 1953) (see POLHEMUS
1977, HECKMAN 2011, MOREIRA et al. 2011). However, ZETTEL (2012c: 100) expressed serious
doubts concerning placement of this Nearctic species in Xiphovelia; further revision seems
necessary to elucidate its generic placement. KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 844 Ten paratypes are deposited in NMPC: (Antenna and all legs on the left side and male genitalia
dissected and stored in a set of three microslides attached to pieces of card and placed on the same pin). PARATYPE ( apter.): GBG. / 269. B [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 29. v. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): ‘GBG. / 339. C. [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 29. viii. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): ‘GBG. / 443.F. [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 1. xii. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia sbg. n.) / lansburyi
sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): ‘GBG. / 478. E. [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 28. xii. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. PARATYPE ( apter.): ‘GBG. / 585. A [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 29. v. 1951
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. p
p
PARATYPE ( apter.): ‘GBG. / 607. G. [hw, vertical lines] / CAPE PROVINCE / Great Berg River [p] / 9. ix. 1952
[hw] / A. D. Harrison / C.S.I.R. Stream Survey [p] // Paratypus [p] / Microvelia / (Stenovelia) / lansburyi sbg. sp. n. [hw] / Det. L. Hoberlandt, 19[p]54 [hw, red label]’. Current status. Valid species: Pseudovelia (Pseudovelia) lansburyi (Hoberlandt, 1956) (see
ANDERSEN 1983). Current status. Valid species: Pseudovelia (Pseudovelia) lansburyi (Hoberlandt, 1956) (see
A
S
1983) ANDERSEN 1983). Microvelia (Pseudovelia) lansburyi Hoberlandt, 1956 Microvelia (Pseudovelia) lansburyi Hoberlandt, 1956: 181–184, Figs 1–9 (original description). Ten paratypes are deposited in NMPC: Ten paratypes are deposited in NMPC: Microvelia limaiana Drake, 1951 Microvelia limaiana Drake, 1951b: 79−80 (original description). Eight paratypes are deposited in NMPC: Eight paratypes are deposited in NMPC: Microvelia (Trichovelia) machadoi Hoberlandt, 1951 Microvelia (Trichovelia) machadoi Hoberlandt, 1951a: 38–41, Figs 114–125 (original description). Parts of the holotype and one paratype are deposited in NMPC: HOLOTYPE ( apter.): Two slides (Slide Box 2), one including antenna, fore, middle and hind leg, and the other one
including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (880.4) 1950 [hw]
/ Tshikapa Dundo, Lunda / VI.-VII. 48 lgt. A. Machado [hw, white label with black frame submarginally] //
Holotypus [p] / Microvelia / (Trichovelia subgen. n.) / machadoi sp.n. [hw] / Det. L. Hoberlandt, 19[p]50 [hw,
red label]’. (Body of the holotype returned to the Dundo Museum, Angola). PARATYPE ( apter.): ‘VI-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4 [hw] /
coll.A.B Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia / (Trichovelia subg. n.) / machadoi
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // || [p]’. Current status. Valid species: Pseudovelia (Trichovelia) machadoi (Hoberlandt, 1951) (see
LINNAVUORI 1975, 1977; ANDERSEN 1983). Microvelia (Pseudovelia) lundaensis Hoberlandt, 1951
Microvelia (Pseudovelia) lundaensis Hoberlandt, 1951a: 33–35, Figs 92–102 (original description). PARATYPE ( apter.): ‘VI.-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt [p] // Ang. [p] No 880.4 [hw] /
coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia (Pseudovelia subg. n) / lundaensis
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. Note. Collection also includes one slide with hemelytron of an additional paratype speci-
men. Current status. Valid species: Pseudovelia (Pseudovelia) lundaensis (Hoberlandt, 1951)
(see ANDERSEN 1983). Microvelia (Trichovelia) machadoi Hoberlandt, 1951
Microvelia (Trichovelia) machadoi Hoberlandt, 1951a: 38–41, Figs 114–125 (original descript Microvelia (Pseudovelia) lundaensis Hoberlandt, 1951
Microvelia (Pseudovelia) lundaensis Hoberlandt, 1951a: 33–35, Figs 92–102 (original description). Microvelia (Pseudovelia) lundaensis Hoberlandt, 1951
Microvelia (Pseudovelia) lundaensis Hoberlandt, 1951a: 33–35, Figs 92–102 (original description) Parts of the holotype and two paratypes are deposited in NMPC: Parts of the holotype and two paratypes are deposited in NMPC: HOLOTYPE ( apter.): Two slides (Slide Box 2), one including antenna, fore, middle and hind leg, and the other one
including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (880.4) 1950 [hw]
/ Tshikapa Dundo, Lunda / VI.-VII. 48 lgt. A. Machado [hw, white label with black frame submarginally] //
Holotypus [p] / Microvelia / (Pseudovelia subgen. n.) / lundaensis sp.n. [hw] / Det. L. Hoberlandt, 19[p]50 [hw,
red label]’. (Body of the holotype returned to the Dundo Museum, Angola). HOLOTYPE ( apter.): Two slides (Slide Box 2), one including antenna, fore, middle and hind leg, and the other one
including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (880.4) 1950 [hw]
/ Tshikapa Dundo, Lunda / VI.-VII. 48 lgt. A. Machado [hw, white label with black frame submarginally] //
Holotypus [p] / Microvelia / (Pseudovelia subgen. n.) / lundaensis sp.n. [hw] / Det. L. Hoberlandt, 19[p]50 [hw,
red label]’. (Body of the holotype returned to the Dundo Museum, Angola). ]
(
y
yp
g
)
PARATYPE ( macr.): ‘VI.-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia (Pseudovelia subg. n) / lundaensis
/ sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. PARATYPE ( macr.): ‘VI.-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia (Pseudovelia subg. n) / lundaensis
/ sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. p
[
]
[p]
[
]
||| [p]
PARATYPE ( apter.): ‘VI.-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt [p] // Ang. [p] No 880.4 [hw] /
coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia (Pseudovelia subg. n) / lundaensis
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. Eight paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann [p] / PARATYPE
/ By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // Microvelia / limaiana / Drak. [hw, white label with
black frame submarginally] // || [p]’. PARATYPE ( apter.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann [p] / PARATYPE
/ By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // Microvelia / limaiana / Drak. [hw, white label with
black frame submarginally] // || [p]’. PARATYPES (5 apter.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann [p] // PARA-
TYPE / By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // [p]’. PARATYPES (5 apter.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann [p] // PARA-
TYPE / By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // [p]’. PARATYPES (5 apter.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann [p] // PARA-
TYPE / By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // [p]’. PARATYPES (2 : 1 apter., 1 macr.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann
[p] // PARATYPE / By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // || [p]’. PARATYPES (2 : 1 apter., 1 macr.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann
[p] // PARATYPE / By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // || [p]’. PARATYPES (2 : 1 apter., 1 macr.): ‘Nova Teutonia / St. Catarina / Bras. [p] VI. 10 [hw] 1950 / Fritz Plaumann
[p] // PARATYPE / By C. J. Drake [p] / Microvelia / limaiana [hw, red label] // || [p]’. Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 845 Current status. Valid species, not attributed to any subgenus (see HECKMAN 2011, MOREIRA
et al. 2011). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC:
PARATYPE ( macr.): ‘Mayaguez, Puerto / Rico, 4-4. 36 / H. D. Tate [p] // [p] // Paratype [p] / Microvelia /
portoricensis / Drake. [hw, red label]’. PARATYPE ( apter.): ‘Mayaguez, Puerto / Rico, 4-4. 36 / H. D. Tate [p] // [p] // Paratype / By C. J. Drake [p]
/ Microvelia / portoricensis [hw, red label]’. PARATYPE ( macr.): ‘Mayaguez, Puerto / Rico, 4-4. 36 / H. D. Tate [p] // [p] // Paratype [p] / Microvelia /
portoricensis / Drake. [hw, red label]’. PARATYPE ( apter.): ‘Mayaguez, Puerto / Rico, 4-4. 36 / H. D. Tate [p] // [p] // Paratype / By C. J. Drake [p]
/ Microvelia / portoricensis [hw, red label]’. Current status. Valid species, not attributed to any subgenus (see MALDONADO-CAPRILES &
NAVARRO 1967). Microvelia (Microvelia) silvestris Hoberlandt, 1951a: 28, 30–32, Figs 73–82 (original description). Microvelia (Microvelia) silvestris Hoberlandt, 1951a: 28, 30–32, Figs 73–82 (original description). The holotype and one paratype are deposited in NMPC: The holotype and one paratype are deposited in NMPC: HOLOTYPE ( apter.): ‘Alex. [hw] / Egypt. [p] 12.9.33 [hw] / Dr. H. Priesner [p, white label with black frame submar-
ginally] // Holotypus [p, red label] // Holotypus [p] / Microvelia (s. str.) / priesneri sp. n. / f. apt. [hw] / Det. L. Hoberlandt, 19[p]51 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1213 [hw, orange label]’. (The specimen is
card-mounted; antenna and all legs on the left side, and genitalia dissected, stored in a set of three microslides
attached to three pieces of card placed on the same pin). PARATYPE ( apter.): ‘Alex. [hw] / Egypt. [p] 12.9.33 [hw] / Dr. H. Priesner [p, white label with black frame submar-
ginally] // Paratypus [p, red label] // Paratypus [p] / Microvelia (s. str.) / priesneri sp. n. / f. apt. [hw] / Det. L. Hoberlandt, 19[p]51 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1214 [hw, orange label]’. Current status. Junior synonym of Microvelia (Picaultia) popovi Brown, 1951 (see LIN-
NAVUORI 1986, ANDERSEN 1995, ANDERSEN & WEIR 2003, AUKEMA et al. 2013). Current status. Valid species. Current status. Valid species. Microvelia (Trichovelia) troilos Linnavuori, 1975
Microvelia (Trichovelia) troilos Linnavuori, 1975: 50–53, Figs 19–25 (original description, key). PARATYPE ( apter.): ‘Côte d’Ivoire / Bouaké / IV-1964 / leg.R.H.Cobben [p] // Paratype / micr. (Trichovelia / troilos
Linn. [sic!; hw, pale green label]’. Microvelia novana Drake & Plaumann, 1955 Microvelia novana Drake & Plaumann, 1955: 22−23 (original description). Microvelia novana Drake & Plaumann, 1955: 22−23 (original description). One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Nova Teutonia / St. Catarina / Bras. [p] XI – [hw] 195[p]3 [hw] / Fritz Plaumann [p] // Paratype
[p] / Microvelia / novana / D.& P. [hw, red label] // [p]’. One paratype is deposited in NMPC: Current status. Valid species, not attributed to any subgenus (see HECKMAN 2011, MOREIRA
et al. 2011). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 846 The holotype is deposited in NMPC: The holotype is deposited in NMPC: HOLOTYPE ( macr.): ‘Dundo, Lunda / Angola [p] 10.XI.48 [hw] / A. B. Machado lgt. [p] // Ang. [p] No. 1209.2
[hw] / coll.A.B Machado // Holotypus [p, red label] // Holotypus [p] / Microvelia / silvestris / sp. n. f. macr.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // ||| [p]’. (The specimen is card-mounted; left antenna,
hemelytron, and all legs dissected, mounted on two separate slides deposited in Slide Box 2). Current status. Valid species. Microvelia (Microvelia) priesneri Hoberlandt, 1951 Microvelia (Microvelia) priesneri Hoberlandt, 1951b: 271–275, Figs 1–9 (original description, key). Microvelia tshingandana Linnavuori & Weber, 1974 One paratype is deposited in NMPC: PARATYPE ( apter.): ‘Zentral-Afrika [hw] // Tshinganda - Qache / 2450 m 5.4.72 / Statzner leg. [hw] // [p] //
Paratypus / Microvelia / tshingandana / Lv. et Hb. [hw, red label]’. PARATYPE ( apter.): ‘Zentral-Afrika [hw] // Tshinganda - Qache / 2450 m 5.4.72 / Statzner leg. [hw] // [p] //
Paratypus / Microvelia / tshingandana / Lv. et Hb. [hw, red label]’. Current status. Valid species, not attributed to any subgenus. Microvelia (Trichovelia) troilos Linnavuori, 1975 Microvelia (Trichovelia) troilos Linnavuori, 1975
Microvelia (Trichovelia) troilos Linnavuori, 1975: 50–53, Figs 19–25 (original description, key). PARATYPE ( apter.): ‘Côte d’Ivoire / Bouaké / IV-1964 / leg.R.H.Cobben [p] // Paratype / micr. (Trichovelia / troilos Microvelia (Trichovelia) troilos Linnavuori, 1975: 50–53, Figs 19–25 (original description, key). Microvelia (Trichovelia) troilos Linnavuori, 1975: 50–53, Figs 19–25 (original description, key). PARATYPE ( apter.): ‘Côte d’Ivoire / Bouaké / IV-1964 / leg.R.H.Cobben [p] // Paratype / micr. (Trichovelia / troilos
Linn. [sic!; hw, pale green label]’. PARATYPE ( apter.): ‘Côte d’Ivoire / Bouaké / IV-1964 / leg.R.H.Cobben [p] // Paratype / micr. (Trichovelia / troilos
Linn. [sic!; hw, pale green label]’. PARATYPE ( apter.): ‘Côte d’Ivoire / Bouaké / IV-1964 / leg.R.H.Cobben [p] // Paratype / micr. (Trichovelia / troilos
Linn. [sic!; hw, pale green label]’. Current status. Valid species: Pseudovelia (Trichovelia) troilos (Linnavuori, 1975) (see
LINNAVUORI 1977, ANDERSEN 1983). Current status. Valid species: Pseudovelia (Trichovelia) troilos (Linnavuori, 1975) (see
LINNAVUORI 1977, ANDERSEN 1983). 847 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Microvelia (Microvelia) vilhenai Hoberlandt, 1951 Microvelia (Microvelia) vilhenai Hoberlandt, 1951a: 31–33, Figs 83–91 (original description). Seven paratypes are deposited in NMPC: Seven paratypes are deposited in NMPC: PARATYPES (4 apter.): ‘Dundo, Lunda / Angola [p] VI. 49 [hw] / A. B. Machado lgt. [p] // Ang. [p] No 1525.12
[hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia / vilhenai / sp. n. [hw] /
Det. L. Hoberlandt, 19[p]50 [hw. red label]’. PARATYPES (3 apter.): ‘Dundo, Lunda / Angola [p] VI. 49 [hw] / A. B. Machado lgt. [p] // Ang. [p] No 1525.12
[hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Microvelia / vilhenai / sp. n. [hw] /
Det. L. Hoberlandt, 19[p]50 [hw. red label]’. Note. Collection also includes two slides, one with antenna, fore, middle and hind leg, the
other one with male genitalia, of an additional paratype specimen. Current status. Valid species (see POISSON 1957). Current status. Valid species (see POISSON 1957). Current status. Valid species (see POISSON 1957). Pseudovelia heissi Hecher, 2006 dovelia heissi Hecher, 2006: 436, 447–455, Figs 2, 12, 33–35, 46, 49, 58 (original description, key). Pseudovelia heissi Hecher, 2006: 436, 447–455, Figs 2, 12, 33–35, 46, 49, 58 (original description, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE ( apter.): ‘Philippinen: Catanduanes / W Bato / Maribini Falls / 6.3.1999 / leg. H. Zettel (194) [p] //
[p] // Paratypus / Pseudovelia / heissi sp.n. / des. Hecher 2006 [p, red label]’. PARATYPE ( apter.): ‘Philippinen: Camarines Sur / 20km E Naga, 3km E Carolina / Mainit Spring (Hydro) / 20.2.1998,
leg.Zettel (142) [p] // [p] // Paratypus / Pseudovelia / heissi sp.n. / des. Hecher 2006 [p, red label]’. Current status. Valid species: Pseudovelia (Pseudovelia) heissi Hecher, 2006. Pseudovelia polhemi Hecher, 2006 Pseudovelia polhemi Hecher, 2006: 436, 438–440, 450–451, 453–454, Figs 11, 16–18, 43, 57–58 (original descrip-
tion, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): aratypes are deposited in NMPC (exchange with Natural History Museum, Vienna) PARATYPE ( apter.): ‘Philippinen: La Union / Bacnotan, Don Mariano / Marcos Mem. State Univ. / Casiaman Falls,
24.10. / 2002, leg.H.Zettel (312) [p] // [p] // Paratypus / Pseudovelia / polhemi sp. n. / des. Hecher 2006 [p,
red label]’. ]
PARATYPE ( apter.): ‘Philippinen: La Union / Bacnotan, Don Mariano / Marcos Mem. State Univ. / Casiaman Falls,
24.10. / 2002, leg.H.Zettel (312) [p] // [p] // Paratypus / Pseudovelia / polhemi sp. n. / des. Hecher 2006 [p,
red label]’. Current status. Valid species: Pseudovelia (Pseudovelia) polhemi Hecher, 2006. KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 848 Pseudovelia ullrichi Hecher, 2005 Pseudovelia ullrichi Hecher, 2005: 56–57, 59, 62–64, Figs 1, 13–19 (original description, key). Pseudovelia ullrichi Hecher, 2005: 56–57, 59, 62–64, Figs 1, 13–19 (original description, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, V PARATYPE ( apter.): ‘11 VIII 1998 Thaild. / Mae Hong Son / Mae Nam Cottage // N 019° 19′59.0″/ in Pai River / E
097° 57′ 13.0″[p] // among fl oating / debris / Dr. W. Ullrich leg. [p] // Dr. Wolfgang G. / ULLRICH / collection
[p] // [p] // Paratypus / Pseudovelia / ullrichi sp.n. / des. C. Hecher 2004 [p, red label]’. PARATYPE ( apter.): ‘11 VIII 1998 Thaild. / Mae Hong Son / Mae Nam Cottage // N 019° 19′59.0″/ in Pai River / E
097° 57′ 13.0″[p] // among fl oating / debris / Dr. W. Ullrich leg. [p] // Dr. Wolfgang G. / ULLRICH / collection
[p] // [p] // Paratypus / Pseudovelia / ullrichi sp.n. / des. C. Hecher 2004 [p, red label]’. Current status. Valid species: Pseudovelia (Pseudovelia) ullrichi Hecher, 2005. Pseudovelia schoenigi Hecher & Bongo, 2006 Pseudovelia schoenigi Hecher & Bongo, 2006: 92–98, Figs 1–9 (original description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE ( apter.): ‘Philippinen: Masbate Isl. / 3.5 km SE Masbate, Tugbo / Tugbo River / 2.3.1998 / leg. H. Zettel
(152) [p] // 1 [hw] // [p] // Paratypus / Pseudovelia / schoenigi sp.n., des. / Hecher & Bongo 2005 [p, red label]’
(The specimen is card-mounted, the detached male genitalia glued to the same piece of card). PARATYPE ( apter.): ‘Philippinen: Masbate Isl. / 3.5 km SE Masbate, Tugbo / Tugbo River / 2.3.1998 / leg. H. Zettel
(152) [p] // 1 [hw] // [p] // Paratypus / Pseudovelia / schoenigi sp.n., des. / Hecher & Bongo 2005 [p, red label]’
(The specimen is card-mounted, the detached male genitalia glued to the same piece of card). (
p
g
g
p
)
PARATYPE ( apter.): ‘Philippinen: Masbate Isl. / 2 km S Baleno / stream, 4.3.1998 / leg. H. Zettel (154) [p] //
[p] // Paratypus / Pseudovelia / schoenigi sp.n., des. / Hecher & Bongo 2005 [p, red label]’. (The specimen is
card-mounted, glued on its dorsum). (
p
g
g
p
)
PARATYPE ( apter.): ‘Philippinen: Masbate Isl. / 2 km S Baleno / stream, 4.3.1998 / leg. H. Zettel (154) [p] //
[p] // Paratypus / Pseudovelia / schoenigi sp.n., des. / Hecher & Bongo 2005 [p, red label]’. (The specimen is
card-mounted, glued on its dorsum). Current status. Valid species: Pseudovelia (Pseudovelia) schoenigi Hecher & Bongo,
2005. Current status. Valid species: Pseudovelia (Pseudovelia) schoenigi Hecher & Bongo,
2005. Pseudovelia tibialis Esaki & Miyamoto, 1955 Pseudovelia tibialis Esaki & Miyamoto, 1955: 174–176, 179, 193–199, Figs 3A–D, 4D, 8A–E, 9A–J, Pl. 25: Fig. B, Pl. 29: Figs A–C (original description, key). Four paratypes are deposited in NMPC: Four paratypes are deposited in NMPC: PARATYPE ( apter.): ‘(Kyushu) / Mt. Kirishima / Hyuga / 28. IX. 1952 / R. Morimoto [hw] // [p] // PARATYPUS
/ PSEUDOVELIA / TIBIALIS / Esaki & Miyamoto, 1955 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘(Kyushu) / Mt. Kirishima / Hyuga / 28. IX. 1952 / R. Morimoto [hw] // [p] // PARATYPUS
/ Pseudovelia / tibialis / Esaki et Miyamoto / reverse: (Kyushu) / Mt. Kirishima / Hyuga / 28. IX. 1952 / R. Morimoto [hw] // PARATYPUS / PSEUDOVELIA / TIBIALIS / Esaki & Miyamoto, 1955 / labelled: P. KMENT
2013 [p, red label]’. PARATYPE ( macr.): ‘(Kyushu) / Mt. Kirishima / Hyuga / 28. IX. 1952 / R. Morimoto [hw] // [p] // PARATYPUS
/ Pseudovelia / tibialis / Esaki et Miyamoto / reverse: (Kyushu) / Mt. Kirishima / Hyuga / 28. IX. 1952 / R. Morimoto [hw] // PARATYPUS / PSEUDOVELIA / TIBIALIS / Esaki & Miyamoto, 1955 / labelled: P. KMENT
2013 [p, red label]’. PARATYPE ( macr.): ‘(Kyushu) / Mt. Kirishima / Hyuga / 28. IX. 1952 / R. Morimoto [hw] // [p] // PARATYPUS
/ PSEUDOVELIA / TIBIALIS / Esaki & Miyamoto, 1955 / labelled: P. KMENT 2013 [p, red label]’. (Detached
antennal segment III and IV of both antennae glued on a separate piece of card). Current status. Valid species: Pseudovelia tibialis tibialis Esaki & Miyamoto, 1955 (see
MIYAMOTO & LEE 1963; ANDERSEN 1983, 1995a; YE et al. 2013a). 849 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Thirteen paratypes are deposited in NMPC: [p] 411.7 [hw] /
coll.A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (3 macr.): ‘Dundo, Lunda / Angola [p] III. 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] 411.7 [hw] /
coll.A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’.
PARATYPES (2 macr.): ‘Dundo, Lunda / Angola II-III.48 [hw] / A B Machado lgt [p] // Ang. [p] No 411 [hw] /
coll.A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (2 macr.): ‘Dundo, Lunda / Angola II-III.48 [hw] / A B Machado lgt [p] // Ang. [p] No 411 [hw] /
coll.A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. Note. Collection also includes six slides with various body parts of additional macropterous
paratypes, and three slides with body parts of additional apterous paratypes (Slide Box 2). C
t t t
V lid
i
(
L
1977) Note. Collection also includes six slides with various body parts of additional macropterous
paratypes, and three slides with body parts of additional apterous paratypes (Slide Box 2). Current status. Valid species (see LINNAVUORI 1977). paratypes, and three slides with body parts of additional apterous paratypes (Slide Box 2). Current status. Valid species (see LINNAVUORI 1977). p
yp
,
y p
p
p
yp
(
)
Current status. Valid species (see LINNAVUORI 1977). Thirteen paratypes are deposited in NMPC: PARATYPES (2 apter.): ‘VI-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4
[hw] / coll.A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (2 apter.): ‘VI-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4
[hw] / coll.A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (4 apter.): ‘VI-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4
[hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (4 apter.): ‘VI-VII.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lgt. [p] // Ang. [p] No 880.4
[hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( macr.): ‘Dundo, Lunda / Angola [p] III. 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] 411.7 [hw] / coll. A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( macr.): ‘Dundo, Lunda / Angola II-III.48 [hw] / A B Machado lgt [p] // Ang. [p] No 411 [hw] / coll. A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( macr.): ‘Dundo, Lunda / Angola II-III.48 [hw] / A B Machado lgt [p] // Ang. [p] No 411 [hw] / coll. A.B. Machado [p] // Paratypus [p, red label] // Paratypus [p] / Xiphoveloidea / chinai gen. et / sp. n.f. macr.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (3 macr.): ‘Dundo, Lunda / Angola [p] III. 48 [hw] / A. B. Machado lgt. [p] // Ang. Xiphoveloidea chinai Hoberlandt, 1951 Xiphoveloidea chinai Hoberlandt, 1951a: 12, 17–22, 25, Figs 17–38 (original description, differential diagnosis). Thirteen paratypes are deposited in NMPC: Parts of the holotype are deposited in NMPC: Parts of the holotype are deposited in NMPC: HOLOTYPE ( apter.): Four slides (Slide Box 2), one including antenna, one with fore, middle and hind leg, the two
remaining slides including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (880.4)
1950 [hw] / Tshikapa Angola / VI.-VII. 48 lgt. A. Machado [hw, white label with black frame submarginally] //
Holotypus [p] / Xiphoveloidea / pulchella / sp. n. / apter. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Body of the holotype returned to the Dundo Museum, Angola). Xiphoveloidea pulchella Hoberlandt, 1951 oveloidea pulchella Hoberlandt, 1951a: 22–25, Figs 39–47 (original description, differential diagnosis). Parts of the holotype are deposited in NMPC:
HOLOTYPE ( apter.): Four slides (Slide Box 2), one including antenna, one with fore, middle and hind leg, the two
remaining slides including male genitalia, labelled: ‘N. Mus. Praha / č. k. [p] / Heteroptera / Zpr. M.Z. / (880.4)
1950 [hw] / Tshikapa Angola / VI.-VII. 48 lgt. A. Machado [hw, white label with black frame submarginally] //
Holotypus [p] / Xiphoveloidea / pulchella / sp. n. / apter. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Body of the holotype returned to the Dundo Museum, Angola). Current status. Valid species (see DRAKE & HUSSEY 1955). Subfamily Perittopinae China & Usinger, 1949
Perittopus asiaticus Zettel, 2001
Perittopus asiaticus Zettel, 2001: 110–113, 116, 118, Figs 2, 6, 14–15, 22, 25 (original description, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPES (2 : 1 apter., 1 macr.): ‘Malaysia: Penang Isl. / Penang Hill, Jelang / Waterfall,560 m, 10.1. / 1996,leg. Schwendinger [p] // [p] // P a r a t y p u s / Perittopus / asiaticus sp.n. / des. H. Zettel 2000 [p, red label]’. Current status. Valid species (see CHEN et al. 2005, AUKEMA et al. 2013, YE et al. 2013b). Perittopus asiaticus Zettel, 2001 Perittopus asiaticus Zettel, 2001
Perittopus asiaticus Zettel, 2001: 110–113, 116, 118, Figs 2, 6, 14–15, 22, 25 (original description, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): Perittopus asiaticus Zettel, 2001: 110–113, 116, 118, Figs 2, 6, 14–15, 22, 25 (original description, key). ttopus asiaticus Zettel, 2001: 110–113, 116, 118, Figs 2, 6, 14–15, 22, 25 (original description, key). Perittopus asiaticus Zettel, 2001: 110–113, 116, 118, Figs 2, 6, 14–15, 22, 25 (original description, key). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPES (2 : 1 apter., 1 macr.): ‘Malaysia: Penang Isl. / Penang Hill, Jelang / Waterfall,560 m, 10.1. / 1996,leg. Schwendinger [p] // [p] // P a r a t y p u s / Perittopus / asiaticus sp.n. / des. H. Zettel 2000 [p, red label]’. Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPES (2 : 1 apter., 1 macr.): ‘Malaysia: Penang Isl. / Penang Hill, Jelang / Waterfall,560 m, 10.1. / 1996,leg. Schwendinger [p] // [p] // P a r a t y p u s / Perittopus / asiaticus sp.n. / des. H. Zettel 2000 [p, red label]’. Current status. Valid species (see CHEN et al. 2005, AUKEMA et al. 2013, YE et al. 2013b). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 850 Current status. Valid species (see CHEN et al. 2005). Current status. Valid species (see CHEN et al. 2005). The holotype and 7 paratypes (including the allotype) are deposited in NMPC: The holotype and 7 paratypes (including the allotype) are deposited in NMPC The holotype and 7 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label] // Holotypus [p] / Rhagovelia / abalienata
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label] // Holotypus [p] / Rhagovelia / abalienata
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label] // Paratypus [p] / Rhagovelia / abalienata
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (The specimen is card-mounted; left hind
leg, and right middle and hind leg missing. Dissected male genitalia mounted on a microslide on a piece of card
attached to the same pin; one middle and one hind leg mounted on two separate slides stored in Slide Box 3). PARATYPE ( apter.): ‘Paratypus [p, red label] // Vohémar / Madagascar [p] // Paratypus [p] / Rhagovelia / abalienata
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label] // Allotypus [p] / Rhagovelia / abalienata
/ sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPES (4 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label] // Paratypus [p] / Rhagovelia /
abalienata / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. Current status. Valid species. Rhagovelia abalienata Hoberlandt, 1951 Rhagovelia abalienata Hoberlandt, 1951: 5–7, 10–11, Figs 7–15 (original description, keys to males and fema-
les). Rhagovelia abalienata Hoberlandt, 1951: 5–7, 10–11, Figs 7–15 (original description, keys to males and fema-
les). Perittopus borneensis Zettel, 2001 Perittopus borneensis Zettel, 2001: 111–116, 118, Figs 1, 12–13, 17, 23, 27 (original description, key). erittopus borneensis Zettel, 2001: 111–116, 118, Figs 1, 12–13, 17, 23, 27 (original description, key). Three paratypes are deposited in NMPC (exchange with Natural History Museum, Vien-
na): PARATYPE ( macr.): ‘Malaysia, Sabah, Crocker / Range, Kaningau env., stream near / Liang cave 13.6. 1998 / J. Kodada & F. Čiampor lgt. [p] // [p] // P a r a t y p u s / Perittopus / borneensis sp.n. / des. H. Zettel 2000 [p,
red label]’. PARATYPE ( apter.): ‘Malaysia, Sabah, Batu / Punggul Resort env., 24.VI.- / 1.VII.1995, 11b, shaded stream / 1.5-
2.0 m wide, fl owing through / dense primary forest [p] // [p] // P a r a t y p u s / Perittopus / borneensis sp.n. / des. H. Zettel 2000 [p, red label]’. [p
]
PARATYPE ( apter.): ‘Malaysia, Sabah, Batu / Punggul Resort env., 24.VI.- / 1.VII.1995, 11b, shaded stream / 1.5-
2.0 m wide, fl owing through / dense primary forest [p] // [p] // P a r a t y p u s / Perittopus / borneensis sp.n. / des. H. Zettel 2000 [p, red label]’. o paratypes are deposited in NMPC (exchange with Natural History Museum, Vienn Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPE ( apter.): ‘PHILIPPINEN: Negros / SE Bacolod,Mambucal / Seven Falls, 15.-16.3. / 900 m,lg.Zettel
1994(39a) [p] // [p] // P a r a t y p u s / Rhagovelia / canlaonensis sp. n. / des. H. Zettel 1994 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Negros / Umg. Canlaon City / Pula, 9.2.1994 / leg. Seyfert & Graindl [p] // PARATYPE ( apter.): ‘PHILIPPINEN: Negros / SE Bacolod,Mambucal / Seven Falls, 15.-16.3. / 900 m,lg.Zettel
1994(39a) [p] // [p] // P a r a t y p u s / Rhagovelia / canlaonensis sp. n. / des. H. Zettel 1994 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Negros / SE Bacolod,Mambucal / Seven Falls, 15.-16.3. / 900 m,lg.Zettel
1994(39a) [p] // [p] // P a r a t y p u s / Rhagovelia / canlaonensis sp. n. / des. H. Zettel 1994 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Negros / Umg. Canlaon City / Pula, 9.2.1994 / leg. Seyfert & Graindl [p] //
30.11.1992 [p] // [p] // P a r a t y p u s / Rhagovelia / canlaonensis sp. n. / des. H. Zettel 1994 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Negros / Umg. Canlaon City / Pula, 9.2.1994 / leg. Seyfert & Graindl [p] //
30.11.1992 [p] // [p] // P a r a t y p u s / Rhagovelia / canlaonensis sp. n. / des. H. Zettel 1994 [p, red label]’. Current status. Valid species (see CHEN et al. 2005). Rhagovelia atrispina J. T. Polhemus, 1977 Rhagovelia atrispina Polhemus, 1977: 645–646 (original description). Four paratypes are deposited in NMPC: PARATYPES (2 apter.): ‘MEX. ,Mich. / Tacambaro / CL1033; 23-IV-64 / J.T. &M.S. Polhemus [p] // [p] //
PARATYPE / Rhagovelia / atrispina / J.T.Polhemus [p, red label]. PARATYPES (2 apter.): ‘MEX. ,Mich. / Tacambaro / CL1033; 23-IV-64 / J.T. &M.S. Polhemus [p] // [p]
PARATYPE / Rhagovelia / atrispina / J.T.Polhemus [p, red label]. PARATYPES (2 apter.): ‘MEX. ,Mich. / Tacambaro / CL1033; 23-IV-64 / J.T. &M.S. Polhemus [p] // [p] //
PARATYPE / Rhagovelia / atrispina / J.T.Polhemus [p, red label]. Current status. Valid species (see POLHEMUS 1997, PADILLA-GIL & MOREIRA 2013). Current status. Valid species (see POLHEMUS 1997, PADILLA-GIL & MOREIRA 2013). 851 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Rhagovelia excellentis Drake & Harris, 1927: 134−135 (original description). Rhagovelia excellentis Drake & Harris, 1927: 134−135 (original description). Rhagovelia excellentis Drake & Harris, 1927: 134−135 (original description). Two paratypes are deposited in NMPC: PARATYPES (2 apter.): ‘Dolores, Colo. / Aug. 15, 1925 / C. J. Drake // [p] // PARATYPE [p] / Rhagovelia /
excellentis / Drake + Harris [hw, red label]’. Current status. Junior synonym of Rhagovelia distincta Champion, 1898 (see GOULD 1931,
SMITH 1988a, POLHEMUS 1997, PADILLA-GIL & MOREIRA 2013). Current status. Junior synonym of Rhagovelia distincta Champion, 1898 (see GOULD 1931,
SMITH 1988a, POLHEMUS 1997, PADILLA-GIL & MOREIRA 2013). Rhagovelia graindli Zettel, 2012 Rhagovelia graindli Zettel, 2012c: 84, 89, 93–97, Figs 9–11, 32–33, 43 (original description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vi p
yp
p
(
g
y
,
)
PARATYPE ( apter.): ‘PHILIPPINEN: Mindanao / Lanao del Norte, W. Iligan / Tinago Falls, 13.11.1996 / leg. H. Zettel (95) [p] // [p] // P A R A T Y P U S / Rhagovelia / graindli sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Mindanao / Lanao del Norte, W. Iligan / Tinago Falls, 13.11.1996 / leg. H. Zettel (95) [p] // [p] // P A R A T Y P U S / Rhagovelia / graindli sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Mindanao / Lanao del Norte, W. Iligan / Tinago Falls, 13.11.1996 / leg. H. Zettel (95) [p] // [p] // P A R A T Y P U S / Rhagovelia / graindli sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Mindanao / Lanao del Norte, W. Iligan / Tinago Falls, 13.11.1996 / leg. H. ( p
)
,
g
g
,
g
Zettel (95) [p] // [p] // P A R A T Y P U S / Rhagovelia / graindli sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Mindanao / Lanao del Norte, W. Iligan / Tinago Falls, 13.11.1996 / leg. H. Zettel (95) [p] // [p] // P A R A T Y P U S / Rhagovelia / graindli sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Mindanao / Lanao del Norte, W. Iligan / Tinago Falls, 13.11.1996 / leg. H. Zettel (95) [p] // [p] // P A R A T Y P U S / Rhagovelia / graindli sp.n. / des. H. Zettel 2012 [p, red label]’. Current status. Valid species. Rhagovelia canlaonensis Zettel, 1996 Rhagovelia canlaonensis Zettel, 1996: 113, 118–120, 130–134, 136, 139, Figs 6, 11, 18, 32, 37, 56, 63 (original
description, key). Rhagovelia heissi Zettel & Bongo, 2006 g
g ,
Rhagovelia heissi Zettel & Bongo, 2006: 737–741, Figs 1–10 (original description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPES (2 apter.): ‘Philippines: Cebu, Boljoon / (Pobl.), river at Lusapon / Bridge, freshwater, 5. 12. / 2005,
leg. H. Zettel (437) [p] // [p] // Paratypus / Rhagovelia / heissi sp.n., des. / Zettel & Bongo 2005 [p, red label]’. (Both paratypes are mounted on triangular cards and attached to the same pin with two locality labels). Current status. Valid species. Rhagovelia hovana Hoberlandt, 1941
Rhagovelia hovana Hoberlandt, 1941a: 72–73, Figs 7–8 (original description). The holotype and 8 paratypes (including the allotype) are deposited in NMPC: Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): p
yp
p
(
g
y
,
)
PARATYPES (2 apter.): ‘Philippines: Cebu, Boljoon / (Pobl.), river at Lusapon / Bridge, freshwater, 5. 12. / 2005,
leg. H. Zettel (437) [p] // [p] // Paratypus / Rhagovelia / heissi sp.n., des. / Zettel & Bongo 2005 [p, red label]’. (Both paratypes are mounted on triangular cards and attached to the same pin with two locality labels). Current status. Valid species. Rhagovelia hovana Hoberlandt, 1941
Rhagovelia hovana Hoberlandt, 1941a: 72–73, Figs 7–8 (original description). Th h l
d 8
(i
l di
h
ll
)
d
i d i NMPC Rhagovelia hovana Hoberlandt, 1941
Rhagovelia hovana Hoberlandt, 1941a: 72–73, Figs 7–8 (original description). Rhagovelia impensa Bacon, 1956: 817, 827–829, Pl. 6: Fig. 8 (original description, key). Rhagovelia impensa Bacon, 1956: 817, 827–829, Pl. 6: Fig. 8 (original description, key). Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Peru S. A. / Lagunas Villa / Dept. Lima / Je. 8 to Ju. 1-34 [p] // Collected by / F. Woytkowski
[p] // P A R A T Y P E / Rhagovelia [p] / impensa [hw] / John A. Bacon [p, blue label] // Ragovelia / impensa /
Bacon [hw] / Det H. B. Hungerford [p, white label with black frame submarginally] // [p]’. PARATYPE ( apter.): ‘Peru S. A. / Lagunas Villa / Dept. Lima / Je. 8 to Ju. 1-34 [p] // Collected by / F. Woytkowski
[p] // P A R A T Y P E / Rhagovelia [p] / impensa [hw] / John A. Bacon [p, blue label] // Ragovelia / impensa /
Bacon [hw] / Det H. B. Hungerford [p, white label with black frame submarginally] // [p]’. PARATYPE ( apter.): ‘Peru S. A. / Lagunas Villa / Dept. Lima / Je. 8 to Ju. 1-34 [p] // Collected by / F. Woytkowski
[p] // [p] // P A R A T Y P E / Rhagovelia [p] / impensa [hw] / John A. Bacon [p, blue label]’. Current status. Valid species (see POLHEMUS 1997, HECKMAN 2011, PADILLA-GIL & MOREIRA
2013). Rhagovelia hovana Hoberlandt, 1941
Rhagovelia hovana Hoberlandt, 1941a: 72–73, Figs 7–8 (original description). PARATYPES (3 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
hovana n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPES (3 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
hovana n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE (): ‘Madagascar / Env. de Rogez [p] // Paratypus [p, red label with black margins] // Rhagovelia / hovana
n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE (): ‘Madagascar / Env. de Rogez [p] // Paratypus [p, red label with black margins] // Rhagovelia / hovana
n. sp. [hw] / L. Hoberlandt det. [p]’. Current status. Valid species (see HOBERLANDT 1951c, POISSON 1963). Rhagovelia hovana Hoberlandt, 1941
Rhagovelia hovana Hoberlandt, 1941a: 72–73, Figs 7–8 (original description). The holotype and 8 paratypes (including the allotype) are deposited in NMPC: The holotype and 8 paratypes (including the allotype) are deposited in NMPC: The holotype and 8 paratypes (including the allotype) are deposited in NMPC: 852 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / hovana
n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; both antennae, all legs on the right side,
and pygophore dissected, mounted on four separate slides stored in Slide Box 3). HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / hovana
n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; both antennae, all legs on the right side,
and pygophore dissected, mounted on four separate slides stored in Slide Box 3). pyg p
p
)
PARATYPES (3 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
hovana n. sp. [hw] / L. Hoberlandt det. [p]’. pyg p
p
)
PARATYPES (3 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
hovana n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia / hovana
n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left antenna and all middle and hind
legs missing. The antenna and one middle and one hind leg mounted on a separate slide stored in Slide Box 3). PARATYPES (3 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
h
[h ] / L H b l
d d
[ ]’ PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia / hovana
n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left antenna and all middle and hind
legs missing. The antenna and one middle and one hind leg mounted on a separate slide stored in Slide Box 3). legs missing. The antenna and one middle and one hind leg mounted on a separate slide stored in Slide Box 3). Rhagovelia impensa Bacon, 1956 g
p
Rhagovelia impensa Bacon, 1956: 817, 827–829, Pl. 6: Fig. 8 (original description, key). Rhagovelia inexpectata Zettel, 2000 Rhagovelia inexpectata Zettel, 2000b: 176–178, Figs 1–7 (original description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPE ( macr.): ‘Thailand: Phrae Prov., / 50km NE Phrae, Hua Kaet / Kaet river, 17.-18.11. / 1995,leg.H.Zettel
(17b) [p] // [p] // P a r a t y p u s / Rhagovelia / inexpectata sp.n. / des. H. Zettel 1998 [p, red label]’. PARATYPE ( macr.): ‘Thailand: Phetchabun Prov., / Nam Nao NP, Heo Sai / 25.11.1995 / leg. H. Zettel (24) [p] //
[p] // P a r a t y p u s / Rhagovelia / inexpectata sp n / des H Zettel 1998 [p red label]’ PARATYPE ( macr.): ‘Thailand: Phrae Prov., / 50km NE Phrae, Hua Kaet / Kaet river, 17.-18.11. / 1995,leg.H.Zettel
(17b) [p] // [p] // P a r a t y p u s / Rhagovelia / inexpectata sp.n. / des. H. Zettel 1998 [p, red label]’. PARATYPE ( macr.): ‘Thailand: Phetchabun Prov., / Nam Nao NP, Heo Sai / 25.11.1995 / leg. H. Zettel (24) [p] //
[p] // P a r a t y p u s / Rhagovelia / inexpectata sp.n. / des. H. Zettel 1998 [p, red label]’. Current status. Valid species The holotype and 3 paratypes are deposited in NMPC: The holotype and 3 paratypes are deposited in NMPC: HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia /
madari n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left antenna, all legs on left side,
and fore and middle tibia and tarsus on right side, and pygophore dissected, mounted on four separate slides
deposited in Slide Box 3). PARATYPES (2 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
madari n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Madagascar / Env. de Rogez [p] // Paratypus [p, red label with black margins] // Rhagovelia /
madari n. sp. [hw] / L. Hoberlandt det. [p]’. Current status. Valid species (see HOBERLANDT 1951c). Rhagovelia madagascariensis Hoberlandt, 1941
Rhagovelia madagascariensis Hoberlandt, 1941a: 71–72, Figs 5–6 (original description). PARATYPES (12 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia
/ madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. Note. Collection also includes seven slides containing various body parts originating from
paratypes (Slide Box 3). Note. Collection also includes seven slides containing various body parts originating from
paratypes (Slide Box 3). Current status. Valid species (see HOBERLANDT 1951c, POISSON 1963). Current status. Valid species (see HOBERLANDT 1951c, POISSON 1963) Rhagovelia mindoroensis Zettel, 1994 Rhagovelia mindoroensis Zettel, 1994: 226–227, 229–230, 232–233, Figs 1–5, 9–10, 13, 15 (original description). o paratypes are deposited in NMPC (exchange with Natural History Museum, Vienn PARATYPE ( apter.): ‘PHILIPPINEN: Mindoro or. / Tamaraw Beach, Talipanan / River, W Puerto Galera / leg. H.ZETTEL (19) [p] // 30.11.1992 [p] // [p] // P A R A T Y P U S / Rhagovelia / mindoroensis sp. n. / des. H.Zettel 1993 [p, red label]’. PARATYPE ( apter.): ‘PHILIPPINEN: Mindoro or. / Tamaraw Beach, Talipanan / River, W Puerto Galera / leg. H.ZETTEL (19) [p] // 30.11.1992 [p] // [p] // P A R A T Y P U S / Rhagovelia / mindoroensis sp. n. / des. H.Zettel 1993 [p, red label]’. Current status. Valid species (see ZETTEL 1996, CHEN et al. 2005). Rhagovelia madari Hoberlandt, 1941 g
,
Rhagovelia madari Hoberlandt, 1941: 69–70, Figs 3–4, 14 (original description). Rhagovelia madari Hoberlandt, 1941: 69–70, Figs 3–4, 14 (original description). Rhagovelia madagascariensis Hoberlandt, 1941
Rhagovelia madagascariensis Hoberlandt, 1941a: 71–72, Figs 5–6 (original description). The holotype and 18 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / mada-
gascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; antenna and all legs on left
side missing. Pygophore dissected, male genitalia mounted on four separate slides deposited in Slide Box 3). HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / mada-
gascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; antenna and all legs on left
side missing. Pygophore dissected, male genitalia mounted on four separate slides deposited in Slide Box 3). HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / mada-
gascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; antenna and all legs on left
side missing. Pygophore dissected, male genitalia mounted on four separate slides deposited in Slide Box 3). g
yg p
,
g
p
p
)
PARATYPES (5 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPES (5 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. 853 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia /
madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left antenna and all
legs on left side dissected and mounted on a separate slide deposited in Slide Box 3). PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia /
madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left antenna and all
legs on left side dissected and mounted on a separate slide deposited in Slide Box 3). g
p
p
)
PARATYPES (12 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia
/ madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p]’. Four paratypes are deposited in NMPC: Four paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Bolivia S.A. / Miguelito / May, 1938 / A. M. Olalla [p] // P A R A T Y P E / Rhagovelia / ornata
/ John A. Bacon [p, blue label] // Rhagovelia / ornata / Bacon [hw] / Det. H. B. Hungerford [p, white label with
black frame submarginally] // [p]’. PARATYPE ( apter.): ‘Bolivia S.A. / Miguelito / May, 1938 / A. M. Olalla [p] // P A R A T Y P E / Rhagovelia / ornata
/ John A. Bacon [p, blue label] // Rhagovelia / ornata / Bacon [hw] / Det. H. B. Hungerford [p, white label with
black frame submarginally] // [p]’. PARATYPE ( apter.): ‘Bolivia S.A. / Miguelito / May, 1938 / A. M. Olalla [p] // P A R A T Y P E / Rhagovelia / ornata
/ John A. Bacon [p, blue label] // [p]’. PARATYPES (2 apter.): ‘Bolivia S.A. / Miguelito / May, 1938 / A. M. Olalla [p] // P A R A T Y P E / Rhagovelia /
ornata / John A. Bacon [p, blue label] // [p]’. Current status. Valid species (see POLHEMUS 1997, HECKMAN 2011, PADILLA-GIL & MOREIRA
2013). Rhagovelia orba Hoberlandt, 1941 Rhagovelia orba Hoberlandt, 1941a: 71 (original description). The holotype and one paratype are deposited in NMPC: HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / orba
n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; right antenna and all legs on left side
dissected, mounted on a separate slide stored in Slide Box 3). PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia / orba
n. sp. [hw] / L. Hoberlandt det. [p]’. Current status. Junior synonym of Rhagovelia pexa Hoberlandt, 1941 (see HOBERLANDT
1951c, POLHEMUS & ANDERSEN 2010). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 854 Rhagovelia ornata Bacon, 1948 Rhagovelia ornata Bacon, 1948: 80–81, Fig. 9 (original description). Rhagovelia ornata Bacon, 1948: 80–81, Fig. 9 (original description). Rhagovelia pexa Hoberlandt, 1941 Rhagovelia pexa Hoberlandt, 1941a: 68–69, Figs 1–2, 13 (original description). Rhagovelia pexa Hoberlandt, 1941a: 68–69, Figs 1–2, 13 (original description). The holotype and six paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia / pexa
n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; right antenna, middle and hind leg, and
pygophore dissected, mounted on four separate slides deposited in Slide Box 3). PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia / pexa
n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Ambania / Madagascar / Mus Praha // Paratypus [p, red label with black margins] // Rhagovelia
/ pexa n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Madagascar / Env. de Rogez // Paratypus [p, red label with black margins] // Rhagovelia / pexa
n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia / pexa n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left metatibia and metatarsus missing. Right
antenna and all legs on right side dissected, mounted on a separate microscopic slide deposited in Slide Box 3). PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia / pexa n. sp. [hw] / L. Hoberlandt det. [p]’. (The specimen is card-mounted; left metatibia and metatarsus missing. Right
antenna and all legs on right side dissected, mounted on a separate microscopic slide deposited in Slide Box 3). PARATYPES (2 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
pexa n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPES (2 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
pexa n. sp. [hw] / L. Hoberlandt det. [p]’. Note. Collection also includes ten slides with various body parts from paratypes (Slide
Box 3). Note. Collection also includes ten slides with various body parts from paratypes (Slide
Box 3). tatus. Valid species (see HOBERLANDT 1951c). Current status. Valid species (see HOBERLANDT 1951c). Current status. Valid species (see POLHEMUS & ANDERSEN 2010). Rhagovelia tesari Hoberlandt, 1941 Rhagovelia tesaři Hoberlandt, 1941: 73–75, Figs 9–12, 15 (original description). The holotype and 21 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia /
tesaři n. sp. [hw] / L. Hoberlandt det. [p] // | [p]’. (The specimen is card-mounted; left mesotibia and tar-
sus missing. Right antenna and all legs on right side, and pygophore dissected, mounted on four separate slides
deposited in Slide Box 3). HOLOTYPE ( apter.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black margins] // Rhagovelia /
tesaři n. sp. [hw] / L. Hoberlandt det. [p] // | [p]’. (The specimen is card-mounted; left mesotibia and tar-
sus missing. Right antenna and all legs on right side, and pygophore dissected, mounted on four separate slides
deposited in Slide Box 3). PARATYPES (13 : 2 apter., 11 macr.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black
margins] // Rhagovelia / tesaři n. sp. [hw] / L. Hoberlandt det. [p] // | [p]’. PARATYPES (13 : 2 apter., 11 macr.): ‘Vohémar / Madagascar [p] // Holotypus [p, red label with black
margins] // Rhagovelia / tesaři n. sp. [hw] / L. Hoberlandt det. [p] // | [p]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Allotypus [p, red label with black margins] // Rhagovelia / tesaři
n. sp. [hw] / L. Hoberlandt det. [p] // || [p]’. PARATYPES (7 macr.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
tesaři n. sp. [hw] / L. Hoberlandt det. [p]’. PARATYPES (7 macr.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black margins] // Rhagovelia /
tesaři n. sp. [hw] / L. Hoberlandt det. [p]’. Note. Collection also contains eleven slides with various body parts originating from para-
types (Slide Box 3). Note. Collection also contains eleven slides with various body parts originating from para-
types (Slide Box 3). Current status. Valid species: Rhagovelia tesari tesari Hoberlandt, 1941 (see HOBERLANDT
1951c, POLHEMUS & ANDERSEN 2010). Current status. Valid species: Rhagovelia tesari tesari Hoberlandt, 1941 (see HOBERLANDT
1951c, POLHEMUS & ANDERSEN 2010). Rhagovelia reuteri Hoberlandt, 1951 hagovelia reuteri Hoberlandt, 1951c: 2–4, 10–11, Figs 1–6 (original description, keys to males and fema The holotype and two paratypes (including the allotype) are deposited in NMPC The holotype and two paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Holotypus [p, red label] // Rogez / Madagascar / Mus. Praha [p] / 800 m [hw] // Holotypus [p]
/ Rhagovelia / reuteri / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw]’. (The specimen is card-mounted;
left fore leg missing: right hind leg and pygophore dissected, mounted on two separate slides deposited in Slide
Box 3). HOLOTYPE ( apter.): ‘Holotypus [p, red label] // Rogez / Madagascar / Mus. Praha [p] / 800 m [hw] // Holotypus [p]
/ Rhagovelia / reuteri / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw]’. (The specimen is card-mounted;
left fore leg missing: right hind leg and pygophore dissected, mounted on two separate slides deposited in Slide
Box 3). HOLOTYPE ( apter.): ‘Holotypus [p, red label] // Rogez / Madagascar / Mus. Praha [p] / 800 m [hw] // Holotypus [p]
/ Rhagovelia / reuteri / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw]’. (The specimen is card-mounted;
left fore leg missing: right hind leg and pygophore dissected, mounted on two separate slides deposited in Slide
Box 3). PARATYPE ( apter.): ‘Rogez / Madagascar / Mus. Praha [p] / 800 m [hw] // Allotypus [p, red label] // Allotypus [p]
/ Rhagovelia / reuteri / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw]’. g
p
p
p
PARATYPE ( apter.): ‘Paratypus [p, red label] // Rogez / Madagascar / Mus. Praha [p] / 800 m [hw] // Paratypus [p]
/ Rhagovelia / reuteri / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw]’. Current status. Valid species (see POLHEMUS & ANDERSEN 2010). 855 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Rhagovelia rigovae Zettel, 2012 g
g
Rhagovelia rigovae Zettel, 2012c: 84, 89, 93, 97–100, Figs 12–14, 34–36, 44–45 (original description). Rhagovelia rigovae Zettel, 2012c: 84, 89, 93, 97–100, Figs 12–14, 34–36, 44–45 (original description). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): Current status. Valid subspecies (see POISSON 1963). Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vie Two paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna): PARATYPE ( apter.): ‘Philippines,Luzon:Lagunas, / Mt.Banahaw above Kinabu- / hayan, 800 m, creek in degra /
ded rainforest, 25.XI. 1995, / J. Kodada & B. Rigová lgt. [p] // [p] // P A R A T Y P U S / Rhagovelia / rigovae
sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘Philippines,Luzon:Lagunas, / Mt.Banahaw above Kinabu- / hayan, 800 m, creek in degra /
ded rainforest, 25.XI. 1995, / J. Kodada & B. Rigová lgt. [p] // [p] // P A R A T Y P U S / Rhagovelia / rigovae
sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘Philippines,Luzon:Lagunas, / Mt.Banahaw above Kinabu- / hayan, 800 m, creek in degra /
ded rainforest, 25.XI. 1995, / J. Kodada & B. Rigová lgt. [p] // [p] // P A R A T Y P U S / Rhagovelia / rigovae
sp.n. / des. H. Zettel 2012 [p, red label]’. PARATYPE ( apter.): ‘Philippines,Luzon:Lagunas, / Mt.Banahaw above Kinabu- / hayan, 800 m, creek in degra /
ded rainforest, 25.XI. 1995, / J. Kodada & B. Rigová lgt. [p] // [p] // P A R A T Y P U S / Rhagovelia / rigovae
sp.n. / des. H. Zettel 2012 [p, red label]’. Current status. Valid species. Rhagovelia tesari fl avomarginata Hoberlandt, 1951 Rhagovelia tesari fl avomarginata Hoberlandt, 1951c: 7–11, Figs 16–23 (original description, keys to males and
females). The holotype and 3 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( macr.): ‘Rogez / Madagascar / Mus Praha [p] / 800 m [hw] // Holotypus [p, red label] // Holotypus [p]
/ Rhagovelia / fl avomarginata / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // [p]’. (The
specimen is card-mounted; right hind leg is missing). PARATYPES (2 macr.): ‘Rogez / Madagascar / Mus Praha [p] / 800 m [hw] // Paratypus [p, red label] // Paratypus
[p] / Rhagovelia / fl avomarginata / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Both
specimens card-mounted; one of them with left hemelytron, all legs on right side, and pygophore dissected,
mounted on two separate slides deposited in Slide Box 3). PARATYPES (2 macr.): ‘Rogez / Madagascar / Mus Praha [p] / 800 m [hw] // Paratypus [p, red label] // Paratypus
[p] / Rhagovelia / fl avomarginata / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Both
specimens card-mounted; one of them with left hemelytron, all legs on right side, and pygophore dissected,
mounted on two separate slides deposited in Slide Box 3). PARATYPES (2 macr.): ‘Rogez / Madagascar / Mus Praha [p] / 800 m [hw] // Paratypus [p, red label] // Paratypus
[p] / Rhagovelia / fl avomarginata / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Both
specimens card-mounted; one of them with left hemelytron, all legs on right side, and pygophore dissected,
mounted on two separate slides deposited in Slide Box 3). PARATYPE ( macr.): ‘Rogez / Madagascar / Mus Praha [p] / 800 m [hw] // Allotypus [p, red label] // Allotypus [p] / Rha-
govelia / fl avomarginata / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // |||| [p]’. PARATYPE ( macr.): ‘Rogez / Madagascar / Mus Praha [p] / 800 m [hw] // Allotypus [p, red label] // Allotypus [p] / Rha-
govelia / fl avomarginata / sp. n. f. macr. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // |||| [p]’. Current status. Valid subspecies (see POISSON 1963). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 856 Paravelia bullialata J. T. Polhemus & D. A. Polhemus, 1984 Paravelia bullialata J. T. Polhemus & D. A. Polhemus, 1984 Paravelia bullialata J. T. Polhemus & D. A. Polhemus, 1984
Paravelia bullialata Polhemus & Polhemus, 1984: 342−343, 348−349, Figs 4, 5a (original description) Paravelia bullialata Polhemus & Polhemus, 1984: 342−343, 348−349, Figs 4, 5a (original descript Four paratypes are deposited in NMPC: Four paratypes are deposited in NMPC: PARATYPES (2 macr.): ‘SURINAME / N. Nieser [p] // 1st Trib. Colakreek / 8-IX-´69 SN[p] 118 A [hw] / 55°14′
5°27′ [p] // PARATYPE / Paravelia / bullialata / J. & D. Polhemus [p, pink label] // [p]’. PARATYPES (2 macr.): ‘SURINAME / N. Nieser [p] // 1st Trib. Colakreek / 8-IX-´69 SN[p] 118 A [hw] / 55°14′
5°27′ [p] // PARATYPE / Paravelia / bullialata / J. & D. Polhemus [p, pink label] // [p]’. PARATYPES (2 macr.): ‘SURINAME / N. Nieser [p] // 1st Trib. Colakreek / 8-IX-´69 SN[p] 118 A [hw] / 55°14′ PARATYPES (2 macr.): ‘SURINAME / N. Nieser [p] // 1st Trib. Colakreek / 8-IX-´69 SN[p] 118 A [hw] / 55°14′
5°27′ [p] // PARATYPE / Paravelia / bullialata / J. & D. Polhemus [p, pink label] // [p]’. Current status. Valid species (see HECKMAN 2011, MOREIRA et al. 2011). Rhagovelia trepida Bacon, 1948: 84–85, Fig. 4 (original description). Rhagovelia trepida Bacon, 1948: 84–85, Fig. 4 (original description). Four paratypes are deposited in NMPC: Four paratypes are deposited in NMPC: PARATYPES (3 apter.): ‘Sao Paulo Braz. [p] / XI. II. [hw] 193[p]5 [hw] / Nat. Sci Mus. / Via A. M. Olalla // P A
R A T Y P E / Rhagovelia / trepida / John A. Bacon [p, blue label] // [p]’. PARATYPES (3 apter.): ‘Sao Paulo Braz. [p] / XI. II. [hw] 193[p]5 [hw] / Nat. Sci Mus. / Via A. M. Olalla // P A
R A T Y P E / Rhagovelia / trepida / John A. Bacon [p, blue label] // [p]’. PARATYPE ( apter.): ‘Sao Paulo Braz. [p] / XI. II. [hw] 193[p]5 [hw] / Nat. Sci Mus. / Via A. M. Olalla // P A R A
T Y P E / Rhagovelia / trepida / John A. Bacon [p, blue label] // Rhagovelia / trepida / Bacon [hw] / Det H B
Hungerford [p, white label with black frame submarginally] // [p]’. PARATYPE ( apter.): ‘Sao Paulo Braz. [p] / XI. II. [hw] 193[p]5 [hw] / Nat. Sci Mus. / Via A. M. Olalla // P A R A
T Y P E / Rhagovelia / trepida / John A. Bacon [p, blue label] // Rhagovelia / trepida / Bacon [hw] / Det H B
Hungerford [p, white label with black frame submarginally] // [p]’. PARATYPE ( apter.): ‘Sao Paulo Braz. [p] / XI. II. [hw] 193[p]5 [hw] / Nat. Sci Mus. / Via A. M. Olalla // P A R A
T Y P E / Rhagovelia / trepida / John A. Bacon [p, blue label] // Rhagovelia / trepida / Bacon [hw] / Det H B
Hungerford [p, white label with black frame submarginally] // [p]’. Current status. Valid species (see POLHEMUS 1997, HECKMAN 2011, MOREIRA et al. 2011,
PADILLA-GIL & MOREIRA 2013). Current status. Valid species (see POLHEMUS 1997, HECKMAN 2011, MOREIRA et al. 2011,
PADILLA-GIL & MOREIRA 2013). Current status. Valid species (see POLHEMUS 1997, HECKMAN 2011, MOREIRA et al. 2011,
PADILLA-GIL & MOREIRA 2013). Angilia (Angilia) aeterna Hoberlandt, 1946 Angilia (Angilia) aeterna Hoberlandt, 1946: 55–58, Figs 1a–b, 2a–e (original description). Angilia (Angilia) aeterna Hoberlandt, 1946: 55–58, Figs 1a–b, 2a–e (original description). Four paratypes are deposited in NMPC: Four paratypes are deposited in NMPC: HOLOTYPE ( macr.): ‘Maradi, Nigérie / Saha[r]a mer. / X 1936, Škulina [p] // Holotypus [p, red label] // Angilia /
aeterna n. sp. / [hw] / L. Hoberlandt det. [p]’. (Holotype card-mounted; left antennal segments II–IV, protarsus,
middle leg, metatarsus and hemelytron, and right antennal segments III–IV, apical protarsomeres, middle and
hind leg, and pygophore dissected, mounted on six separate slides stored in Slide Box 2). Current status. Valid species (see LINNAVUORI 1971). Paravelia bullialata J. T. Polhemus & D. A. Polhemus, 1984
Paravelia bullialata Polhemus & Polhemus, 1984: 342−343, 348−349, Figs 4, 5a (original description Rhagovelia trepida Bacon, 1948 Rhagovelia trepida Bacon, 1948: 84–85, Fig. 4 (original description). Velia fi lippii anatolica Tamanini, 1951 [p] // [p] // PA
VELIA / FILIPPII ANATOLICA / Tamanini, 1951 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( macr.): ‘Sultan dağ [hw] / Anat. [p] 4.IX.47 2000 m [hw] / Exp. N. Mus. ČSR. [p] // Velia [hw] / 19[p]48
nervosa Horv. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini,
1951 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // Allotypus [p] / Velia Filippii
/ T. / subsp. anatolica / nov. subsp. [hw] / DET- L. TAMANINI 19 [p, red label] // Mus. Nat. Pragae / Inv [p]
1279 [hw, orange label]’. PARATYPE ( macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // PARATYPUS [p] / Velia Filip-
pii. T. / sbsp. anatolica / n. sbsp. [hw] / DET- L. TAMANINI 19 [p, red label] // Mus. Nat. Pragae / Inv [p]
1280 [hw, orange label]’. PARATYPES (13 macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // Paratypus [p] [hw, red
label] // Mus. Nat. Pragae / Inv [p] 1281, 1282, 1283, 1284, 1285, 1286, 1287, 1288, 1289, 1290, 1291, 1292,
1293 [respectively; hw, orange label] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951 /
labelled: P. KMENT 2013 [p, red label]’. PARATYPES (2 macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // Velia [hw] / 19[p]48 nervosa
Horv. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951
/ labelled: P. KMENT 2013 [p, red label]’. p
PARATYPE ( macr.): ‘Sultan dağ [hw] / Anat. [p] 4.IX.47 2000 m [hw] / Exp. N. Mus. ČSR. [p] // Velia [hw] / 19[p]48
nervosa Horv. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini,
1951 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( macr.): ‘Sultan dağ [hw] / Anat. [p] 4.IX.47 2000 m [hw] / Exp. N. Mus. ČSR. [p] // [p] // PARATY-
PUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( macr.): ‘Sultan dağ, 2000 m [hw] / Anat. [p] 4.IX.47 [hw] / Exp. N. Velia fi lippii anatolica Tamanini, 1951 Mus. ČSR. [p] // [p] // PARA-
TYPUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951 / labelled: P. KMENT 2013 [p, red label]’. Current status. Junior synonym of Velia (Plesiovelia) affi nis affi nis Kolenati, 1857 (see
TAMANINI 1952 1953; ANDERSEN 1995a) Current status. Junior synonym of Velia (Plesiovelia) affi nis affi nis Kolenati, 1857 (see
TAMANINI 1952, 1953; ANDERSEN 1995a). Velia fi lippii anatolica Tamanini, 1951 Velia fi lippii anatolica Tamanini, 1951a: 1–3, Figs B, D–F, L, N–Q (original description). Velia fi lippii anatolica Tamanini, 1951a: 1–3, Figs B, D–F, L, N–Q (original description). The holotype and 93 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( macr.): ‘Bürücek, Toros / Anat. 29-31 7 47 / Exp. N Mus. ČSR. [p] // V. anatolica / holot. - / Toros
.29. VII. 47. [hw, card with attached microslides containing dissected male genitalia] // Holotypus [p] / Velia
Filippii. T. / subsp. anatolica / n. subsp. [hw] / DET- L. TAMANINI 19 [p, red label] // Mus. Nat. Pragae / Inv
[p] 1216 [hw, orange label]’. PARATYPE (): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // PARATYPUS [p] / Velia Filippii. T. / sbsp. / anatolica / n. sbsp. [hw] / DET- L. TAMANINI 19 [p, red label] // Mus. Nat. Pragae / Inv [p] 1220
[hw, orange label]’. 857 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 PARATYPES (31 macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // Paratypus [p, red label]
// Mus. Nat. Pragae / Inv [p] 1217, 1218, 1219, 1221, 1222, 1223, 1224, 1225, 1226, 1227, 1228, 1229, 1230,
1231, 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1240, 1241, 1242, 1243, 1244, 1245, 1246, 1247, 1248
[respectively; hw, orange label] // [p] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951 /
labelled: P. KMENT 2013 [p, red label]’. PARATYPES (29 macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // Paratypus [p] [hw,
red label] // Mus. Nat. Pragae / Inv [p] 1249, 1250, 1251, 1252, 1253, 1254, 1255, 1256, 1257, 1258, 1259,
1260, 1261, 1262, 1263, 1264, 1265, 1266, 1267, 1268, 1269, 1270, 1271, 1272, 1273, 1274, 1275, 1276, 1277
[respectively; hw, orange label] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951 / labelled:
P. KMENT 2013 [p, red label]’. PARATYPE ( macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. [p] // Mus. Nat. Pragae / Inv [p]
1278 [hw, orange label] // [p] // PARATYPUS / VELIA / FILIPPII ANATOLICA / Tamanini, 1951 / labelled:
P. KMENT 2013 [p, red label]’. PARATYPES (10 macr.): ‘Bürücek, Toros / Anat. 29-31 7. 47 / Exp. N. Mus. ČSR. Velia affi nis var. obscura Tamanini, 1953 Velia affi nis var. obscura Tamanini, 1953: 140–141 (original description). Three paratypes are deposited in NMPC: Velia gridellii Tamanini, 1947 g
,
Velia gridellii Tamanini, 1947: 23, 25, 28, 30–31, 35, 41, 52, 54–56, Figs 33–34, 75–78, 100 (original description,
key). T
d
i d i NMPC Velia gridellii Tamanini, 1947: 23, 25, 28, 30–31, 35, 41, 52, 54–56, Figs 33–34, 75–78, 100 (original description,
key). Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘TRENTINO / Val Lagarina [p] / Bordala 8.9.46 [hw] // Velia / Gridelii Tam. [hw] / paratypus
[hw, red ink] / Det. Tamanini L. [hw]’. PARATYPE ( apter.): ‘TRENTINO / Val Lagarina [p] / Bordala 8.9.46 [hw] // Velia / Gridelii Tam. [hw] / paratypus
[hw, red ink] / Det. Tamanini L. [hw]’. PARATYPE ( apter.): ‘TRENTINO / Val Lagarina [p] / Bordala 8.9.46 [hw] // Velia / Gridelii Tam. [hw] / paratypus
[hw, red ink] / Det. Tamanini L. [hw]’. PARATYPE ( apter.): ‘TRENTINO / Val Lagarina [p] / Bordala 8.9.46 [hw] // Velia / Gridelii Tam. [hw] / paratypus
[hw, red ink] / Det. Tamanini L. [hw]’. Current status. Valid species: Velia (Plesiovelia) gridellii Tamanini, 1947 (see ANDERSEN
1995a). Current status. Valid species: Velia (Plesiovelia) gridellii Tamanini, 1947 (see ANDERSEN
1995a). Velia hoberlandti Tamanini, 1951 Velia hoberlandti Tamanini, 1951b: 5–10, Figs 2E–I, 3A–C, 4I–N (original description). Velia hoberlandti Tamanini, 1951b: 5–10, Figs 2E–I, 3A–C, 4I–N (original description). The holotype and three paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( macr.): ‘Is. Baleares [hw] / Palma. [p] // Velia / Hoberlandti / Palma. [hw; card with attached
microslides] // Coll. L. Salvator [p] // Holotypus [p] / Velia / Hoberlandti / n. sp. [hw] / DET- L. TAMANINI
19[p]49 [hw, red label]’. (The specimen is card-mounted, right middle leg missing; genitalia dissected, mounted
on microslides attached to the same pin). HOLOTYPE ( macr.): ‘Is. Baleares [hw] / Palma. [p] // Velia / Hoberlandti / Palma. [hw; card with attached
microslides] // Coll. L. Salvator [p] // Holotypus [p] / Velia / Hoberlandti / n. sp. [hw] / DET- L. TAMANINI
19[p]49 [hw, red label]’. (The specimen is card-mounted, right middle leg missing; genitalia dissected, mounted
on microslides attached to the same pin). PARATYPE ( macr.): ‘Is. Baleares [hw] / Alfabia. [p] // Coll. L. Salvator [p] // Allotypus [p] / Velia / Hoberlandti
/ n. sp. [hw] / DET- L. TAMANINI 19[p]49 [hw, red label]’. PARATYPE ( macr.): ‘Is. Baleares [hw] / Inea. [p] // Coll. L. Salvator [p] // PARATYPUS [p] / Velia / Hoberlandti
/ n. sp. [hw] / DET- L. TAMANINI [p] 49 [hw, red label]’. PARATYPE ( apter.): ‘Is. Baleares [hw] / Es Prat / de S. Jordi. [p] // Coll. L. Salvator [p] // PARATYPUS [p] / Velia
/ Hoberlandti / n. sp. [hw] / DET- L. TAMANINI [p] 49 [hw, red label]’. PARATYPE ( apter.): ‘Is. Baleares [hw] / Es Prat / de S. Jordi. [p] // Coll. L. Salvator [p] // PARATYPUS [p] / Velia
/ Hoberlandti / n. sp. [hw] / DET- L. TAMANINI [p] 49 [hw, red label]’. Current status. Valid species: Velia (Plesiovelia) hoberlandti Tamanini, 1951 (see ANDERSEN
1995a). Current status. Valid species: Velia (Plesiovelia) hoberlandti Tamanini, 1951 (see ANDERSEN
1995a). Three paratypes are deposited in NMPC: PARATYPE ( macr.): ‘Jerusalem, Palestine [hw, pencil, illegible] // [p] // Paratypus [p] / Velia affi nis / Kol. / f. obscura f n. [hw] / DET.. L. TAMANINI 195[p]3 [hw, red label]’. PARATYPE ( apter.): ‘Jerusalem / Palestine [p in blue] 26/II. [hw] / Houška 94[p in blue]6 [hw] // Velia [hw] 19[p]51
fi lippii Tam [hw] / L. Hoberlandt det. [p] [hw] // Paratypus [p] / Velia affi nis / f. obscura f. n. [hw] / DET.. L. 858 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. TAMANINI 195[p] 3 [hw, red label]’. PARATYPE ( apter.): ‘Jerusalem / Palestine [p in blue] 26/II. [hw] / Houška 94[p in blue]6 [hw] // Paratypus [p] /
Velia affi nis Kol. / f. obscura f. n. [hw] / DET.. L. TAMANINI 195[p] 3 [hw, red label]’. Current status. As the name was intentionally proposed merely for the dark coloured
variety (TAMANINI 1953) it is an unavailable name according to ICZN (1999) (see ANDERSEN
1995a). Current status. As the name was intentionally proposed merely for the dark coloured
variety (TAMANINI 1953) it is an unavailable name according to ICZN (1999) (see ANDERSEN
1995a). One syntype is deposited in NMPC: One syntype is deposited in NMPC:
SYNTYPE ( apter.): ‘La Chiffah / Algérie [p, blue label with black frame submarginally] // M. Noualhier. [p] //
[p] // Velia / Noualhieri / Put. [hw] // SYNTYPUS / VELIA / NOUALHIERI / Puton, 1889 / labelled: P. KMENT
2013 [p, red label]’. SYNTYPE ( apter.): ‘La Chiffah / Algérie [p, blue label with black frame submarginally] // M. Noualhier. [p] //
[p] // Velia / Noualhieri / Put. [hw] // SYNTYPUS / VELIA / NOUALHIERI / Puton, 1889 / labelled: P. KMENT
2013 [p, red label]’. Current status. Valid species: Velia (Plesiovelia) noualhieri noualhieri Puton, 1889 (see
TAMANINI 1968, ANDERSEN 1995a). Current status. Valid species: Velia (Plesiovelia) noualhieri noualhieri Puton, 1889 (see
TAMANINI 1968, ANDERSEN 1995a). Velia mancinii Tamanini, 1947 Velia mancinii Tamanini, 1947: 25, 27–28, 30–31, 53, 57, 63, 66–69, Figs 47–49, 107–108, 113–114, 133, 136
(original description, key). he holotype and three paratypes (including the allotype) are deposited in NMPC: PARATYPE (): ‘Kresnensko def. / 24. 6. 38 Bulg. Maced. / lgt. L. Hoberlandt. [p] // Collectio / L. Hoberlandt [p] // Velia
[hw] / 19[p]41 rivulorum Fab. / apt. [hw] / L. Hoberlandt det. [p] [hw] // Velia / Mancinii [hw] / paratypus. [hw, red ink] Tam. [hw] / DET. TAMANINI L. [p] // Mus. Nat. Pragae / Inv. [p] 1215 [hw, orange label]’. Current status. Valid species: Velia (Plesiovelia) mancinii mancinii Tamanini, 1947 (see
TAMANINI 1955, ANDERSEN 1995a, KANYUKOVA 2006). 859 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Velia obenbergeri cresia Hoberlandt, 1941
Velia obenbergeri cresia Hoberlandt, 1941b: 163 (original description). Velia obenbergeri cresia Hoberlandt, 1941b: 163 (original description). The holotype is deposited in NMPC: Velia noualhieri Puton, 1889 Velia noualhieri Puton, 1889
Velia noualhieri Puton, 1889: 307−308 (original description). Velia noualhieri Puton, 1889: 307−308 (original description). Velia obenbergeri Hoberlandt, 1941 1938 / Táborský [hw] // Allotypus [p, red label with black margins]
// Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPES (5 apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Paratypus [p, red label with black
margins] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPES (5 apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Paratypus [p, red label with black
margins] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. Note. Collection also includes seven additional slides containing various body parts origi-
nating from paratypes, and one slide containing head with antennae, and one fore, middle
and hind leg, indicated as originating from the holotype, evidently by mistake; the slides are
deposited in Slide Box 4. Current status. Junior synonym of Velia (Plesiovelia) rhadamantha rhadamantha Hoberlandt,
1941 (see TAMANINI 1947, ANDERSEN 1995a). Velia obenbergeri Hoberlandt, 1941 Velia obenbergeri Hoberlandt, 1941b: 162–163, Figs 6, 19–20 (original description). The holotype and 10 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Holotypus [p, red label with black
margins] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. (The specimen is
card-mounted; right antenna, all legs on right side, and pygophore dissected, mounted on two separate slides
in Slide Box 4). )
PARATYPES (3 apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Paratypus [p, red label with black
margins] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. )
PARATYPES (3 apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Paratypus [p, red label with black
margins] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPES (3 apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Paratypus [p, red label with black
margins] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPE ( apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Dr. K. Táborský [hw] // Paratypus [p, red label with black
margins] // Collectio / L. Hoberlandt [p] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Dr. K. Táborský [hw] // Paratypus [p, red label with black
margins] // Collectio / L. Hoberlandt [p] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Dr. K. Táborský [hw] // Paratypus [p, red label with black
margins] // Collectio / L. Hoberlandt [p] // Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Insula / Gaudos [p] // 15. V. 1938 / Táborský [hw] // Allotypus [p, red label with black margins]
// Velia [hw] / 19[p]41 / obenbergeri n sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPE ( apter.): ‘Insula / Gaudos [p] // 15. V. The holotype is deposited in NMPC: HOLOTYPE ( apter.): ‘Knossos, Creta / Mařan et Štěp. / 1934 Coll. Bartoň [p] // Holotypus [p, red label with black
margins] // Velia [hw] 19[p]41 obenbergeri / cresia n. [hw] / L. Hoberlandt det. [p] // Velia [hw] [hw, red
ink] / rhadamantha [hw] / immatura [hw, i in black ink, rest in red ink] Hoberl. [hw] / DET. TAMANINI L. [p]’. (The specimen is card-mounted, immature; left mesotibia, mesotarsus and hind leg, and apical segments of both
antennae missing). Current status. Junior synonym of Velia (Plesiovelia) rhadamantha rhadamantha Hoberlandt,
1941 (see TAMANINI 1947, ANDERSEN 1995a). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 860 Velia pueblana Drake, 1951 Velia pueblana Drake, 1951c: 376−378 (original description). Velia pueblana Drake, 1951c: 376−378 (original description). Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Tampico, Mexico / July 16, 1950 / Drake & Hottes [p] // PARATYPE / By C. J. Drake [p] /
Velia / bueblana [sic!] / Drake [hw, red label] // [p]’. PARATYPE ( apter.): ‘Valles, Mexico / July 17, 1950 / Drake & Hottes [p] // PARATYPE / By C. J. Drake [p] /
Velia / pueblana / Drake [hw, red label] // [p] // Velia / pueblana / Drake [hw, white label with black frame
submarginally]‘. Current status. Valid species: Stridulivelia (Aenictovelia) pueblana (Drake, 1951) (DRAKE
& MENKE 1962; POLHEMUS 1976, 1979). Current status. Valid species: Velia (Plesiovelia) pelagonensis Hoberlandt, 1941 (see
ANDERSEN 1995a). ANDERSEN 1995a). Velia pelagonensis Hoberlandt, 1941b: 163–164, Figs 7, 21–23 (original description). Velia pelagonensis Hoberlandt, 1941b: 163–164, Figs 7, 21–23 (original description). Velia rhadamantha Hoberlandt, 1941 Velia rhadamantha Hoberlandt, 1941b: 160–162, Figs 4–5, 16–18 (original description). Velia rhadamantha Hoberlandt, 1941b: 160–162, Figs 4–5, 16–18 (original description). The holotype and 7 paratypes (including the allotype) are deposited in NMPC: holotype and 7 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934. Coll Bartoň [p] // Holotypus [p, red label with black
margins] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p]’ (see Figs 1−2). Š PARATYPE ( macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934. Coll Bartoň [p] // Paratypus [p, red label with black
margins] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p]’. (Male genitalia dissected,
glued on a separate piece of card attached to the same pin). PARATYPE ( macr.): ‘Nida - Ida montes / Creta, V, 1934 / Coll Bartoň [p] // Paratypus [p, red label with upper and
bottom margins black] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p] [hw]’. (The
specimen is card-mounted, left antenna, all legs on left side, and pygophore are dissceted, mounted in three
separate slides stored in Slide Box 4). p
)
PARATYPE ( macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934 Coll Bartoň [p] // Allotypus [p, red label
margins] // Velia [hw] / 19[p]41 rhadamantha / L. Hoberlandt det. [p] / n. sp. [hw]’. Š PARATYPE ( macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934. Coll Bartoň [p] // Paratypus [p, red label with black
margins] // Collectio / L. Hoberlandt [p] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPE ( macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934. Coll Bartoň [p] // Paratypus [p, red label with black
margins] // Collectio / L. Hoberlandt [p] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p] [hw]’. [p] [
]
PARATYPES (3 macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934. Coll Bartoň [p] // Paratypus [p, red label with
black margins] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p] [hw]’. PARATYPES (3 macr.): ‘Knossos, Creta / Mařan et Štěp. / 1934. The holotype and one paratype is deposited in NMPC: The holotype and one paratype is deposited in NMPC: HOLOTYPE ( apter.): ‘Kresnensko def. / 26. 6. 38 Bulg. Maced. / lgt. L. Hoberlandt. [p] // Collectio / L. Hoberlandt
[p] // Holotypus [p, red label with black margins] // Velia [hw] / 19[p]41 pelagonensis / n. sp. [hw] / L. Hober-
landt det. [p]’. (The specimen is card-mounted; right antenna, all legs on right side, and pygophore dissected,
mounted on four separate slides deposited in Slide Box 4). HOLOTYPE ( apter.): ‘Kresnensko def. / 26. 6. 38 Bulg. Maced. / lgt. L. Hoberlandt. [p] // Collectio / L. Hoberlandt
[p] // Holotypus [p, red label with black margins] // Velia [hw] / 19[p]41 pelagonensis / n. sp. [hw] / L. Hober-
landt det. [p]’. (The specimen is card-mounted; right antenna, all legs on right side, and pygophore dissected,
mounted on four separate slides deposited in Slide Box 4). PARATYPE ( apter.): ‘Issari, Pelopon. / Mařan et Štěp. / 1935 Coll. Bartoň [p] // Paratypus [p, red label with black
margins] // Velia / pelagonensis n. sp. / [hw] / L. Hoberlandt det. [p]’. PARATYPE ( apter.): ‘Issari, Pelopon. / Mařan et Štěp. / 1935 Coll. Bartoň [p] // Paratypus [p, red label with black
margins] // Velia / pelagonensis n. sp. / [hw] / L. Hoberlandt det. [p]’. Current status. Valid species: Velia (Plesiovelia) pelagonensis Hoberlandt, 1941 (see
ANDERSEN 1995a). Brachymetra anduze Drake & Harris, 1942 Brachymetra anduze Drake & Harris, 1942: 95−96 (original description); RUHOFF (1968): 30 (list of taxa described
by Drake); ARISTIZÁBAL (2002): 127, 136 (diagnosis). Brachymetra anduzeei (incorrect subsequent spelling): HARRIS & DRAKE (1945): 212 (list); DRAKE & ROZE (1954):
227 (distribution); DRAKE (1957): 128 (differential diagnosis). Brachymetra anduzei (incorrect subsequent spelling): MATSUDA (1960): 236–237, 240, 524–525, Fig. 538 (morpho-
logy, variability); HECKMAN (2011): 132 (key). Brachymetra anduze Drake & Harris, 1942: 95−96 (original description); RUHOFF (1968): 30 (list of taxa described
by Drake); ARISTIZÁBAL (2002): 127, 136 (diagnosis). Brachymetra anduzeei (incorrect subsequent spelling): HARRIS & DRAKE (1945): 212 (list); DRAKE & ROZE (1954):
227 (distribution); DRAKE (1957): 128 (differential diagnosis). Brachymetra anduzei (incorrect subsequent spelling): MATSUDA (1960): 236–237, 240, 524–525, Fig. 538 (morpho-
logy, variability); HECKMAN (2011): 132 (key). by Drake); ARISTIZÁBAL (2002): 127, 136 (diagnosis). Brachymetra anduzeei (incorrect subsequent spelling): HARRIS & DRAKE (1945): 212 (list); DRAKE & ROZE (1954):
227 (distribution); DRAKE (1957): 128 (differential diagnosis). Brachymetra anduzei (incorrect subsequent spelling): MATSUDA (1960): 236–237, 240, 524–525, Fig. 538 (morpho-
logy, variability); HECKMAN (2011): 132 (key). 227 (distribution); DRAKE (1957): 128 (differential diagnosis). Brachymetra anduzei (incorrect subsequent spelling): MATSUDA (1960): 236–237, 240, 524–525, Fig. 538 (morpho-
logy, variability); HECKMAN (2011): 132 (key). Velia tersa Drake & Harris, 1941: 338−339 (original description). PARATYPE ( apter.): ‘Trinidad. B. W. I. / Oct. 27-29, 1938 / Carl J. Drake [p] // [p] // PARATYPE [p] / Velia
/ tersa / D & H [hw, red label]’. PARATYPES (2 apter.): ‘Trinidad. B. W. I. / Oct. 27-29, 1938 / Carl J. Drake [p] // [p] // PARATYPE [p] /
Velia / tersa / D & H [hw, red label]’. Current status. Valid species: Stridulivelia (Stridulivelia) tersa (Drake & Harris, 1941) (see
DRAKE & MENKE 1962; POLHEMUS 1976, 1979; POLHEMUS & SPANGLER 1995; HECKMAN 2011;
MOREIRA et al. 2011). Family GERRIDAE Leach, 1815
Subfamily Charmatometrinae Matsuda, 1960 Family GERRIDAE Leach, 1815
Subfamily Charmatometrinae Matsuda, 1960 Family GERRIDAE Leach, 1815
Subfamily Charmatometrinae Matsuda, 1960 Velia saulii var. serbica Tamanini, 1951 Velia saulii Tam. var. serbica Tamanini, 1951b: 2–3, Figs 1A–B (original description). Velia tersa Drake & Harris, 1941 Velia tersa Drake & Harris, 1941: 338−339 (original description). The holotype is deposited in NMPC: The holotype is deposited in NMPC:
HOLOTYPE ( apter.): ‘Peristeri / Serbia mer. / Dr. Purkyně [p] // Holotypus [p] / Velia / Saulii Tam. / v. serbica /
nov. var. [hw] / DET- L. TAMANINI 19[p]49 [hw, red label]. Current status. Valid species: Velia (Plesiovelia) serbica Tamanini, 1951; upgraded to
subspecies rank by TAMANINI (1955, 1959) and to species rank by TAMANINI (1970) (see also
ANDERSEN 1995a). Velia rhadamantha Hoberlandt, 1941 Coll Bartoň [p] // Paratypus [p, red label with
black margins] // Velia [hw] / 19[p]41 rhadamantha / n. sp. [hw] / L. Hoberlandt det. [p] [hw]’. Note. Collection also includes three separate slides containing head with antennae, all legs
and male genitalia, originally indicated as originating from the holotype, clearly in mistake
(Slide Box 4). Note. Collection also includes three separate slides containing head with antennae, all legs
and male genitalia, originally indicated as originating from the holotype, clearly in mistake
(Slide Box 4). Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 861 Current status. Valid species: Velia (Plesiovelia) rhadamantha rhadamantha Hoberlandt,
1941 (see TAMANINI 1947, 1965; ANDERSEN 1995a). Current status. Valid species: Velia (Plesiovelia) rhadamantha rhadamantha Hoberlandt,
1941 (see TAMANINI 1947, 1965; ANDERSEN 1995a). Remark. The status of the single male paratype from Nida-Ida Mts. is controversial. HOBER-
LANDT (1941b) did not explicitely mention the specimen as paratype in the original description,
as he did in case of paratypes from Knossos. However, the original labels of the specimen
and the slides of its dissected body parts clearly state Hoberlandt’s intention to include it as
paratype, and absence of the statement is merely an omission in the original text. Velia saulii var. serbica Tamanini, 1951
Velia saulii Tam. var. serbica Tamanini, 1951b: 2–3, Figs 1A–B (original description). One paratype is deposited in NMPC: PARATYPE ( apter.): ‘Los Lechozos [hw] D. F. [p] / Venezuela [p] 3-13-38 [hw] / G. Vivas Berthier [p] // [p] //
Brachymetra / anduzeii [hw] / PARATYPE [p, red label]’. (Male genitalia dissected, glued on a separate triangular
piece of card attached to the same pin). PARATYPE ( apter.): ‘Los Lechozos [hw] D. F. [p] / Venezuela [p] 3-13-38 [hw] / G. Vivas Berthier [p] // [p] //
Brachymetra / anduzeii [hw] / PARATYPE [p, red label]’. (Male genitalia dissected, glued on a separate triangular
piece of card attached to the same pin). 862 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Cu
e
s
us. V
d spec es (see
00 ,
0
). Remark. DRAKE & HARRIS (1942) dedicated the newly described species to Dr. Pablo J. Anduze, mentioning the name three times as Brachymetra anduze, which is therefore the
only original spelling. The species epithet, anduze, thus represents a noun in apposition,
which contradicts the Recommendation 31A of the ICZN (1999) which however does not
make the name unavailable. Subsequently, only RUHOFF (1968) and ARISTIZÁBAL (2002) listed
the name as B. anduze. HARRIS & DRAKE (1945), DRAKE & ROZE (1954), and DRAKE (1957)
listed the name as B. anduzeei, while MATSUDA (1960) and HECKMAN (2011) used the name
as B. anduzei, but neither of them commented on the change of the spelling or mentioned the
original spelling at all so their actions cannot be regarded as emendations. As an incorrect
transliteration or latinization of the name are not considered inadvertent errors by ICZN (1999:
32.5.1), Brachymetra anduze must be accepted as the correct original spelling, B. anduzeei
and B. anduzei being incorrect subsequent spellings. Subfamily Eotrechinae Matsuda, 1960 Amemboa (Amemboa) aquafrigida Zettel & Chen, 1997 Amemboa (Amemboa) aquafrigida Zettel & Chen, 1997
Amemboa (Amemboa) aquafrigida Zettel & Chen, 1997: 94–97, 100, Figs 2, 5–6, 9 (original description). Amemboa (Amemboa) aquafrigida Zettel & Chen, 1997: 94–97, 100, Figs 2, 5–6, 9 (original descripti our paratypes are deposited in NMPC (exchange with Natural History Museum, Vie Four paratypes are deposited in NMPC (exchange with Natural History Museum, Vienna):
PARATYPE ( apter.): ‘Thailand: Petchabun / Nam Nao NP, Prom Laeng / 22.III.1994 / leg. W.D.Shepard (1040) [p]
// [p] // P a r a t y p u s / Amemboa (s.str.) / aquafrigida sp.n. / des. Zettel & Chen 1996 [p, red label]’. PARATYPE ( apter.): ‘Thailand:Phetchabun Prov. / Nam Nao NP, Huai Phrom / Laeng. 24.11.1995 / leg. H. Zettel (22)
[p] // [p] // P a r a t y p u s / Amemboa (s.str.) / aquafrigida sp.n. / des. Zettel & Chen 1996 [p, red label]’. PARATYPE ( apter.): ‘Thailand:Phetchabun Prov. / Nam Nao NP, Huai Phrom / Laeng. 24.11.1995 / leg. H. Zettel (22)
[p] // [p] // P a r a t y p u s / Amemboa (s.str.) / aquafrigida sp.n. / des. Zettel & Chen 1996 [p, red label]’. PARATYPE ( apter.): ‘Thailand: Petchabun / Nam Nao NP, Huai Ya / Krue, 14.III.1994 / leg. W.D.Shepard (1039) [p]
// [p] // P a r a t y p u s / Amemboa (s.str.) / aquafrigida sp.n. / des. Zettel & Chen 1996 [p, red label]’. ARATYPE ( apter.): ‘Thailand: Petchabun / Nam Nao NP, Prom Laeng / 22.III.1994 / leg. W.D.Shepard (1
// [p] // P a r a t y p u s / Amemboa (s.str.) / aquafrigida sp.n. / des. Zettel & Chen 1996 [p, red label] Current status. Valid species. Gerris (Gerris) caucasicus Kanyukova, 1982 s (Gerris) caucasicus Kanyukova, 1982: 66, 72, 74, 88–90, 92, Figs 29, 82–85 (original description, key PARATYPE ( macr.): ‘Кумбаши, мοрце / Ленкоран. у. [p] 23.IV.[hw] / Кириченко 909 [p] [= Kumbashi, mortse,
Lenkoran. u., Kiritshenko, 23.iv.1909] // Paratypus [p, red label] // Gerris / caucasicus Kan. / Kanyukova det. [hw] // [p] // PARATYPUS / GERRIS / CAUCASICUS / Kanyukova, 1982, labelled: P. KMENT 2013 [p, red
label]’. PARATYPE ( macr.): ‘Кумбаши, мοрце / Ленкоран. у. [p] 23.IV.[hw] / Кириченко 909 [p] [= Kumbashi, mortse,
Lenkoran. u., Kiritshenko, 23.iv.1909] // Paratypus [p, red label] // Gerris / caucasicus Kan. / Kanyukova det. [hw] // [p] // PARATYPUS / GERRIS / CAUCASICUS / Kanyukova, 1982, labelled: P. KMENT 2013 [p, red
label]’. PARATYPE ( macr.): ‘Кумбаши, мοрце / Ленкоран. у. [p] 23.IV.[hw] / Кириченко 909 [p] [= Kumbashi, mortse,
Lenkoran. u., Kiritshenko, 23.iv.1909] // Paratypus [p, red label] // Gerris / caucasicus Kan. / Kanyukova det. [hw] // [p] // PARATYPUS / GERRIS / CAUCASICUS / Kanyukova, 1982, labelled: P. KMENT 2013 [p, red
label]’. PARATYPE ( macr.): ‘Кумбаши, мοрце / Ленкоран. у. / Кириченко [p] 23.IV.[hw] 909 [p] [= Kumbashi, mortse,
Lenkoran. u., Kiritshenko, 23.iv.1909] // Paratypus [p, red label] [p] // PARATYPUS / GERRIS / CAUCASICUS
/ Kanyukova, 1982, labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( macr.): ‘Кумбаши, мοрце / Ленкоран. у. / Кириченко [p] 23.IV.[hw] 909 [p] [= Kumbashi, mortse,
Lenkoran. u., Kiritshenko, 23.iv.1909] // Paratypus [p, red label] [p] // PARATYPUS / GERRIS / CAUCASICUS
/ Kanyukova, 1982, labelled: P. KMENT 2013 [p, red label]’. Current status. Valid species (see ANDERSEN 1994, 1995a,b; KANYUKOVA 2006; FENT et al. 2011; AUKEMA et al. 2013; DAMGAARD et al. in press). 863 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Gerris (Gerris) comatus Drake & Hottes, 1925: 48–49 (original description). Gerris (Gerris) comatus Drake & Hottes, 1925: 48–49 (original description). One paratype is deposited in NMPC:
PARATYPE ( macr.): ‘Ames. Iowa [p] / X-18 [hw] 192[p]4 [hw] / C. [p] J. [hw] Drake [p] // H G Barber / Colln 1950
[p] // PARATYPE [p] / Gerris / comatus / D + H [hw, red label] // Gerris / comatus / D. & H. [hw, white label
with black frame submarginally] // [p]’. One paratype is deposited in NMPC: One paratype is deposited in NMPC:
PARATYPE ( macr.): ‘Ames. Iowa [p] / X-18 [hw] 192[p]4 [hw] / C. [p] J. [hw] Drake [p] // H G Barber / Colln 1950
[p] // PARATYPE [p] / Gerris / comatus / D + H [hw, red label] // Gerris / comatus / D. & H. [hw, white label
with black frame submarginally] // [p]’. PARATYPE ( macr.): ‘Ames. Iowa [p] / X-18 [hw] 192[p]4 [hw] / C. [p] J. [hw] Drake [p] // H G Barber / Colln 1950
[p] // PARATYPE [p] / Gerris / comatus / D + H [hw, red label] // Gerris / comatus / D. & H. [hw, white label
with black frame submarginally] // [p]’. Current status. Valid species: Gerris (Gerris) comatus Drake & Hottes, 1925 (see SMITH
1988b; ANDERSEN 1994, 1995b; DAMGAARD et al. in press). Current status. Valid species: Gerris (Gerris) comatus Drake & Hottes, 1925 (see SMITH
1988b; ANDERSEN 1994, 1995b; DAMGAARD et al. in press). Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Алексеевка Лен- / кор. р-н, Талыш [p] / 13 [hw] / Вельтищев [p] IX [hw] 938 [p] [= Alek-
seevka Lenkor. r-n, Talysh, 13.xi.1938, Vel’tishchev lgt.] // Г. Hacияку. [hw] [= G. Nasiyaku.] // [p] // Paratypus
[p] Gerris (G.) / kiritshenkoi / Kanyukova E. [hw, red label]’. PARATYPE ( apter.): ‘Алексеевка Лен- / кор. р-н, Талыш [p] / 13 [hw] / Вельтищев [p] IX [hw] 938 [p] [= Alek-
seevka Lenkor. r-n, Talysh, 13.xi.1938, Vel’tishchev lgt.] // Г. Hacияку. [hw] [= G. Nasiyaku.] // [p] // Paratypus
[p] Gerris (G.) / kiritshenkoi / Kanyukova E. [hw, red label]’. Current status. Valid species: Gerris (Gerriselloides) kiritshenkoi Kanyukova, 1979 (see
ANDERSEN 1994, 1995a,b; KANYUKOVA 2006; DAMGAARD et al. in press). Gerris dissortis Drake & Harris, 1930: 145−146 (original description). Gerris dissortis Drake & Harris, 1930: 145−146 (original description). Gerris dissortis Drake & Harris, 1930: 145−146 (original description). One paratype is deposited in NMPC: PARATYPE ( macr.): ‘Jack River [hw] Ont. [p] / 21. v. [hw] 1927 / G. S. Walley [p] // PARATYPE [p] / Gerris /
dissortis / D. & H. [hw, red label] // [p]’. Current status. Valid species: Limnoporus dissortis (Drake & Harris, 1930) (see SMITH 1988b,
ANDERSEN & SPENCE 1992, ANDERSEN 1995b, DAMGAARD et al. in press). Gerris kiritshenkoi Kanyukova, 1979 Gerris kiritshenkoi Kanyukova, 1979: 51–53, Figs 1–9 (original description). Two paratypes are deposited in NMPC: Gerris paludum palmonii Wagner, 1954 ris paludum palmonii Wagner, 1954: 205–207, Figs 1–3 (upper row), 4, 6, 8, 10, 13 (original description) Gerris paludum palmonii Wagner, 1954: 205–207, Figs 1–3 (upper row), 4, 6, 8, 10, 13 (original description). Two paratypes are deposited in NMPC: Limnogonus (Limnogonus) hungerfordi Andersen, 1975 Limnogonus (Limnogonus) hungerfordi Andersen, 1975: 28–30, 44–47, Figs 115, 120–122 (original description,
key). One paratype is deposited in NMPC: PARATYPE ( macr.): ‘E.DUTCH NEW GUINEA: / Jutefa Bay.Pim. / Sealevel-100 ft. ii.1936. / L.E.Cheesman. /
B.M.1936-271. [p] // PARATYPE / Limnogonus / hungerfordi Andersen [p] / [hw] 19[p]70[hw] / Det. N. Møller Andersen [p]’. Current status. Valid species (see ANDERSEN 1995b, ANDERSEN & WEIR 2004, CHEN et al. 2005, DAMGAARD et al. in press). Two paratypes are deposited in NMPC: PARATYPE ( brach.): ‘Tabgha 24.8.42 / (Genezareth Sea) [hw] / Palestina / J. Houška lg. [p] // Gerris (Aquarius) /
[hw] 19[p]51 paludum Fab. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPOID [p] / G. paludum / palmonii
n. sbsp. [hw] / F. Wagner det. [p, pink label]’. PARATYPE ( brach.): ‘Tabgha 24.8.42 / (Genezareth sea) [hw] / Palestina / J. Houška lg. [p] // Gerris (Aquarius) /
[hw] 19[p]51 paludum Fab. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPOID [p] / G. paludum / palmonii PARATYPE ( brach.): ‘Tabgha 24.8.42 / (Genezareth Sea) [hw] / Palestina / J. Houška lg. [p] // Gerris (Aquarius) /
[hw] 19[p]51 paludum Fab. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPOID [p] / G. paludum / palmonii
n. sbsp. [hw] / F. Wagner det. [p, pink label]’. PARATYPE ( brach.): ‘Tabgha 24.8.42 / (Genezareth sea) [hw] / Palestina / J. Houška lg. [p] // Gerris (Aquarius) /
[hw] 19[p]51 paludum Fab. [hw] / L. Hoberlandt det. [p] [hw] // PARATYPOID [p] / G. paludum / palmonii
n. sbsp. [hw] / F. Wagner det. [p, pink label]’. Current status. Junior synonym of Aquarius paludum paludum (Fabricius, 1794) (see POISSON
1965b; KANYUKOVA 1982; ANDERSEN 1990, 1995a,b; DAMGAARD et al. in press). Current status. Junior synonym of Aquarius paludum paludum (Fabricius, 1794) (see POISSON
1965b; KANYUKOVA 1982; ANDERSEN 1990, 1995a,b; DAMGAARD et al. in press). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 864 One paratype is deposited in NMPC: One paratype is deposited in NMPC: PARATYPE ( apter.): ‘Vitilevu / Fiji [p] // Vatuthere, Nr. / Nandarivatu [p] / IX.8-38 2200′ [hw] // Stream [p] //
ECZimmerman / Collector [p] // [hw, yellow label] // PARATYPE / Limnogonus / buxtoni Esaki ssp. / fi jiensis
Andersen [p] / [hw] 19[p]70[hw] / Det. N. Møller Andersen [p]’. Current status. Valid subspecies (see ANDERSEN 1995b, DAMGAARD et al. in press). Limnogonus (Limnogonus) buxtoni fi jiensis Andersen, 1975 Limnogonus (Limnogonus) buxtoni fi jiensis Andersen, 1975: 29–30, 38, 49, 56–59, Figs 128–129, 164–165, 167,
178–179 (original description, key). Tenagogonus madagascariensis Hoberlandt, 1947 [p] / 46 [hw] // Mus. Nat. Pragae / Inv. [p]
1358, 1359, 1362, 1364, 1365, 1366, 1367, 1369, 1372, 1375, 1399 [respectively; hw, orange label]’. [
p
y
g
]
PARATYPES (3 apter.): ‘Madagascar / Inv. č. [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagasca- [hw] / 19[p]46 [hw] / riensis n. sp. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1381, 1385, 1386 [respectively; hw, orange label]’. PARATYPE ( apter.): ‘Madagascar / Muš [sic!] Pragense [p] // Paratypus [p, red label with black upper and bottom
margin] // Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] / 46 [hw] // Mus. Nat. Pragae
/ Inv. [p] 1363 [hw, orange label]’. PARATYPES (9 apter.): ’Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] / 46 [hw] // Mus. Nat. Pragae / Inv. [p]
1368, 1370, 1371, 1374, 1376, 1377, 1378, 1379, 1383 [respectively; hw, orange label]’. PARATYPES (9 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagasca- [hw] / 19[p]46 [hw] / riensis n. sp. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1380, 1382, 1387, 1388, 1389, 1390, 1391, 1392, 1393 [respectively; hw, orange label]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascarien [hw] / 19[p]46 / sis n. sp. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae /
Inv. [p] 1384 [hw, orange label]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1395 [hw, orange label]’. PARATYPE ( apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] [hw] // Mus. Nat. Pragae / Inv. [p] 1398
[hw, orange label]’. Tenagogonus madagascariensis Hoberlandt, 1947 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 865 PARATYPES (4 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] /1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1330, 1333, 1336, 1337 [respectively; hw, orange label]’. PARATYPES (4 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] /1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1330, 1333, 1336, 1337 [respectively; hw, orange label]’. PARATYPES (6 apter.): ‘Ambanja / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1348, 1349, 1350, 1351, 1353, 1354 [respectively; hw, orange label]’. PARATYPES (6 apter.): ‘Ambanja / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1348, 1349, 1350, 1351, 1353, 1354 [respectively; hw, orange label]’. PARATYPE ( apter.): ‘Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] // Tenagogonus
/ madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1342 [hw,
orange label]’. (Male genitalia dissected, mounted on two pointed pieces of card attached to the same pin). PARATYPE ( apter.): ‘Madagascar / Inv, č, [p] // Allotypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] [hw] // Mus. Nat. Pragae / Inv. [p] 1356
[hw, orange label]’. PARATYPES (4 apter.): ‘Madagascar / Inv, č, [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1357, 1360, 1361, 1396 [respectively; hw, orange label]’. PARATYPES (11 apter.): ‘Madagascar / Inv, č, [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. Tenagogonus madagascariensis Hoberlandt, 1947 Tenagogonus madagascariensis Hoberlandt, 1947: 105–112, 3 unpaginated plates with 14 fi gures without consecutive
numbering (original description). The holotype and 73 paratypes (including the allotype) are deposited in NMPC: HOLOTYPE ( apter.): ‘Madagascar / Inv, č, [p] // Holotypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis n. sp. [hw, blue ink] / L. Hoberlandt det. [p] [hw, blue ink] // Mus. Nat. Pragae
/ Inv. [p] 1322 [hw, orange label]’. PARATYPES (2 apter.): ‘Madagascar / Inv, č, [p] // Paratypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis / n. sp. [hw, blue ink] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p]
1324, 1347 [respectively; hw, orange label]’. PARATYPES (6 apter.): ‘Madagascar / Inv, č, [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] / 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1327, 1328, 1331, 1334, 1338, 1339 [respectively; hw, orange label]’. PARATYPE ( apter.): ‘Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] // Tenagogonus
/ madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] /1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1332 [hw,
orange label]’. PARATYPE ( apter.): ‘Madagascar / Inv, č, [p] Vohémar [hw] // Paratypus [p, red label with black upper and bottom
margin] // Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p]
1346 [hw, orange label]’. PARATYPES (4 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1325,
1343, 1344, 1345 [respectively; hw, orange label]’. PARATYPES (4 apter.): ‘Vohémar / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] 1946 [hw] // Mus. Nat. Pragae / Inv. [p] 1323, 1326, 1335, 1340, [respectively; hw, orange label]’. Tenagogonus madagascariensis Hoberlandt, 1947 PARATYPE ( apter.): ‘Ambanja / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] / 46 [hw] // Mus. Nat. Pragae / Inv. [p]
1401 [hw, orange label]’. PARATYPE ( apter.): ‘Ambanja / Madagascar [p] // Paratypus [p, red label with black upper and bottom margin] //
Tenagogonus / madagascariensis / n. sp. [hw] / L. Hoberlandt det. [p] [hw] // Mus. Nat. Pragae / Inv. [p] 1402
[hw, orange label]’. g
PARATYPE ( apter.): ‘Madagascar / Mus. Pragense [p] // Paratypus [p, red label with black upper and bottom margin]
// Tenagogonus / 19[p]46 madagasca- / riensis n. sp. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1400 [hw, orange label]’. Current status. Valid species (see POISSON 1965b, ANDERSEN 1995b, DAMGAARD et al. in
press). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 866 Eurymetra angolensis Hoberlandt, 1951a: 10–14, Figs 6–12 (original description). Seven paratypes are deposited in NMPC: PARATYPE ( apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt [p] // Angola [p] No. 333.4
[hw] / A. B. Machado lgt. [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 331 [hw, orange label]’. PARATYPE ( apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt [p] // Angola [p] No. 333.4
[hw] / A. B. Machado lgt. [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 331 [hw, orange label]’. PARATYPE ( apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt [p] // Angola [p] No. 333.4
[hw] / A. B. Machado lgt. [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt.
[hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 331 [hw, orange label]’. PARATYPE ( apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt [p] // Ang. [p] No. 333.4 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 330 [hw, orange label]’. PARATYPE ( apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt [p] // Ang. [p] No. 333.4 [hw]
/ coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 330 [hw, orange label]’. p
g
p
g
PARATYPE ( macr.): ‘2.II.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lg. [p] // Ang. [p] No. 354.8 [hw] /
coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. macr. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. Seventeen syntypes are deposited in NMPC: Seventeen syntypes are deposited in NMPC: SYNTYPE ( apter.): ‘Ambanja / Madagascar [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1414 [hw,
orange label]’. SYNTYPE ( apter.): ‘Ambanja / Madagascar [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1414 [hw,
orange label]’. SYNTYPE ( apter.): ‘Ambanja / Madagascar [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1414 [hw,
orange label]’. g
SYNTYPES (8 apter.): ‘Madagascar / Inv. č. [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1405, 1406,
1407, 1409, 1411, 1413, 1416, 1418 [respectively; hw, orange label]’. SYNTYPES (8 apter.): ‘Madagascar / Inv. č. [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1405, 1406,
1407, 1409, 1411, 1413, 1416, 1418 [respectively; hw, orange label]’. SYNTYPES (8 apter.): ‘Madagascar / Inv. č. [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1405, 1406,
1407, 1409, 1411, 1413, 1416, 1418 [respectively; hw, orange label]’. p
y
g
SYNTYPES (8 apter.): ‘Vohémar / Madagascar [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. [p] 1408, 1410,
1412, 1415, 1417, 1419, 1420, 1421 [respectively; hw, orange label]’. SYNTYPES (8 apter.): ‘Vohémar / Madagascar [p] // TYPUS [p, red label with black frame submarginally] // Tenag. mad. [hw] / 19[p]46[hw] / f. fusca n. [hw] / L. Hoberlandt det. [p] // Mus. Nat. Pragae / Inv. Gerris kahli Drake & Harris, 1934 Gerris kahli Drake & Harris, 1934: 185, 199–200 (original description, key). One paratype is deposited in NMPC: One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Elvecia near / Mt. Turumquire, / Sucre, Venez. / G. Netting. [p] // Jan. [p] 22 [hw] / 19[p]30[hw]
// Carn. Mus. / Acc. [p] 8696 [hw] // [p] // PARATYPE [p] / Gerris / kahli / D & H [hw, red label]’. One paratype is deposited in NMPC: One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Elvecia near / Mt. Turumquire, / Sucre, Venez. / G. Netting. [p] // Jan. [p] 22 [hw] / 19[p]30[hw]
// Carn. Mus. / Acc. [p] 8696 [hw] // [p] // PARATYPE [p] / Gerris / kahli / D & H [hw, red label]’. p
yp
p
PARATYPE ( apter.): ‘Elvecia near / Mt. Turumquire, / Sucre, Venez. / G. Netting. [p] // Jan. [p] 22 [hw] / 19[p]30[hw]
// Carn. Mus. / Acc. [p] 8696 [hw] // [p] // PARATYPE [p] / Gerris / kahli / D & H [hw, red label]’. Current status. Junior synonym of Eurygerris fuscinervis Berg, 1898 (see MORALES-CASTAÑO
& MOLANO-RENDÓN 2010, DAMGAARD et al. in press). Current status. Junior synonym of Eurygerris fuscinervis Berg, 1898 (see MORALES-CASTAÑO
& MOLANO-RENDÓN 2010, DAMGAARD et al. in press). Seventeen syntypes are deposited in NMPC: [p] 1408, 1410,
1412, 1415, 1417, 1419, 1420, 1421 [respectively; hw, orange label]’. Current status. Unavailable name. It is clear from the original description that Hoberlandt
(1947) proposed this name merely for the colour variant occurring sympatrically with the
typical form and therefore there is no doubt he meant an infraspecifi c entity within Tenago-
gonus madagascariensis Hoberlandt, 1947. Tenagogonus madagascariensis f. fusca Hoberlandt, 1947 Tenagogonus madagascariensis forma fusca Hoberlandt, 1947: 108 (original description). Seventeen syntypes are deposited in NMPC: Eurymetra angolensis Hoberlandt, 1951 Eurymetra angolensis Hoberlandt, 1951a: 10–14, Figs 6–12 (original description). Eurymetra angolensis Hoberlandt, 1951a: 10–14, Figs 6–12 (original description). [p] 13 336 [hw, orange label]’. PARATYPE ( macr.): ‘2.II.48 Tshikapa [hw] / Dundo, Angola / A. B. Machado lg. [p] // Ang. [p] No. 354.8 [hw] /
coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. macr. [hw]
/ Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 336 [hw, orange label]’. g
g
PARATYPES (2 apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt. // Angola [p] No. 333.4 [hw] / A B Machado lgt // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt. PARATYPES (2 apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt. // Angola [p] No. 333.4 [hw] / A B Machado lgt // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt. Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 867 [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 333, 13 335 [respectively;
hw, orange label]’. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 333, 13 335 [respectively;
hw, orange label]’. PARATYPES (2 apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt // Ang. [p] No. 333.4
[hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 332, 13 334 [respectively;
hw, orange label]’. PARATYPES (2 apter.): ‘16.I.48 Kamassangu [hw] / – Dundo, Angola / A. B. Machado lgt // Ang. [p] No. 333.4
[hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Eurymetra / angolensis / sp. n. f. apt. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 13 332, 13 334 [respectively;
hw, orange label]’. Note. Collection also includes three separate slides containing dissected legs and male geni-
talia originating from an additional paratype (Slide Box 4). Note. Collection also includes three separate slides containing dissected legs and male geni-
talia originating from an additional paratype (Slide Box 4). Current status. Metrocoris nieseri Chen & Zettel, 1999 Metrocoris nieseri Chen & Zettel, 1999: 14–19, 29–31, Figs 1–3, 5–9, 12, 14, 30–31, 35 (original descrip One paratype is deposited in NMPC (exchange with Natural History Museum, Vienn PARATYPE ( apter.): ‘Thailand: Chiang Mai / Doi Sutep NP, Wang / Bua Boon, 24.III.1994 / leg. W.D.Shepard(1042)
[p] // paratype [hw, red label] // [p] // Metrocoris nieseri / Chen & Zettel [p]’. Current status. Valid species. Eurymetra angolensis Hoberlandt, 1951a: 10–14, Figs 6–12 (original description). Valid subspecies: Eurymetra natalensis angolensis (see POISSON 1965b;
LINNAVUORI 1971, 1981). Eurymetra manengolensis Hoberlandt, 1952 Eurymetra manengolensis Hoberlandt, 1952
Eurymetra manengolensis Hoberlandt, 1952b: 1–3, Figs 1–5 (original description). Eurymetra manengolensis Hoberlandt, 1952b: 1–3, Figs 1–5 (original description). The holotype is deposited in NMPC: HOLOTYPE ( apter.): ‘Manengole / 800 m, IV. 49 / Cameroun / lgt. Tesárek [hw] // Holotypus [p, red label] // Holo-
typus [p] / Eurymetra / manengolensis n. sp. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. Current status. Valid species: Eurymetropsiella manengolensis (Hoberlandt, 1952) (see
POISSON 1965b, LINNAVUORI 1981). Potamometra macrokosos Drake & Hoberlandt, 1965 Potamometra macrokosos Drake & Hoberlandt, 1965: 304, 306, 308–309, Figs 2b, 3e–f (original description,
key). One paratype is deposited in NMPC: PARATYPE ( apter.): ‘Suisape, 1000 M. / Lichuan Distr. / W. Hupeh, China / VIII-[p] 6 [hw] -48 [p] // Gressitt & /
Djou Collrs. // [p] // Paratype [p] / Potamometra / macrocola [sic!] / Drake [hw, red label]’. Current status. Valid species (see CHEN & ANDERSEN 1993, ANDERSEN 1995). Rheumatogonus intermedius Hungerford, 1933
Rheumatogonus intermedius Hungerford, 1933: 3−4 (original description). Subfamily Trepobatinae Matsuda, 1960 Tribe Metrobatini J. T. Polhemus & D. A. Polhemus, 1993 Tribe Metrobatini J. T. Polhemus & D. A. Polhemus, 1993 Tribe Metrobatini J. T. Polhemus & D. A. Polhemus, 1993 Rheumatobates clanis Drake & Harris, 1932 Rheumatobates clanis Drake & Harris, 1932: 157−158 (original description). Rheumatobates clanis Drake & Harris, 1932: 157−158 (original description). Five paratypes are deposited in NMPC: Rheumatogonus intermedius Hungerford, 1933 PARATYPE ( apter.): ‘Baboera River / E Coast Sumatra / 9. 24. 31 / v d. Meer Mohr [p] // P A R A T Y P E /
Rheumatogonus / intermedius / H. B. Hungerford [p, blue label] // Purch. from / Meer Mohr / See Pub. 1933 PARATYPE ( apter.): ‘Baboera River / E Coast Sumatra / 9. 24. 31 / v d. Meer Mohr [p] // P A R A T Y P E /
Rheumatogonus / intermedius / H. B. Hungerford [p, blue label] // Purch. from / Meer Mohr / See Pub. 1933 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 868 [p] // [p]’. PARATYPE ( apter.): ‘Baboera River / E Coast Sumatra / 9. 24. 31 / v d. Meer Mohr [p] // P A R A T Y P E /
Rheumatogonus / intermedius / H. B. Hungerford [p, blue label] // Purch. from / Meer Mohr / See Pub. 1933
[p] // [p]’. [p] // [p] . PARATYPE ( apter.): ‘Baboera River / E Coast Sumatra / 9. 24. 31 / v d. Meer Mohr [p] // P A R A T Y P E /
Rheumatogonus / intermedius / H. B. Hungerford [p, blue label] // Purch. from / Meer Mohr / See Pub. 1933
[p] // [p]’. Current status. Valid species (see CHEN & NIESER 2002, CHEN et al. 2005). Subfamily Rhagadotarsinae Lundblad, 1933 Tribe Naboandelini J. T. Polhemus & D. A. Polhemus, 1993 Tribe Naboandelini J. T. Polhemus & D. A. Polhemus, 1993 Tribe Naboandelini J. T. Polhemus & D. A. Polhemus, 1993
Naboandelus africanus Hoberlandt, 1951
Naboandelus africanus Hoberlandt, 1951a: 12, 14–16, Figs 13–16 (original description). Rheumatometra philarete Kirkaldy, 1902 Rheumatometra philarete Kirkaldy, 1902
Rheumatometra philarete Kirkaldy, 1902: 281 (original description). Rheumatometra philarete: ANDERSEN & WEIR (1998): 517 (lectotype designation). Two paralectotypes are deposited in NMPC:
PARALECTOTYPES (+ apter.): ‘VICTORIA / Alexandra / F. L. Billinghurst. [p] // [p] // [p] // R [hw] Paratype [p]
/ philarete / Kirk [Drake’s hw, red label] // PARALECTOTYPI / RHEUMATOMETRA / PHILARETE / Kirkaldy,
1902 / labelled: P. KMENT 2013 [p, red label]’. (Both specimens mounted on a single piece of card). Current status. Valid species (see POLHEMUS & POLHEMUS 1993; ANDERSEN & WEIR 1998,
2004). Tribe Naboandelini J. T. Polhemus & D. A. Polhemus, 1993
Naboandelus africanus Hoberlandt, 1951
Naboandelus africanus Hoberlandt, 1951a: 12, 14–16, Figs 13–16 (original description). The holotype and one paratype (allotype) are deposited in NMPC:
HOLOTYPE ( apter.): ‘Dundo, Lunda / Angola [p] II- 48 [hw] / A B Machado lg . [p] // Ang. [p] No 398.4 [hw] / coll. A.B.Machado [p] // Holotypus [p, red label] // Holotypus [p] / Naboandelus / africanus / n. sp. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. Rheumatometra philarete Kirkaldy, 1902: 281 (original description). Rheumatometra philarete Kirkaldy, 1902: 281 (original description). p
y
(
g
p
)
Rheumatometra philarete: ANDERSEN & WEIR (1998): 517 (lectotype designation). Two paralectotypes are deposited in NMPC: PARALECTOTYPES (+ apter.): ‘VICTORIA / Alexandra / F. L. Billinghurst. [p] // [p] // [p] // R [hw] Paratype [p]
/ philarete / Kirk [Drake’s hw, red label] // PARALECTOTYPI / RHEUMATOMETRA / PHILARETE / Kirkaldy,
1902 / labelled: P. KMENT 2013 [p, red label]’. (Both specimens mounted on a single piece of card). Current status. Valid species (see POLHEMUS & POLHEMUS 1993; ANDERSEN & WEIR 1998,
2004). Five paratypes are deposited in NMPC: PARATYPES (2 apter.): ‘Rio Grande / British Honduras / Nov. 1931 [p] // PARATYPE [p] / Rheumatobates /
clanis / D+H [hw, red label] // [p] // PARATYPUS / RHEUMATOBATES / CLANIS / Drake & Harris, 1932 /
labelled: P. KMENT 2013 [p, red label]’. PARATYPES (2 apter.): ‘Rio Grande / British Honduras / Nov. 1931 [p] // PARATYPE [p] / Rheumatobates /
clanis / D+H [hw, red label] // [p] // PARATYPUS / RHEUMATOBATES / CLANIS / Drake & Harris, 1932 /
labelled: P. KMENT 2013 [p, red label]’. [p
]
PARATYPE ( apter.): ‘Rio Grande / British Honduras / Nov. 1931 [p] // PARATYPE [p] / Rheumatobates / clanis /
D+H [hw, red label] // [p]’. PARATYPE ( apter.): ‘Rio Grande / British Honduras / Nov. 1931 [p] // PARATYPE [p] / Rheumatobates / clanis /
D+H [hw, red label] // [p]’. PARATYPES (2 apter.): ‘Rio Grande / British Honduras / Nov. 1931 [p] // PARATYPE [p] / Rheumatobates /
clanis / D+H [hw, red label] // [p] // PARATYPUS / RHEUMATOBATES / CLANIS / Drake & Harris, 1932 /
labelled: P. KMENT 2013 [p, red label]’. Current status. Valid species (see SMITH 1988b, CASTRO-VARGAS & MORALES-CASTAÑO
2011). Nine paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. II. 63 / Linnavuori [p] // [p] // PARATYPUS / NABO-
ANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. II. 63 / Linnavuori [p] // [p] // PARATYPUS / NABO-
ANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPES (2 apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. 2. 63 / Linnavuori [p] // [p] // PARATYPUS /
NABOANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPES (2 apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. 2. 63 / Linnavuori [p] // [p] // PARATYPUS /
NABOANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. II. 63 / Linnavuori [p] // Naboandelus / bergevini
ssp. / pygmaeus Lv. / paratypes [hw] // [p] // PARATYPUS / NABOANDELUS / BERGEVINI PYGMAEA /
Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. II. 63 / Linnavuori [p] // Naboandelus / bergevini
ssp. / pygmaeus Lv. / paratypes [hw] // [p] // PARATYPUS / NABOANDELUS / BERGEVINI PYGMAEA /
Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. [p
]
PARATYPES (3 apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. II. 63 / Linnavuori [p] // [p] // PARATYPUS /
NABOANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. [p
]
PARATYPES (3 apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. II. 63 / Linnavuori [p] // [p] // PARATYPUS /
NABOANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. 2. 63 / Linnavuori [p] // [p] // PARATYPUS / NABO-
ANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘Sudan. Kordofan / Lake Keilak / 8–11. 2. 63 / Linnavuori [p] // [p] // PARATYPUS / NABO-
ANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971 / labelled: P. KMENT 2013 [p, red label]’. PARATYPE ( apter.): ‘Sudan. Naboandelus africanus Hoberlandt, 1951 Naboandelus africanus Hoberlandt, 1951a: 12, 14–16, Figs 13–16 (original description). HOLOTYPE ( apter.): ‘Dundo, Lunda / Angola [p] II- 48 [hw] / A B Machado lg . [p] // Ang. [p] No 398.4 [hw] / coll. A.B.Machado [p] // Holotypus [p, red label] // Holotypus [p] / Naboandelus / africanus / n. sp. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. 869 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 PARATYPE ( apter.): ‘Dundo, Lunda / Angola [p] II- 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] No 398.4 [hw] /
coll.A.B.Machado [p] // Allotypus [p, red label] // Allotypus [p] / Naboandelus / africanus / n. sp. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE ( apter.): ‘Dundo, Lunda / Angola [p] II- 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] No 398.4 [hw] /
coll.A.B.Machado [p] // Allotypus [p, red label] // Allotypus [p] / Naboandelus / africanus / n. sp. [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. Current status. Valid species (see POISSON 1965b, LINNAVUORI 1981, POLHEMUS & POLHEMUS
2002). Current status. Valid species (see POISSON 1965b, LINNAVUORI 1981, POLHEMUS & POLHEMUS
2002). Nine paratypes are deposited in NMPC: Kordofan / Lake Keilak / 8–11. 2. 63 / Linnavuori [p] // [p] // Naboandelus / ber-
gevini / pygmaeus / Lv. [hw] // PARATYPUS / NABOANDELUS / BERGEVINI PYGMAEA / Linnavuori, 1971
/ labelled: P. KMENT 2013 [p, red label]’. Current status. Valid subspecies: Naboandelus bergevini pygmaeus Linnavuori, 1971 (see
LINNAVUORI 1975, 1981; ANDERSEN 1995; POLHEMUS & POLHEMUS 2002). Current status. Valid subspecies: Naboandelus bergevini pygmaeus Linnavuori, 1971 (see
LINNAVUORI 1975, 1981; ANDERSEN 1995; POLHEMUS & POLHEMUS 2002). )
Remark. LINNAVUORI (1971) cited the subspecies epithet as pygmaea; pygmaeus (-a, -um) is
a Latin adjective meaning ‘of or pertaining to a pygmy or dwarf, especially to the mythical
Pygmaei of Africa; short; of reduced statue’. This spelling was accepted in all the subsequent
papers (LINNAVUORI 1975 1981; ANDERSEN 1995; POLHEMUS & POLHEMUS 2002). However, as
the genus name Naboandelus Distant, 1910 (type species N. signatus Distant, 1910 – see
DISTANT 1910) is undoubtedly a masculine, the correct spelling of the subspecies must be
Naboandelus bergevini pygmaeus (see ICZN 1999: 31.2, 34.2). Naboandelus bergevini pygmaeus Linnavuori, 1971 g
g
p pyg
,
(
g
p
)
Naboandelus bergevini pygmaea: LINNAVUORI (1975): 45–46 (diagnosis), LINNAVUORI (1981): 17 (list), ANDERSEN
(1995): 97 (catalogue), POLHEMUS & POLHEMUS (2002): 293 (catalogue). Nine paratypes are deposited in NMPC: Nine paratypes are deposited in NMPC: Naboandelus patrizii migrans Linnavuori, 1971
Naboandelus patrizii Mc. ssp. migrans Linnavuori, 1971: 361 (original description). One paratype is deposited in NMPC:
PARATYPE ( apter.): ‘Sudan, Khartoum / 30. VI. - 3. VII. 1961 / R. Linnavuori leg [p, blue label] // [p] // Nabo-
andelus / patrizii / migrans / Lv. [hw] // PARATYPUS / NABOANDELUS / PATRIZII MIGRANS / Linnavuori,
1971 / labelled: P. KMENT 2013 [p, red label]’. Current status. Valid subspecies (see LINNAVUORI 1981, POLHEMUS & POLHEMUS 2002). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 870 Telmatometra indentata Kenaga, 1941 Telmatometra indentata Kenaga, 1941: 173, 179−180, 183, Figs 2a−c (original description, key). Telmatometra indentata Kenaga, 1941: 173, 179−180, 183, Figs 2a−c (original description, key). Three paratypes deposited in NMPC: PARATYPES (2 apter.): ‘Bolivia S. A. / R. Beni Cachuela / Esperanza 9-37 / A. M. Olalla [p] // [p, yellow
label] // P A R A T Y P E / Telmatometra / indentata / Eugena Kenaga [p, blue label]’. PARATYPES (2 apter.): ‘Bolivia S. A. / R. Beni Cachuela / Esperanza 9-37 / A. M. Olalla [p] // [p, yellow
label] // P A R A T Y P E / Telmatometra / indentata / Eugena Kenaga [p, blue label]’. PARATYPE ( apter.): ‘Bolivia S. A. / R. Beni Cachuela / Esperanza 9-37 / A. M. Olalla [p] // [p] // P A R A T
Y P E / Telmatometra / indentata / Eugena Kenaga [p, blue label]’. label] // P A R A T Y P E / Telmatometra / indentata / Eugena Kenaga [p, blue label]’. PARATYPE ( apter.): ‘Bolivia S. A. / R. Beni Cachuela / Esperanza 9-37 / A. M. Olalla [p] // [p] // P A R A T
Y P E / Telmatometra / indentata / Eugena Kenaga [p, blue label]’. Current status. Valid species (see MATSUDA 1960; POLHEMUS & POLHEMUS 1995b, 2002;
HECKMAN 2011). Trepobates citatus Drake & Chapman, 1953 Trepobates citatus Drake & Chapman, 1953: 111–112 (original description). Four paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Apopka, Fla. [p] / XII - 17 - [hw] 195[p]2 [hw] / H. C. Chapman [p] // [p] // Paratype [p] /
Trepobates / citatus / D. & C. [hw, red label]’. PARATYPE ( apter): ‘Apopka, Fla. [p] / XI - 10 [hw] 195[p]2 [hw] / H. C. Chapman [p] // [p] // Paratype [p] /
Trepobates / citatus / D. & C. [hw, red label]’. PARATYPE ( apter.): ‘Apopka, Fla. [p] / XI - 11 - [hw] 195[p]2 [hw] / H. C. Chapman [p] // [p] // Paratype [p] /
Trepobates / citatus / D. & C. [hw, red label]’. p
PARATYPE ( apter): ‘Apopka, Fla. [p] / XI - 10 [hw] 195[p]2 [hw] / H. C. Chapman [p] // [p] // Paratype [p] /
Trepobates / citatus / D. & C. [hw, red label]’. Current status. Junior synonym of Trepobates subnitidus Esaki, 1926 (see KITTLE 1991;
POLHEMUS & POLHEMUS 1995b, 2002). Trepobates knighti Drake & Harris, 1928 Trepobates knighti Drake & Harris, 1928
Trepobates knighti Drake & Harris, 1928: 28−29 (original description). Trepobates knighti Drake & Harris, 1928: 28−29 (original description). Trepobates knighti Drake & Harris, 1928: 28−29 (original description). Trepobates knighti Drake & Harris, 1928: 28−29 (original description). One paratype is deposited in NMPC: One paratype is deposited in NMPC: PARATYPE ( macr.): ‘Ames. Iowa [p] / 7-29- [hw] 192[p]4 [hw] / C. J. Drake [p] // [p] // PARATYPE [p] / Trepo-
bates / knighti n. sp. / Drake + Harris [hw, red label]’. Current status. Valid species (see SMITH 1988b; POLHEMUS & POLHEMUS 1995b, 2002). Trepobates panamensis Drake & Hottes, 1952 Trepobates panamensis Drake & Hottes, 1952 Trepobates panamensis Drake & Hottes, 1952 Trepobates panamensis Drake & Hottes, 1952b: 35–37 (original description). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE ( apter.): ‘Panama, Pan. / Aug. 13. 1934 / L. J. Rozeboom [p] // [p] // Paratype [p] / Trepobates /
panamensis / D. + H. [hw, red label]’. PARATYPE ( macr.): ‘Canal Zone / Pan. 2 – 10. 39 / C. J. Drake // [p] // Paratype [p] / Trepobates / panamensis
/ D. + H. [hw, red label]’. Current status. Valid species (see FROESCHNER 1999; POLHEMUS & POLHEMUS 1995b, 2002;
HECKMAN 2011). 871 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Subfamily Saldinae Amyot & Serville, 1843
Tribe Saldoidini Reuter, 1912 Subfamily Saldinae Amyot & Serville, 1843
Tribe Saldoidini Reuter, 1912 Family SALDIDAE Amyot & Serville, 1843 Chiloxanthus pilosus var. zaitzevi Kiritshenko, 1916 Two paralectotypes are deposited in NMPC: PARALECTOTYPE (): ‘Карская тундра / с. Тобольс. губ. / ФЗайцев [p] 27 [hw] VII 09 [p] [= Karskaya tundra / s. Tobol’s. gub., F. Zaytsev, 27.vii.09] // COTYPUS / Acanthia (Chiloxanthus) / pilosus Fall. var. / zaitzevi Kir. 1916 [hw, violet label] // PARALECTOTYPUS / CHILOXANTHUS / PILOSUS var. ZAITZEVI / Kiritshenko,
1916 / labelled: P. KMENT 2013 [p, red label]’. PARALECTOTYPE (): ‘Карская тундра / с. Тобольс. губ. / ФЗайцев [p] 27 [hw] VII 09 [p] [= Karskaya tundra / s. Tobol’s. gub., F. Zaytsev, 27.vii.09] // COTYPUS / Acanthia (Chiloxanthus) / pilosus Fall. var. / zaitzevi Kir. 1916 [hw, violet label] // PARALECTOTYPUS / CHILOXANTHUS / PILOSUS var. ZAITZEVI / Kiritshenko,
1916 / labelled: P. KMENT 2013 [p, red label]’. Current status. Junior synonym of Chiloxanthus arcticus (J. Sahlberg, 1878) (see BIANCHI &
KIRITSHENKO 1923, SCHUH et al. 1987, LINDSKOG 1995, VINOKUROV 2005, AUKEMA et al. 2013). Chiloxanthus pilosus var. zaitzevi Kiritshenko, 1916 Chiloxanthus pilosus var. zaitzevi Kiritshenko, 1916: 2 (original description). Chiloxanthus pilosus var. zaitzevi Kiritshenko, 1916: 2 (original description). Chiloxanthus pilosus var. zaitzevi: VINOKUROV (2006): 704 (lectotype designation). Chiloxanthus pilosus var. zaitzevi: VINOKUROV (2006): 704 (lectotype designation Two paralectotypes are deposited in NMPC: Two paralectotypes are deposited in NMPC: Trepobates vazquezae Drake & Hottes, 1951 Trepobates vazquezae Drake & Hottes, 1951a: 141–143 (original description). Nine paratypes are deposited in NMPC: Nine paratypes are deposited in NMPC: PARATYPES (4 macr.): ‘Acapulco, Mex. / Aug. 3, 1951 / Drake & Hottes [p] // [p] // Paratype [p] / Trepobates
/ vazquezae / D + H [hw, red label]’. PARATYPES (4 macr.): ‘Acapulco, Mex. / Aug. 3, 1951 / Drake & Hottes [p] // [p] // Paratype [p] / Trepobates
/ vazquezae / D + H [hw, red label]’. PARATYPE ( apter.): ‘Acapulco, Mex. / Aug. 3, 1951 / Drake & Hottes [p] // [p] // Paratype [p] / Trepobates /
vazquezae / D + H [hw, red label] // Trepobates / vazquezae / D. & H. [hw, white label with black frame sub-
marginally]’. PARATYPE ( apter.): ‘Acapulco, Mex. / Aug. 3, 1951 / Drake & Hottes [p] // [p] // Paratype [p] / Trepobates /
vazquezae / D + H [hw, red label] // Trepobates / vazquezae / D. & H. [hw, white label with black frame sub-
marginally]’. PARATYPES (4 : 2 apter., 2 macr.): ‘Acapulco, Mex. / Aug. 3, 1951 / Drake & Hottes [p] // [p] // Paratype
[p] / Trepobates / vazquezae / D + H [hw, red label]’. PARATYPES (4 : 2 apter., 2 macr.): ‘Acapulco, Mex. / Aug. 3, 1951 / Drake & Hottes [p] // [p] // Paratype
[p] / Trepobates / vazquezae / D + H [hw, red label]’. Current status. Valid species (see MATSUDA 1960; POLHEMUS & POLHEMUS 1995b, 2002). Current status. Valid species (see MATSUDA 1960; POLHEMUS & POLHEMUS 1995b, 2002). Acanthia (Acanthia) angulosa Kiritshenko, 1912 (
)
g
Acanthia (s. str.) angulosa Kiritshenko, 1912: 548−549 (original description). Acanthia angulosa: VINOKUROV (2006): 703 (lectotype designation). Acanthia (s. str.) angulosa Kiritshenko, 1912: 548−549 (original description). Acanthia angulosa: VINOKUROV (2006): 703 (lectotype designation). Acanthia (s. str.) angulosa Kiritshenko, 1912: 548−549 (original description). Acanthia angulosa: VINOKUROV (2006): 703 (lectotype designation). One paralectotype is deposited in NMPC: One paralectotype is deposited in NMPC:
PARALECTOTYPE (): ‘ВЕРХ. Р. ХИ – ЧЮ, БАС / ΓОЛУБОЙ 13-14000´ / КОЗЛОВЪ. cep.VII 00 [p] [= verkh. r. Khi-Chyu,
bas Goluboy, 13-14,000 ft, Kozlov’.ser.vii 00] // Type [p in red, white label with black frame submarginally] //
COTYPUS / Acanthia (s. str.) / angulosa Kir. 1911 [hw, violet label] // PARALECTOTYPUS / ACANTHIA /
ANGULOSA / Kiritshenko, 1912 / labelled: P. KMENT 2013 [p, red label]’. PARALECTOTYPE (): ‘ВЕРХ. Р. ХИ – ЧЮ, БАС / ΓОЛУБОЙ 13-14000´ / КОЗЛОВЪ. cep.VII 00 [p] [= verkh. r. Khi-Chyu,
bas Goluboy, 13-14,000 ft, Kozlov’.ser.vii 00] // Type [p in red, white label with black frame submarginally] //
COTYPUS / Acanthia (s. str.) / angulosa Kir. 1911 [hw, violet label] // PARALECTOTYPUS / ACANTHIA /
ANGULOSA / Kiritshenko, 1912 / labelled: P. KMENT 2013 [p, red label]’. Current status. Valid species: Calacanthia angulosa (Kiritshenko, 1912) (LINDSKOG 1975,
1995; COBBEN 1985; SCHUH et al. 1987; AUKEMA et al. 2013). Current status. Valid species: Calacanthia angulosa (Kiritshenko, 1912) (LINDSKOG 1975,
1995; COBBEN 1985; SCHUH et al. 1987; AUKEMA et al. 2013). 872 KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. Two paratypes are deposited in NMPC: PARATYPE (): ‘ [hw] // leg. R.H. Cobben [p] / St. Cruz - Krip / 3 - 2 [hw] 195[p]7 [hw] / Curaçao [hw, white label
with black frame submarginally] // PARATYPE [p] / Micracanthia / drakei Cobben. [hw, red label]’. PARATYPE (): ‘ [hw] // leg. R.H. Cobben [p] / St. Cruz - Krip / 3 - 2 [hw] 195[p]7 [hw] / Curaçao [hw, white label
with black frame submarginally] // PARATYPE [p] / Micracanthia / drakei Cobben. [hw, red label]’. PARATYPE (): ‘ [hw] // leg. R.H. Cobben [p] / Santa Cruz / brak. / 20 - 4 - [hw] 195[p]7 [hw] / Aruba [hw, white
label with black frame submarginally] // PARATYPE [p] / Micracanthia / drakei Cobben. [hw, red label]’. PARATYPE (): ‘ [hw] // leg. R.H. Cobben [p] / Santa Cruz / brak. / 20 - 4 - [hw] 195[p]7 [hw] / Aruba [hw, white
label with black frame submarginally] // PARATYPE [p] / Micracanthia / drakei Cobben. [hw, red label]’. Current status. Valid species (see POLHEMUS 1985a, SCHUH et al. 1987). Macrosaldula indica Vinokurov, 2013 Macrosaldula indica: VINOKUROV (2012a): 303–305, Figs 22–30 (original description) (unavailable name). M
ld l i di
V
(2012b) 854 857 Fi
22 30 (E
li h t
l ti
f
i i
l d
i ti
) ( Macrosaldula indica: VINOKUROV (2012a): 303–305, Figs 22–30 (original description) (unavailable name). Macrosaldula indica: VINOKUROV (2012b): 854–857, Figs 22–30 (English translation of original description) (una- Macrosaldula indica: VINOKUROV (2012a): 303–305, Figs 22–30 (original description) (unavailable name). Macrosaldula indica: VINOKUROV (2012b): 854–857, Figs 22–30 (English translation of original description) (una-
vailable name). Macrosaldula indica: VINOKUROV (2012b): 854–857, Figs 22–30 (English translation of original description) (una-
vailable name). )
Macrosaldula indica Vinokurov, 2013: 58 (diagnosis, valid holotype designation). Micracanthia drakei Cobben, 1960 Micracanthia drakei Cobben, 1960: 56–59, Figs 45, 51, 53 (original description). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: Micracanthia husseyi Drake & Chapman, 1952 Micracanthia husseyi Drake & Chapman, 1952: 148–150 (original description). Micracanthia husseyi Drake & Chapman, 1952: 148–150 (original description Two paratypes are deposited in NMPC: PARATYPE (): ‘Cocoa Fla / 20.XII-1952 / H.C.Chapman [hw] // Paratype [p] / Micracanthia / saltaica / D & C [hw,
red label] // [p] // Micracanthia / husseyi / D & C [hw, white label with black frame submarginally]’. PARATYPE (): ‘Cocoa Fla / 20.XII-1952 / H.C.Chapman [hw] // Paratype [p] / Micracanthia / saltaica / D & C [hw,
red label] // [p]’. red label] // [p] // Micracanthia / husseyi / D & C [hw, white label with black frame submarginally]’. PARATYPE (): ‘Cocoa Fla / 20.XII-1952 / H.C.Chapman [hw] // Paratype [p] / Micracanthia / saltaica / D & C [hw,
red label] // [p]’. Current status. Valid species (see POLHEMUS 1985a, 1988; SCHUH et al. 1987). Three paratypes are deposited in NMPC: Three paratypes are deposited in NMPC: PARATYPE (): ‘INDIA [IN-11] Himachal Pradesh, / Kothi Vill. and environs, 32°18′N / 77°11′E, 2300-2600m, 29.05- /
8.06. 1999 Yu.M.Marusik [p] // [p] // Paratypus / Macrosaldula indica / Vinokur, 2011 [p, red label]’. 8.06. 1999 Yu.M.Marusik [p] // [p] // Paratypus / Macrosaldula indica / Vinokur, 2011 [p, red label] . PARATYPE (): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F A. Kincl leg [p] // COLLECTIO
/ NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Macrosaldula indica / Vinokurov,
2011 [p, red label]’. (Male genitalia dissected, glued on the same card as the specimen). PARATYPE (): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F A. Kincl leg [p] // COLLECTIO
/ NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Macrosaldula indica / Vinokurov,
2011 [p, red label]’. (Male genitalia dissected, glued on the same card as the specimen). PARATYPE (): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F A. Kincl leg [p] // COLLECTIO
/ NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Macrosaldula indica / Vinokurov,
2011 [p, red label]’. (Male genitalia dissected, glued on the same card as the specimen). PARATYPE (): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F A. Kincl leg [p] // COLLECTIO
/ NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Macrosaldula indica / Vinokurov,
2011 [p, red label]’. (Female genitalia dissected, glued on the same card as the specimen). Current status. Valid species. VINOKUROV (2012a,b) provided detailed description of the taxon
but failed to indicate unequivocally the depository of the holotype, which made the species
name unavailable according to the provisions of ICZN (1999). VINOKUROV (2013) provided a
diagnose and valid holotype designation, including its depository, making the name available
from that publication. Three paratypes are deposited in NMPC: Three paratypes are deposited in NMPC: PARATYPE (): ‘Aztec, N. M. / Aug. 26, 1937 / Drake & Andre [p] // Paratype [p] / Saldula / andrei / D. & C. [p,
red label] // Saldula / andrei / C.J.D. Drake [hw, white label with black frame submarginally] // Mus. Nat. Pragae
/ Inv. [p] 1051 [hw, orange label] // [p]’. PARATYPE (): ‘San Carlos, Ariz. / August 17, 1934 / Carl J. Drake [p] // Paratype [p] / Saldula / andrei / D. & C. [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1052 [hw, orange label] // [p]’. PARATYPE (): ‘Eagle Nest Lake / New Mex IX, 1934 / Carl J. Drake [p] // Paratype [p] / Saldula / andrei / D&
C. [hw, red label] // Saldula / andrei / C.J.D. Drake [hw, white label with black frame submarginally] // Mus. Nat. Pragae / Inv. [p] 1053 [hw, orange label] // [p]’. Current status. Valid species: Saldula andrei andrei Drake, 1949 (see POLHEMUS 1985a,
1988; SCHUH et al. 1987). Salda alpicola J. Sahlberg, 1880 Salda alpicola J. Sahlberg, 1880: 8−11 (original description). Two syntypes are deposited in NMPC:
SYNTYPE (): ‘Salten / Baadfj. [hw] // J. Sahlb. [p] // Spec. typ. [p] // TYPUS [p, red label with black frame submar-
ginally] // [p] // Salda / alpicola / J. Sahlb. / Det. J. Sahlberg [hw]’. 873 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 SYNTYPE (): ‘Salten / Baadfj. [hw] // J. Sahlb. [hw] // TYPUS [p, red label with black frame submarginally] //
[p] // Salda / alpicola J. Sahlb. / Det. J. Sahlberg [hw]’. SYNTYPE (): ‘Salten / Baadfj. [hw] // J. Sahlb. [hw] // TYPUS [p, red label with black frame submarginally] //
[p] // Salda / alpicola J. Sahlb. / Det. J. Sahlberg [hw]’. Current status. Valid species: Calacanthia aplicola (J. Sahlberg, 1880) (COBBEN 1959, SCHUH
et al. 1987, LINDSKOG 1995). Current status. Valid species: Calacanthia aplicola (J. Sahlberg, 1880) (COBBEN 1959, SCHUH
et al. 1987, LINDSKOG 1995). Salda reuteri Jakovlev, 1889 Salda reuteri Jakovlev, 1889: 66−68 (original description). Salda reuteri: VINOKUROV (2006): 704 (lectotype designation). Two paralectotypes are deposited in NMPC: PARALECTOTYPE (): ‘Иркутскъ. / В. Яковлевъ [p] [= Irkutsk’, V. Jakovlev’] // COTYPUS / Salda / reuteri Jak. 1889 [hw, violet label] // Mus. Nat. Pragae / Inv. [p] 11.128 [hw, orange label] // PARALECTOTYPUS / SALDA
/ REUTERI / Jakovlev, 1889 / labelled: P. KMENT 2013 [p, red label]’. PARALECTOTYPE (): ‘Иркутскъ. / В. Яковлевъ [p] [= Irkutsk’, V. Jakovlev’] // COTYPUS / Salda / reuteri Jak. 1889 [hw, violet label] // Mus. Nat. Pragae / Inv. [p] 11.129 [hw, orange label] // PARALECTOTYPUS / SALDA
/ REUTERI / Jakovlev, 1889 / labelled: P. KMENT 2013 [p, red label]’. Current status. Junior synonym of Saldula nobilis Horváth, 1884 (see REUTER 1895, SCHUH
et al. 1987, LINDSKOG 1995). Saldula azteca Drake & Hottes, 1949 Saldula azteca Drake & Hottes, 1949: 177−179, Pl. X: Fig. III (original description) Saldula andrei Drake, 1949 Saldula andrei Drake, 1949a: 3−4 (original description). Saldula gidshaensis Cobben, 1987 Saldula gidshaensis Cobben, 1987a: 401–404, Figs 1a–c, Table 1 (original description). Saldula gidshaensis Cobben, 1987a: 401–404, Figs 1a–c, Table 1 (original description). One paratype is deposited in NMPC: PARATYPE (): ‘ETHIOPIE / Gidsha vallei [sic!] / Bronbeek 2400M. / 23-11′69 / Leg: R.H. Cobben [p] // [p] //
Paratype / Saldula / gidshaensis / MS / R. H. Cobben 1980 [hw, green label]. Current status. Valid species (see also COBBEN 1987b). Saldula (Macrosaldula) kaszabi Hoberlandt, 1971 Saldula (Macrosaldula) kaszabi Hoberlandt, 1971: 145–149, Figs 1–2, 5, 8–11 (original description). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE (): ‘MONGOLIA, Uburchangaj / aimak, zw, Baga Bogd ul / und Arc Bogd ul, 1600m / 60 km WSW v. som. Chovd / Exp. Dr. Z. KASZAB, 1964 [p] // Nr. 172 / 22. VI. 1964 [p] // Paratypus [p] / Saldula / kaszabi,
n. sp. [hw] / Det. L. Hoberlandt, 19[p]69 [hw, red label]. (Male genitalia dissected, remnants of pygophore glued
on a pointed card, internal genitalia mounted on two microslides attached to separate pieces of card, all the cards
pinned on the same pin). PARATYPE (): ‘MONGOLIA, Südgobi aimak / somon Bulgan, 1350 m / Exp. Dr. Z. KASZAB, 1964 [p] // Nr. 159 / 20. VI. 1964 [p] // Paratypus [p] / Saldula / kaszabi, n. sp. [hw] / Det. L. Hoberlandt, 19[p]69 [hw, red label]. Current status. Valid species: Macrosaldula kaszabi (Hoberlandt, 1971) (see COBBEN 1985,
SCHUH et al. 1987, LINDSKOG 1995). Saldula bassingeri Drake, 1949b: 190–191 (original description). Saldula bassingeri Drake, 1949b: 190–191 (original description). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE (): ‘Dolores, Colo. / Aug. 15. 1925 / C. J. Drake [p] // Paratype [p] / Saldula / bassingeri / D. &
C [hw, red label] // Saldula / bassingeri / Drake [hw, white label with black frame submarginally] // Nat. Mus. Pragae / Inv. [p] 1058 [hw, orange label] // [p]’. PARATYPE (): ‘Dolores, Colo. / Aug. 15. 1925 / C. J. Drake [p] // Paratype [p] / Saldula / bassingeri / D. &
C [hw, red label] // Saldula / bassingeri / Drake [hw, white label with black frame submarginally] // Nat. Mus. Pragae / Inv. [p] 1058 [hw, orange label] // [p]’. PARATYPE (): ‘Riverside, Cal. [p] / Aug.16, 1937 / Drake & Andre [p] // Paratype [p] / Saldula / bassingeri / D &
C. [hw, red label] // Saldula / bassingeri / C.J.D. Drake [hw, white label with black frame submarginally] // Nat. Mus. Pragae / Inv. [p] 1057 [hw, orange label] // [p]’. Current status. Valid species (see SCHUH et al. 1987, POLHEMUS 1988). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE (): Palisades, Colo. / Sept. Oct. 1949 / F.C.Hottes [p] // Paratype [p] / Saldula / azteca / D& H. [hw, red
label] // [p] // Saldula / azteca / C.J.D. Drake [hw, white label with black frame submarginally] // Mus. Nat. Pragae / Inv. [p] 1054 [hw, orange label]’. PARATYPE (): ‘Gateway, Colo. / Sept. 8, 1949 / Drake & Hottes [p] // Paratype [p] / Saldula / azteca / D& H. [hw,
red label] // [p] // Mus. Nat. Pragae / Inv. [p] 1055 [hw, orange label]. Current status. Valid subspecies: Saldula andrei azteca Drake & Hottes, 1949 (see POLHEMUS
1985a, 1988; SCHUH et al. 1987). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 874 Saldula madonica Seidenstücker, 1961: 41–46, Figs 5 11–12, 14, 16 (original description). Saldula madonica Seidenstücker, 1961: 41–46, Figs 5 11–12, 14, 16 (original description). Two paratypes are deposited in NMPC: Two paratypes are deposited in NMPC: PARATYPE (): ‘ [p] // SICILIA, Cefalu, Castelbuo- / no Statione - Ponte Fiumara / 4. - 12.5.57, Seidenstücker [p]
// PARATYPOID [p] / Saldula / madonica [hw] / det. Seidenstücker [p] n. sp. [hw, pink label with black frame
submarginally]’. g
y]
PARATYPE (): ‘ [p] // SICILIA, Cefalu, Castelbuo- / no Statione - Ponte Fiumara / 4. - 12.5.57, Seidenstücker [p]
// PARATYPOID [p] / Saldula / madonica [hw] / det. Seidenstücker [p] n. sp. [hw, pink label with black frame
submarginally]’. Current status. Valid species: Macrosaldula madonica (Seidenstücker, 1961) (see COBBEN
1985, SCHUH et al. 1987, LINDSKOG 1995). 875 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 Saldula ourayi Drake & Hottes, 1949 Saldula ourayi Drake & Hottes, 1949: 179−180, Pl. X: Fig. IV (original description). One paratype is deposited in NMPC: PARATYPE (): ‘Soap Lake, Wash. / Aug. 30. 1949 / Drake & Hottes [p] // Paratype [p] / Saldula / ourayi / D&H [hw,
red label] // [p] // Saldula / ourayi / C.J.D. D & H. [hw, white label with black frame submarginally] // Mus. Nat. Pragae / Inv. [p] 1056 [hw]’. Current status. Junior synonym of Saldula dispersa Uhler, 1893 (see POLHEMUS 1985b,
1988; SCHUH et al. 1987). Saldula penningtoni Drake & Carvalho, 1948: 479 (original description). One paratype is deposited in NMPC: PARATYPE (): ‘Buenos Aires / Arg. 11-23-1938 / Carl J. Drake [p] // Paratype [p] / Saldula / penningtoni / D &
C. [hw, red label] // Saldula / penningtoni / Drake / C.J.D. [hw, white label with black frame submarginally] //
Nat. Mus. Pragae / Inv. [p] 1062 [hw, orange label] // [p]’. Current status. Valid species (see SCHUH et al. 1987). One paratype is deposited in NMPC: One paratype is deposited in NMPC: p
yp
p
PARATYPE (): ‘Salt Lake, Utah / Aug. 23, 1949 / Drake & Hottes [p] // Paratype [p] / Saldula / opiparia / D & H. [hw, red label] // [p] // Saldula / opiparia / D. & H. [hw, white label with black frame submarginally] // Nat. Mus. Pragae / Inv. [p] 1059 [hw, orange label]’. PARATYPE (): ‘Salt Lake, Utah / Aug. 23, 1949 / Drake & Hottes [p] // Paratype [p] / Saldula / opiparia / D & H. [hw, red label] // [p] // Saldula / opiparia / D. & H. [hw, white label with black frame submarginally] // Nat. Mus. Pragae / Inv. [p] 1059 [hw, orange label]’. Current status. Valid species (see POLHEMUS 1985a, 1988; SCHUH et al. 1987). Saldula opiparia Drake & Hottes, 1955 Saldula opiparia Drake & Hottes, 1955: 63−66, Fig. 6 (original description). Saldula penningtoni Drake & Carvalho, 1948 Saldula penningtoni Drake & Carvalho, 1948: 479 (original description). Saldula pericarti Vinokurov, 2012 Saldula pericarti Vinokurov, 2012a: 305–308, Figs 43–55 (original description). Saldula pericarti Vinokurov, 2012a: 305–308, Figs 43–55 (original description). The holotype and 50 paratypes are deposited in NMPC: HOLOTYPE (): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. - 9. VI. 52 / F. A. Kincl leg. [p] // COLLECTIO
/ NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Holotypus / Saldula pericarti / Vinokurov,
2011 [p, red label]’. PARATYPE (): ‘India Kasmir / Srinagar 5.000 ft / 22.V.– 9.VI.52 / F.A.Kincl leg. [hw] // COLLECTIO / NATIONAL
MUSEUM / Praha, Czech Republic [p] // [p] // Paratype / Saldula pericarti / Vinokurov sp.n. [p, red label]’. PARATYPES (4 ): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F. A. Kincl leg [p] // COLLEC-
TIO / NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratype / Saldula pericarti / Vinokurov
sp.n. [p, red label]’. p
p
PARATYPES (3 ): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F. A. Kincl leg [p] // COLLEC-
TIO / NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Saldula pericarti / Vinokurov
2011 [p, red label]’. PARATYPES (4 spec.): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F. A. Kincl leg [p] // COLLEC-
TIO / NATIONAL MUSEUM / Praha, Czech Republic [p] // Paratype / Saldula pericarti / Vinokurov sp.n. [p,
red label]’. (Sex unidentifi ed, specimens lacking apex of abdomen). KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 876 PARATYPE (1 spec.): ‘India Kasmir / Srinagar 5.000 ft / 22.V.– 9.VI.52 / F.A.Kincl leg. [hw] // COLLECTIO / NATIO-
NAL MUSEUM / Praha, Czech Republic [p] // Paratype / Saldula pericarti / Vinokurov sp.n. [p, red label]’. (Sex
unidentifi ed, specimen lacking apex of abdomen). PARATYPES (2 ): ‘India Kasmir / Srinagar 5.000 ft / 22.V. – 9.VI.52 / F.A.Kincl leg. [hw] // COLLECTIO /
NATIO NAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Saldula pericarti / Vinokurov, 2011
[p, red label]’. PARATYPES (2 ): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F. A. Saldula varionis Drake & Hottes, 1950 Saldula varionis Drake & Hottes, 1950: 57, 59 (original description). One paratype is deposited in NMPC: PARATYPE (): ‘Gateway, Colo. / Sept. Oct. 1949 F. C. Hottes [p] // Paratype [p] / Saldula / varionis / D & H. [hw,
red label] // Saldula / varionis / D. & H. [hw, white label with black frame submarginally] // Nat. Mus. Pragae /
Inv. [p] 1061 [hw, orange label] // [p]’. Current status. Junior synonym of Saldula balli Drake, 1950 (see POLHEMUS 1985a, 1988;
SCHUH et al. 1987). Saldula pericarti Vinokurov, 2012 Kincl leg [p] // COLLEC-
TIO / NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratype / Saldula pericarti / Vinokurov
sp.n. [p, red label]’. PARATYPES (34 ): ‘India, Kashmir [p] / Srinagar 5.000 ft [hw] / 22. V. – 9. VI. 52 / F. A. Kincl leg [p] // COLLEC-
TIO / NATIONAL MUSEUM / Praha, Czech Republic [p] // [p] // Paratypus / Saldula pericarti / Vinokurov
2011 [p, red label]’. Current status. Valid species (see also VINOKUROV 2012b). Saldula verdica Drake & Hottes, 1951 Saldula verdica Drake & Hottes, 1951b: 380−382, Fig. 1 (original description). Saldula trivialis Cobben, 1961 Saldula trivialis Cobben, 1961: 102–105, Figs 26a–f, 28–29, 31, 32a–b, 35a–b (original description). aldula trivialis Cobben, 1961: 102–105, Figs 26a–f, 28–29, 31, 32a–b, 35a–b (original description). One paratype is deposited in NMPC: One paratype is deposited in NMPC: PARATYPE (): ‘S. Karori / 13 - I - 24 / H. Hamilton [p] // [p] // Paratypus / Saldula / trivialis / R. H. Cobben . 1961 [hw, pink label]’. Current status. Valid species (see SCHUH et al. 1987). Current status. Valid species (see SCHUH et al. 1987). One paratype is deposited in NMPC: One paratype is deposited in NMPC:
PARATYPE (): ‘Nova Teutonia / St. Catarina / Bras. [p] 2.18 [hw] 1950 [p] / Fritz Plaumann [p] // Paratype [p] /
Saldula / verdica / D. & H. [hw, red label] // [p] // Saldula / penningtoni / D & H [hw, white label with black
frame submarginally] // Nat. Mus. Pragae / Inv. [p] 1060 [hw, orange label]’. Current status. Valid species: Rupisalda verdica (Drake & Hottes, 1951) (see POLHEMUS
1985a, SCHUH et al. 1987). 877 Acta Entomologica Musei Nationalis Pragae, 53( 1), 2013 The holotype is deposited in NMPC: The holotype is deposited in NMPC: HOLOTYPE (): ‘Dundo, Lunda / Angola [p] IV. 48 [hw] / A. B. Machado lgt. [p] // Ang. [p] No. 488. 2 [hw] / coll
A.B.Machado [p] // Holotypus [p, red label] // Holotypus [p] / Pseudopatapius / angolensis gen. et sp. n. /
C.J.Drake et [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1064 [hw, orange
label]’. Current status. Valid species (see POLHEMUS 1981, SCHUH et al. 1987). Patapius (Pseudopatapius) africanus Drake & Hoberlandt, 1951: 10–13, Figs 1, 3–5 (original description) The holotype and two paratypes are deposited in NMPC: HOLOTYPE (): ‘Dundo, Lunda / Angola [p] XI. 48 [hw] / A B.Machado lgt. [p] // Ang. [p] 1197.7 [hw] coll.A.B
Machado [p] // Holotypus [p, red label] // Holotypus [p] / Pseudopatapius / africanus gen. et sp. n. / C.J.Drake
et [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. HOLOTYPE (): ‘Dundo, Lunda / Angola [p] XI. 48 [hw] / A B.Machado lgt. [p] // Ang. [p] 1197.7 [hw] coll.A.B
Machado [p] // Holotypus [p, red label] // Holotypus [p] / Pseudopatapius / africanus gen. et sp. n. / C.J.Drake
et [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. PARATYPE (): ‘Dundo, Lunda / Angola [p] XI. 48 [hw] / A B Machado lgt [p] // Ang. [p] 1197. 7 [hw] / coll.A. B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Pseudopatapius / africanus gen. et sp. n. / C.J.Drake
et [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Left antenna, right hemelytron, and apex of abdomen
missing; male genitalia dissected, mounted on two separate slides deposited in Slide Box 5). PARATYPE (): ‘Dundo, Lunda / Angola [p] XI. 48 [hw] / A B Machado lgt [p] // Ang. [p] 1197. 7 [hw] / coll.A. B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Pseudopatapius / africanus gen. et sp. n. / C.J.Drake
et [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label]’. (Left antenna, right hemelytron, and apex of abdomen
missing; male genitalia dissected, mounted on two separate slides deposited in Slide Box 5). PARATYPE (): ‘Dundo, Lunda / Angola [p] VI. 48 [hw] / A. B. Machado lgt [p] // Luachimo [hw] / Ang. [p] 829. 16 [hw] / coll.A.B.Machado [p] // Paratypus [p, red label] // Paratypus [p] / Pseudopatapius / africanus gen. et
sp. n. / C.J.Drake et [hw] / Det. L. Hoberlandt, 19[p]50 [hw, red label] // Mus. Nat. Pragae / Inv. [p] 1063
[hw, orange label]’. Current status. Valid species (see POLHEMUS 1981, SCHUH et al. 1987). Patapius (Pseudopatapius) angolensis Drake & Hoberlandt, 1951 Patapius (Pseudopatapius) africanus Drake & Hoberlandt, 1951 Patapius (Pseudopatapius) africanus Drake & Hoberlandt, 1951: 10–13, Figs 1, 3–5 (original desc PARATYPES (5 brach., 2 macr., 9 brach., 1 macr., 5 larvae (1 instar 4, 4 instar 5): ‘E Afghanistan,
Nuristan, Bashgultal, 1300 m, 24.v.1953, leg. J. Klapperich’. Missing types Family HELOTREPHIDAE Esaki & China, 1927
Subfamily Helotrephinae Esaki & China, 1927
Tribe Limnotrephini J. T. Polhemus, 1990 Mixotrephes hoberlandti Papáček, Štys & Tonner, 1989
Mixotrephes hoberlandti Papáček, Štys & Tonner, 1989 Patapius (Pseudopatapius) angolensis Drake & Hoberlandt, 1951: 14–16, Fig. 6 (original description Patapius (Pseudopatapius) angolensis Drake & Hoberlandt, 1951: 14–16, Fig. 6 (original description) HOLOTYPE ( brach.): ‘E Afghanistan, Nuristan, Bashgultal, 1300 m, 24.v.1953, leg. J. Klapperich’. (Dry mounted,
fully disseceted). Acknowledgements We are very grateful to Ping-Ping Chen and Nico Nieser (Naturalis Biodiversity Centre,
Leiden, the Netherlands), Felipe F. F. Moreira (Instituto Oswaldo Cruz, Rio de Janeiro, Brazil),
Miroslav Papáček (University of South Bohemia, České Budějovice, Czech Republic), Dan A. Polhemus (Bishop Museum, Honolulu, Hawaii, USA), Pavel Štys (Charles University, Praha,
Czech Republic), Nikolay N. Vinokurov (Institute of Biological Problems of the Cryolite
Zone, Russian Academy of Sciences, Yakutsk, Russia), and Herbert Zettel (Natural History
Museum, Vienna, Austria) for their help and valuable comments on the manuscript. Felipe
Moreira, Dan A. Polhemus, and Pavel Štys supported us with numerous hardly obtainable
papers, and Jitka Aldhoun (the Natural History Museum, London, U.K.) kindly corrected our
English. The present study was supported by the Ministry of Culture of the Czech Republic
(grant DF12P01OVV021). Mixotrephes hoberlandti Papáček, Štys & Tonner, 1989 Mixotrephes hoberlandti Papáček, Štys & Tonner, 1989 Mixotrephes hoberlandti Papáček, Štys & Tonner, 1989 HOLOTYPE ( brach.): ‘E Afghanistan, Nuristan, Bashgultal, 1300 m, 24.v.1953, leg. J. Klapperich’. (Dry mounted,
fully disseceted). PARATYPES (5 brach., 2 macr., 9 brach., 1 macr., 5 larvae (1 instar 4, 4 instar 5): ‘E Afghanistan,
Nuristan, Bashgultal, 1300 m, 24.v.1953, leg. J. Klapperich’. KMENT & KOLÍNOVÁ: Catalogue of types in NMPC, part VIII: Heteroptera I. 878 PARATYPE ( brach.): ‘S. Iran: Makran, 2 km SE Minab, 21.v.1973, leg. Expedition of National Museum (Nat. Hist.)
in Prague (locality no. 204)’. (Dry mounted, fully disseceted). PARATYPE ( brach.): ‘S. Iran: Makran, 2 km SE Minab, 21.v.1973, leg. Expedition of National Museum (Nat. Hist.)
in Prague (locality no. 204)’. (Dry mounted, fully disseceted). Current status. Valid species: Mixotrephes (Mixotrephes) hoberlandti Papáček, Štys &
Tonner, 1989 (see POLHEMUS 1995c, PAPÁČEK & ZETTEL 2004). Current status. Valid species: Mixotrephes (Mixotrephes) hoberlandti Papáček, Štys &
Tonner, 1989 (see POLHEMUS 1995c, PAPÁČEK & ZETTEL 2004). Remarks. According to the original description, holotype and larger portion of the paratypes
are deposited in NMPC, with multiplicate specimens deposited in collections of P. Štys
(Department of Zoology, Charles University, Praha), M. Papáček (Department of Biology,
Pedagogical Faculty, České Budějovice), and J. T. Polhemus (University of Colorado Museum,
Engelwood, USA) (PAPÁČEK et al. 1989). According to M. Papáček and P. Štys (pers. comm.,
2013) the holotype and paratypes belonging to NMPC were returned after the description. Most probably the specimens were borrowed by L. Hoberlandt and taken home (even the
collection box is missing) during his unfi nished work on Iranian water bugs shortly before
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Antioxidant and Anti-Inflammatory Effects of Genus Gynura: A Systematic Review
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|
Abbreviations: ADI, acceptable daily intake; AOM, azoxymethane; BW, body weight; CAT, catalase; CCl4, carbon tetra-
chloride; COX-2, cyclooxygenase-2; CRP, c-reactive protein; DCFH-DA, 2′,7′-dichlorofluorescein diacetate; DMSO, dimethyl
sulfoxide; EAE, enzyme-assisted extraction; EIA, enzyme immunoassay; ELISA, enzyme-linked immunosorbent assay; EMSA,
electrophoretic mobility shift assay; ESI-MS, electrospray ionization-mass spectrometry; ESI-TOF-MS, electrospray ionization
time-of-flight mass spectrometry; EThOS, e-theses online service; FRSA, free radical scavenging activity; GC-MS, gas
chromatography-mass spectrometer; GPT, glutame pyruvate transaminase; GR, glutathione reductase; GSH, glutathione; GSH-
Px, glutathione peroxidase; GSK3β, glycogen synthase kinase three beta; GSSG, glutathione disulfide; GST, glutathione-S-
transferase; H, human; H2O2, hydrogen peroxide; HDFs, human dermal fibroblasts; HPLC, high-performance liquid chro-
matography; HP-TLC, high-performance thin-layer chromatography; HSOS, sinusoidal obstruction syndrome; huvec, human
umbilical vein endothelial cell; HVOD, hepatic veno-occlusive disease; i. p., intraperitoneal; IC50, inhibitory concentration 50%;
IFN-γ, interferon-gamma; IL, interleukin; iNOS, inducible nitric oxide synthase; LC-MS/MS, liquid chromatography with
tandem mass spectrometry; LDH, lactate dehydrogenase; LPS, lipopolysaccharide; MDA, malondialdehyde; MeOH, methanol;
MMP-1, matrix metalloproteinase-1; mRNA, messenger ribonucleic acid; NF-κB, nuclear factor kappa B; NGF, nerve growth
factor; NMR, nuclear magnetic resonance; NO, nitric oxide; Nrf2, nuclear factor erythroid 2-related factor 2; OHAT, office
health assessment and translation for conducting a systematic review and evidence integration; PBMCs, peripheral blood
mononuclear cells; PGE2, prostaglandin E2; p-IκBα, phospho-IκB alpha; PMA, phorbol 12-myristate 13-acetate; PMNs,
polymorphonuclear cells; PPARγ, peroxisome proliferator-activated receptor gamma; PRISMA, preferred reporting items for
systematic reviews and meta-analyses; ROS, reactive oxygen species; RT-PCR, reverse transcription polymerase chain reaction;
SIRT, sirtuin; SOD, superoxide dismutase; STZ, streptozotocin; TAS, total antioxidant status; TBARS, thiobarbituric acid
reactive substances; TFC, total flavonoid content; TNF-α, tumor necrosis factor alpha; TPC, total phenolic content; UEAE,
ultrasonic-enzyme-assisted extraction; UHPLC-Q-TOF-MS/MS, ultra-high-performance liquid chromatography-quadrupole
time-of-flight mass spectrometry; UV, ultraviolet; v/v, volume/volume; v/w, volume/weight; Δψm, mitochondrial membrane
potential. Antioxidant and Anti-Inflammatory
Effects of Genus Gynura: A Systematic
Review 1Centre for Drug and Herbal Development, Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia,
2Centre for Quality Management of Medicines, Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia,
3Department of Biochemistry, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia, 4Institute of
Systems Biology, Universiti Kebangsaan Malaysia, Bangi, Malaysia Background: Gynura species have been used traditionally to treat various ailments, such
as fever, pain, and to control blood glucose level. This systematic review critically discusses
studies regarding Gynura species that exhibited antioxidant and anti-inflammatory effects,
thus providing perspectives and instructions for future research of the plants as a potential
source of new dietary supplements or medicinal agents. Methods: A literature search from internet databases of PubMed, Scopus, Science Direct,
e-theses Online Service, and ProQuest was carried out using a combination of keywords
such as “Gynura,” “antioxidant,” “anti-inflammatory,” or other related words. Research
articles were included in this study if they were experimental (in vitro and in vivo) or clinical
studies on the antioxidant or anti-inflammatory effects of Gynura species and if they were
articles published in English. Reviewed by: Reviewed by:
Sayeed Ahmad,
Jamia Hamdard University, India
Md. Areeful Haque,
International Islamic University
Chittagong, Bangladesh *Correspondence:
Norsyahida Mohd Fauzi
drnorsyahida@ukm.edu.my Specialty section:
This article was submitted to
Ethnopharmacology,
a section of the journal
Frontiers in Pharmacology Received: 14 October 2019
Accepted: 13 October 2020
Published: 27 November 2020 SYSTEMATIC REVIEW
published: 27 November 2020
doi: 10.3389/fphar.2020.504624 SYSTEMATIC REVIEW Edited by:
Marco Leonti,
University of Cagliari, Italy INTRODUCTION medicine, G. segetum (Lour.) Merr. is consumed as a decoction or is
soaked in wine and orally taken to promote microcirculation or relieve
pain (Chen et al., 2011). In Nepal, the juice of G. nepalensis DC. is
applied on cuts and wounds as healing treatment (Manandhar, 2002). Incorporation of a plant-based natural antioxidant in daily diet
can prevent several human illnesses (Knekt et al., 1996) as the
prevalence of many illness is inversely linked to the dietary
consumption of antioxidant-rich foods (Sies, 1993). For any herb to
be developed into a dietary supplement, it is essential that the evidence
for the claimed effects of the herb is scientifically demonstrated. Ideally,
the mechanisms of action should also be understood. The potential use
of Gynura as a phytomedicine with antioxidant and anti-inflammatory
properties has been well documented, but we were unable to identify
specific review articles that focused on the antioxidant and anti-
inflammatory effects of the Gynura species. This review was
undertaken to assess published experimental data that investigated
the antioxidant and anti-inflammatory activities of the Gynura species
to support the design of future studies. It also provided an evaluation of
the quality of available information, summarized mechanisms of action
data from animal and cell studies following the administration of the
Gynura species, and identified research gaps in the literature. Inflammation refers to a complex array of defensive immune responses
(Arulselvan et al., 2016), and tissue damage is one of the consequences
of an exaggerated or uncontrolled prolonged inflammatory process
(Biswas, 2016). Inflammatory cells, including neutrophils and
macrophages, generate free radicals at the inflammation site, where
reactive oxygen species (ROS) (e.g., hydroxyl radicals, superoxide anion
radicals, and hydrogen peroxide) act as both signaling molecules and
inflammation mediators. Enhancement of pro-inflammatory gene
expression can be achieved via the initiation of the intracellular
signaling cascade by reactive species. The exaggerated generation of
reactive species in pathological inflammatory conditions may induce
localized oxidative stress and tissue injury, thus promoting progression
of many inflammatory diseases (Mittal et al., 2014). Hence,
inflammation
and
oxidative
stress
are
highly
interdependent
pathophysiological events in various types of chronic diseases
(Vaziri and Rodríguez-Iturbe, 2006; Biswas, 2016). A total of 46 species are identified in the genus Gynura (The Plant
List, 2020). They are distributed from tropical Africa to South and East
Asia as well as Australia where the highest specific diversity is found in
Southeast Asia (Vanijajiva and Kadereit, 2011). Citation: Tan JN, Mohd Saffian S, Buang F,
Jubri Z, Jantan I, Husain K and
Mohd Fauzi N (2020) Antioxidant and
Anti-Inflammatory Effects of Genus
Gynura: A Systematic Review. Front. Pharmacol. 11:504624. doi: 10.3389/fphar.2020.504624 November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org Tan et al. Gynura Antioxidant and Anti-inflammatory Effects Results: Altogether, 27 studies on antioxidant and anti-inflammatory effects of Gynura
species were selected. The antioxidant effects of Gynura species were manifested by
inhibition of reactive oxygen species production and lipid peroxidation, modulation of
glutathione-related parameters, and enzymatic antioxidant production or activities. The
anti-inflammatory effects of Gynura species were through the modulation of inflammatory
cytokine production, inhibition of prostaglandin E2 and nitric oxide production, cellular
inflammatory-related parameters, and inflammation in animal models. The potential anti-
inflammatory signaling pathways modulated by Gynura species are glycogen synthase
kinase-3, nuclear factor erythroid 2-related factor 2, PPARγ, MAPK, NF-κB, and PI3K/Akt. However, most reports on antioxidant and anti-inflammatory effects of the plants were on
crude extracts, and the chemical constituents contributing to bioactivities were not clearly
understood. There is a variation in quality of studies in terms of design, conduct, and
interpretation, and in-depth studies on the underlying mechanisms involved in antioxidant
and anti-inflammatory effects of the plants are in demand. Moreover, there is limited clinical
study on antioxidant and anti-inflammatory effects of Gynura species. Conclusion: This review highlighted antioxidant and anti-inflammatory effects of genus
Gynura and supported their traditional uses to treat oxidative stress and inflammatory-
related diseases. This review is expected to catalyze further studies on genus Gynura. However,
extensive
preclinical
data
need
to
be
generated
from
toxicity
and
pharmacokinetic studies before clinical studies can be pursued for their development into
clinical medicines to treat oxidative stress and inflammatory conditions. Keywords: Gynura, medicinal plant, reactive oxygen species, antioxidant, anti-inflammatory Keywords: Gynura, medicinal plant, reactive oxygen species, antioxidant, anti-inflammatory INTRODUCTION The fresh leaves of G. procumbens (Lour.) Merr. are traditionally consumed to control blood
glucose level by Orang Asli in Kampung Bawong, Perak, West
Malaysia (Samuel et al., 2010). G. procumbens is also traditionally
used to treat kidney discomfort, inflammation, rheumatic fever, and
viral ailments (Wiart, 2006). G. pseudochina (L.) DC. is traditionally
used to treat fever and sore eye (Davies, 1980). In Chinese folk Frontiers in Pharmacology | www.frontiersin.org Search Strategy gy
The information was obtained through a comprehensive literature
search using the electronic databases of PubMed, Scopus, and
Science Direct from 2000 to March 2020 for journal articles and
the databases of e-theses Online Service and ProQuest Dissertations
and Theses Global for theses. The combination of keywords used in
PubMed
was
as
follows:
[Gynura
(Title/Abstract)]
AND
[antioxidant (Title/Abstract)] OR [oxidant (Title/Abstract)] OR
[oxidative (Title/Abstract)] OR [oxidation (Title/Abstract)] OR
[antiinflammatory (Title/Abstract)] OR [antiinflammation (Title/
Abstract)] OR [inflammation (Title/Abstract)] OR [inflammatory
(Title/Abstract)] OR [inflame (Title/Abstract)]. The reference lists of
all included papers were checked for other potentially relevant
citations. Studies selection was restricted to articles in English
because of language barrier, time efficiency, and high cost for
translation. However, only four studies were excluded on the
basis of not being published in English, which is unlikely to
impact our findings. In order to achieve a comprehensive search
of relevant studies, university dissertations, and theses were accessed
in the selection process. However, the confidentiality of these tools
had possibly veiled some important information and results, for
example, negative findings. Data Extraction and Handling g
The following details were extracted from each selected study: 1)
the species and part of the Gynura used; 2) methods used,
including animal species or cell lines, study design, and
treatment details; 3) outcome measures; and 4) findings on the
antioxidant and anti-inflammatory effects of Gynura. METHODS This systematic review was carried out according to the Preferred
Reporting Items for Systematic Reviews and Meta-Analyses
(PRISMA) guideline (Moher et al., 2010). The quality of November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 2 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. references was determined by referring to the Office Health
Assessment and Translation for Conducting a Systematic Review
and Evidence Integration (OHAT) guideline (Rooney et al., 2014). any potential bias such as selection bias, performance bias,
attrition or exclusion bias, detection bias, selection reporting
bias, and other sources of bias. However, some of the
questions in the bias assessment were excluded as they were
not applicable for use in the assessment of in vitro, in vivo, and
human randomized control study designs. Study Selection S udy Se ec o
A total of 183 studies were found from the database search, and 11
additional articles were identified from other sources. After
removing the duplicates, 125 articles were shortlisted, and after
title–abstract screening, 57 articles were excluded because of the
following reasons: The articles were published in languages other
than English (n 4), the articles are non-experimental journal
articles (n 10), and the articles reported on the effects of Gynura
other than antioxidant and anti-inflammatory (n 43). By full-text
screening of the remaining 68 articles, a total of 41 articles were
eliminated based on the following exclusion criteria: study models
used are not accepted as evidence for pharmacological effects (n
25), study intervention does not focus on Gynura (n 1), and a
combination of both exclusion criteria (n 15). Thus, 27 articles
from year 2002 to 2020 were selected in the final qualitative analysis
of this systematic review. Three potential dissertations and theses
were accessed through the two databases. Only one of the theses was
selected, but the result presented in the theses has been published in
one of the article selected in this review (Siriwatanametanon et al.,
2010). Other two theses were excluded because they did not fulfill the
inclusion criteria. A flowchart depicting the search process and study
selection is presented in Figure 1. Quality Assessment Quality Assessment
All selected articles were assessed for their quality and risk of bias. Table 1 shows the quality assessment of studies on the antioxidant
and anti-inflammatory effects of Gynura species. The reporting
completeness of the material in all selected studies was assessed using
information of the Gynura species material, voucher specimens,
quality control, and chemical analysis. Naming inconsistency
between studies was detected as full botanical taxonomic names
were not stated in 13 selected studies (Iskander et al., 2002;
Siriwatanametanon and Heinrich, 2011; Akowuah et al., 2012;
Seow et al., 2014; Chao et al., 2015; Wong et al., 2015; Xu et al.,
2015; Rerknimitr et al., 2016; Yin et al., 2017; Rahman et al., 2018; Pai
et al., 2019; Yang et al., 2019; Chandradevan et al., 2020). All plant
species need to be validated taxonomically, and the full names have
to be clearly stated as the incomplete name of plant species can lead
to confusion of readers and any recorded uses or properties
attributed may, in fact, correlate to different species. Such
erroneous publications on the use of plant names are a
permanent source of confusion for future research, search
engines, and databases (Rivera et al., 2014). An incomplete plant
name in some contexts may be ambiguous or may even mislead
readers. This error is possible to occur within genus Gynura. Gynura
divaricata is no guarantee to solely indicate Gynura divaricata (L.)
DC. as Gynura divaricata subsp. barbareifolia (Gagnep.) F.G.Davies Inclusion and Exclusion Criteria Studies were included in this review if they were experimental
studies (in vitro and in vivo) or clinical studies on the
antioxidant or anti-inflammatory effects of Gynura and if
they were articles published in English. The Gynura plant
can be from any parts of the plant and in any form such as
extracts, essential oils, fractions, or isolated compounds. Studies
were excluded if they met at least one of the following criteria: 1)
study models were not accepted as evidence for pharmacological
effects (i.e., antioxidant experiments of FRAP, ABTS, DPPH,
and Trolox equivalent antioxidant capacity assays), and 2)
intervention was not focused on Gynura, although the
antioxidant
or
anti-inflammatory
effects
were
measured. Review articles and book chapters were excluded from this
study, but the references were mined to search for further
relevant studies. Quality Assessment y
The reporting completeness of the material used by each selected
study was assessed using the information of the Gynura species
material, voucher specimens, report on quality control of extract
and chemical analysis. The risk of bias in the included studies was
assessed by two investigators based on the OHAT guideline for November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 3 Tan et al. Gynura Antioxidant and Anti-inflammatory Effects FIGURE 1 | The flowchart shows the selection process of (A) the journal articles, (B) university dissertations, and theses in this systematic review bas
Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guideline. FIGURE 1 | The flowchart shows the selection process of (A) the journal articles, (B) university dissertations, and theses in this systematic review based on the
Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guideline. FIGURE 1 | The flowchart shows the selection process of (A) the journal articles, (B) university dissertations, and theses in this sy
Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guideline. Frontiers in Pharmacology | www.frontiersin.org November 2020 | Volume 11 | Article 504624 anti-inflammatory effects of Gynura species. Plant source
Authenticated
species
Quality
control
reported? Chemical analysis
reported? Department of Pharmacognosy, Faculty of
Pharmacy, Mahidol University, Bangkok, Thailand
−
No
No
Penang Island, Malaysia
+
No
No
Merr
Specialty Natural Products Co. Ltd., Thailand
+
No
Yes—HPLC, electrospray ionization time-of-flight
mass spectrometry
Merr
Ethno Resources Sdn Bhd, Malaysia
+
No
No
Green House Facility, Faculty of Science and
Technology, Universiti Kebangsaan Malaysia (UKM)
+
No
No
Merr
Hainan Province, South China
+
No
Yes—GC-MS
Merr
Jing’an, Jiangxi Province, China
−
No
Yes—ultra-high-performance liquid chromatograph
quadrupole time-of-flight mass spectrometry
Merr
Semenyih, Selangor, Malaysia
+
No
Yes—LC-MS/MS
Merr
Brightmark Sdn. Bhd, Semenyih, Malaysia
+
No
No
Merr
Shanxi Jintai Biol, China
−
No
Yes—LC-MS/MS
Net house located in the Malaysia Agricultural,
Research and development institute (MARDI)
+
No
Yes—1H NMR spectroscopy
lld.) DC. Yuanshan Village, Ilan, Taiwan
+
No
Yes—HPLC
Farms in Puli Town, Nanton county, Taiwan
+
No
No
Farms in Puli Town, Nanton county, Taiwan
+
No
No
Farms, unknown location
−
No
No
Farms, unknown location
−
No
No
var. Quality Assessment Farmland in north-eastern part of Thailand, mainly in
Buriram province
+
No
No
hispida
Not stated
−
No
Yes—electrospray ionization-mass spectrometry,
NMR, 13C NMR, 2D-NMR
hispida
Not stated
−
No
No
Koeng Sub-district, Mueang District, Maha
Sarakham province, Thailand
+
No
Yes—HP-TLC, HPLC, LC-MS/MS
Jabatan Pertanian Relau, Penang, Malaysia
+
No
No
Yogyakarta, West Java, Indonesia
+
No
Yes—HPLC
Suburb of Shanghai, China
+
No
Yes—HPLC
Kendua under Netrokona district of Bangladesh
+
No
Yes—method not stated
Silk Biotechnology Laboratory, Soochow University,
Suzhou, China
−
No
No
Silk biotechnology Lab, Soochow University, Suzhou,
China
−
No
Yes—HPLC
Plant greenhouse of Longyan University, Longyan,
China
−
No
No
r specimen; −, a voucher specimen is missing. Gynura Antioxidant and Anti-inflammatory Effects Tan et al. is a synonym of Gynura barbareifolia Gagnep and Gynura
divaricata subsp. formosana (Kitam.) FG Davies is a synonym of
Gynura formosana Kitam (The Plant List, 2020). is a synonym of Gynura barbareifolia Gagnep and Gynura
divaricata subsp. formosana (Kitam.) FG Davies is a synonym of
Gynura formosana Kitam (The Plant List, 2020). the
most
commonly
used
chemical
techniques
in
the
identification
and
quality
assessment
of
medicinal
plant
ingredients,
have
provided
characteristic
qualitative
and
quantitative
patterns
of
the
constituents. Spectroscopic
techniques, including UV, IR, and nuclear magnetic resonance
(NMR), allow the quantitation of single or multiple compounds
that share similarities in their UV absorbance, thus providing a
more holistic view of herbal medicines in contrast to the
quantitation of a single compound (Upton et al., 2019). Chemical analysis of Gynura species were reported in studies
conducted by Kim et al. (2011), Siriwatanametanon and Heinrich
(2011), Wu et al. (2013), Yu et al. (2016), Yuandani et al. (2017),
Rahman et al. (2018), Sukadeetad et al. (2018), Dong et al. (2019),
Huang et al. (2019), Liu M. et al. (2019), Liu Y. et al. (2019), Nazri
et al. (2019), and Chandradevan et al. (2020) using methods such
as HP-TLC, HPLC, gas chromatography-mass spectrometer,
electrospray
ionization-mass
spectrometry,
electrospray
ionization
time-of-flight
mass
spectrometry,
liquid
chromatography with tandem mass spectrometry, ultra-high-
performance liquid chromatography-quadrupole time-of-flight
mass spectrometry, 1H N13C NMR, and 2D-NMR. Quality Assessment y
f
A total of 17 selected studies (Siriwatanametanon et al., 2010;
Kim et al., 2011; Akowuah et al., 2012; Wu et al., 2013; Seow et al.,
2014; Shwter et al., 2014; Chao et al., 2015; Wong et al., 2015; Yu
et al., 2016; Yin et al., 2017; Yuandani et al., 2017; Rahman et al.,
2018; Sukadeetad et al., 2018; Huang et al., 2019; Nazri et al., 2019;
Ning et al., 2019; Chandradevan et al., 2020) provided the full
information about the botanical material and authenticated the
Gynura species by depositing voucher specimens. Six selected
studies (Iskander et al., 2002; Xu et al., 2015; Ma et al., 2017;
Dong et al., 2019; Liu M. et al., 2019; Liu Y. et al., 2019)
reported the information of the Gynura species source but did
not
provide
voucher
specimens. Four
selected
studies
(Siriwatanametanon and Heinrich, 2011; Rerknimitr et al., 2016;
Pai et al., 2019; Yang et al., 2019) were inadequate on material
information as the Gynura species source was not reported and
voucher specimens were missing. The absence of voucher specimens
seriously makes the reliability of the article suspicious. Sufficient
description of the experimental methods used and citation of
voucher specimens as evidence of the plants used are critical
factors of the repeatability of the ethnopharmacological or any
botanical study. Otherwise, the scientific impact of a study will
be drastically diminished. Erroneous identification is a serious
problem that may jeopardize any recorded uses or properties that
may, in fact, relate to different species (Rivera et al., 2014). p
y
On the basis of the risk of bias score in Table 2, under the domain
“other sources of bias,” five studies (Siriwatanametanon et al., 2010;
Kim et al., 2011; Siriwatanametanon and Heinrich, 2011; Chao et al.,
2015; Rahman et al., 2018) were rated as “definitely high” risk of bias
because of the unclear or absence of statistical analysis. This finding
raised the validity of the interpretations of these studies in question
because the claimed significant results are possibly misinterpreted
under errors of statistical analysis. Hence, the erroneous statistical
methods may contribute to false positive findings and may
successively become misleading literature. Under the domain
“Detection bias,” Iskander et al. (2002) and Rahman et al. (2018)
were rated as definitely high risk of bias because the outcome
assessment methods used were insensitive to indicate antioxidant
or anti-inflammatory effects. Quality Assessment All selected studies showed no data on quality control as none of
the Gynura preparation was mentioned to follow the monograph of
pharmacopeia. The safety, efficacy, and quality control of medicinal
plants are getting more attention from both health authorities and the
public. Herbal medicines are in widespread use, and the public
believes that natural products are safe and devoid of adverse
effects. However, medicinal plants are often used in combination,
may be contaminated and adulterated, and may contain toxic
compounds. The common misconception among the public often
leads to inappropriate use and uncontrolled consumption, where
poisoning and acute health problems are possible consequences. Hence, quality control of herbal medicines has a direct impact on
their safety and efficacy (Wachtel-Galor and Benzie, 2011). According
to good manufacturing practice, the crucial requirements for quality
control of starting materials include correct identification of medicinal
plant species, special storage, and special sanitation and cleaning
methods for various materials (Ekor, 2014). Frontiers in Pharmacology | www.frontiersin.org Study Characteristics
Species of Gynura p
y
Of the 27 selected studies, there are seven species of genus
Gynura, which are G. procumbens, G. bicolor, G segetum, G. divaricata, G. formosana, G. nepalensis, and G. pseudochina. Among these Gynura species, 11 out of 27 selected studies
focused on G. procumbens (Iskander et al., 2002; Kim et al.,
2011; Akowuah et al., 2012; Shwter et al., 2014; Wong et al., 2015;
Huang et al., 2019; Liu M. et al., 2019; Liu Y. et al., 2019; Nazri
et al., 2019; Ning et al., 2019; Chandradevan et al., 2020), five
studies on G. bicolor (Wu et al., 2013; Chao et al., 2015; Yin et al.,
2017; Pai et al., 2019; Yang et al., 2019), four studies on G. pseudochina (Siriwatanametanon et al., 2010; Siriwatanametanon
and Heinrich, 2011; Rerknimitr et al., 2016; Sukadeetad et al.,
2018), two studies on G. segetum (Seow et al., 2014; Yuandani
et al., 2017), two studies on G. nepalensis (Yu et al., 2016; Rahman
et al., 2018), two studies on G. divaricata (Xu et al., 2015; Dong
et al., 2019), and one study on G. formosana (Ma et al., 2017). Identical
plant
species
might
exhibit
phytochemical
or From harvesting to manufacturing, the quality of herbal
medicines can be affected by vast factors. Quality evaluation of
medicinal plants is possible by detecting the presence of chemical
markers within a sample (Li et al., 2008). Qualitative chemical
evaluation
covers
identification
and
characterization
of
phytochemical constituents in the medicinal plants through
different
analytical
techniques. Phytochemical
screening
techniques involve botanical identification, extraction with
suitable solvents, purification, and characterization of the
active constituents of pharmaceutical importance (Folashade
et al., 2012). Chromatographic methods such as thin-layer
chromatography/high-performance TLC (TLC/HP-TLC) and
high-performance liquid chromatography (HPLC), which are Identical
plant
species
might
exhibit
phytochemical
or
bioactivity variations that can possibly be attributed to intrinsic
factors (age of the plant and part of the plant used) and extrinsic Identical
plant
species
might
exhibit
phytochemical
or
bioactivity variations that can possibly be attributed to intrinsic
factors (age of the plant and part of the plant used) and extrinsic November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 6 Xu
et al. 2015)
2
3
2
3
3
3
2
2
1 ing to OHAT guideline. andradevan
et al. (2020)
Wu
et al. (2013)
Chao
et al. (2015)
Yin
et al. (2017)
Pai
et al. (2019)
Yang
et al. Study Characteristics
Species of Gynura (2019)
Siriwatanametanon
et al. (2010)
Siriwatanametanon
and Heinrich
(2011)
Rerknimitr
et al. (2016)
Sukadeetad
et al. (2018)
Seow
et al. (2014)
Yuandani
et al. (2017)
Yu
et al. (2016)
Rahman
et al. (2018)
Xu
et al. (2015)
2
2
2
2
2
2
2
2
2
2
3
2
2
3
2
3
3
3
3
3
3
3
3
1
3
3
3
3
3
3
2
2
3
1
2
1
2
3
NR
1
1
3
2
2
2
3
3
3
3
3
3
3
3
1
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
2
2
2
2
2
2
2
2
2
2
2
2
2
4
2
4
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
1
4
1
1
1
4
4
2
1
1
2
1
4
1 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. as well as the aerial part of G. bicolor and G. divaricata (Chen et al.,
2017). Hepatic injury caused by genus Gynura has been reported in
few other studies. By daily administration of the root of G. segetum at
1.0 g extract/kg for 40 successive days, hepatic veno-occlusive
disease, also called hepatic sinusoidal obstruction syndrome
(HSOS), was induced in the mouse model where liver fibrosis-
related factors and pro-inflammatory cytokines were upregulated
(Zhang et al., 2019). The mouse model in which a 30 g/kg decoction
of G. segetum dried rhizome was administered by gavage in the
morning for 30 days showed features of HSOS, including increased
weight ratio of the liver and body, serum transaminase, bilirubin,
decreased albumin (Chen et al., 2011), bulging abdomen, a large
number of clear ascites, floating bowels, jelly omentum in the
abdominal cavity, and congested and swollen or contracted and
hard liver with a grainy surface and blunt edges (Zhu et al., 2011). The potential markers of hepatotoxicity induced by the decoction of
G. segetum dried rhizome are verified in the animal model as
differential metabolites of arginine, creatine, valine, glutamine,
and citric acid, which are involved in the regulation of multiple
metabolic pathways, primarily amino acid metabolism and energy
metabolism (Qiu S. et al., 2018). G. Part of Plant Used in Studies Twenty selected studies used the leaves of Gynura to investigate their
pharmacological effects. Nazri et al. (2019) and Ning et al. (2019)
used the whole plant of G. procumbens, Xu et al. (2015) and Huang
et al. (2019) used the leaf and stem parts of Gynura, Iskander et al. (2002) and Dong et al. (2019) used the aerial part of Gynura, and Liu
M. et al. (2019) did not mention the part of Gynura used in their
study. Hence, the leaf is the dominant part of the plant used in all
selected research studies. Notably, the part of the plant that is usually
consumed is the leaf. However, compared to the other parts of the
plant, the root extract of both G. procumbens and G. bicolor
exhibited
the
highest
phenolic
content,
flavonoid
content,
ascorbic acid content, and antioxidant capacities (Krishnan et al.,
2015). Mice with intraperitoneal injection of G. procumbens leaf
extract at 25, 50, 100, and 250 mg/kg/day for four days survived until
day 30 of post-injection with no signs of toxicity such as diarrhea,
excess urination, and lethargy (Vejanan et al., 2012). On the basis of
the study by Zahra et al. (2011) and Shwter et al. (2014), no
mortality, or organ toxicity was detected in the animals that were
orally administered G. procumbens leaf extract at doses of 2 and
5 g/kg for 14 days. The study carried out by Algariri et al. (2014)
demonstrated that the leaf extract of G. procumbens was safe, with no
observed acute toxicity effects as there was no treatment-related
mortality at 2 g/kg throughout the 14 days observation period. Hence, the oral lethal dose (LD50) of G. procumbens extract for
rats was determined to be greater than 2,000 mg/kg, and the
acceptable daily intake was 700 mg/kg/day. The same study also
showed that consumption of 250, 500, and 1,000 mg/kg of G. procumbens extract for 28 days did not lead to sub-chronic
toxicity as no abnormal behavior, disease, or death was observed
in the animal model that received the plant extract. Administration
of G. procumbens leaf extract at 1,000–5,000 mg/kg did not cause
mortality or significant changes in the general behavior, bodyweight,
or organ gross appearance of rats (Rosidah et al., 2009). At the same
time, G. procumbens and G. Study Characteristics
Species of Gynura segetum dried rhizome also
caused liver injury by dysregulating mitochondrial ROS generation
through the SIRT3-SOD2 pathway (Li et al., 2019). The roots and
aerial parts of G. segetum were proven to contain large amounts of
pyrrolizidine
alkaloids,
including
senecionine,
which
were
responsible for the impaired bile acid homeostasis in the animal
model orally administered 1.0 g/kg BW G. segetum extract for 48 h
(Xiong et al., 2018). Hence, any contraindications caused by long-
term consumption of genus Gynura must be determined prior to the
commercialization of genus Gynura products. Appropriate clinical
studies are needed to determine the optimal efficacy and minimum
toxicity of genus Gynura. The application of genus Gynura must be
closely monitored in term of doses and qualities, especially the
species with reported cases of hepatotoxicity. factors (geographical climate, nature of soil, season, and processing
methods). The study conducted by Muraina et al. (2008) proved that
the same plant extract from two different geographical locations
varied in their phytochemical contents, cytotoxicity, antimicrobial
and antioxidant activities. G. bicolor and G. divaricata extracts
derived from plants originating from Nanjing were shown to
possess higher free-radical-scavenging activities as compared to
other same species extracts from different China origins (Chen
et al., 2015). Hence, standardization and quality control of genus
Gynura are crucial to gain regulatory approval of genus Gynura
preparations as nutraceuticals or therapeutic drugs. Standardization
of a drug can be used as a confirmation of its identity, quality, and
purity throughout all phases of its cycle (Kumari and Kotecha, 2016). Stability testing and toxicity profiles of herbal products are
important parameters in improving herbal product safety. Frontiers in Pharmacology | www.frontiersin.org Part of Plant Used in Studies bicolor leaf extracts both showed a
negligible level of toxicity when administered orally at 300, 2,000,
and 5,000 mg/kg for 14 days (Teoh et al., 2013, 2016). Sham grou
Postmeno
subjected
cholestero
heated pa
Positive co Solvents Used for Extraction GP
maintained SOD activity from month
3 to month 6
Oral route
Daily for 24 weeks
In vivo study using postmenopausal
rats fed with cholesterol diet
enriched with repeatedly heated
palm oil
Superoxide dismutase (SOD) activity
Glutathione peroxidase (GSH-Px)
activity
Control groups
Sham group (rats received basal diet)
Postmenopausal (PM) group (rats
subjected to ovariectomy, received 2%
cholesterol diet fortified with five-time
heated palm oil (5HPO)
catalase (CAT) activity
Positive control (10 mg/kg atorvastatin)
(Continued on following page) ell line/Animal
study model
Concentration/dose, control
groups
Parameter measured
and technique
used
Findings
Referenc
aT keratinocytes
1, 10, 50 μg/ml
Intracellular ROS production level by
dichlorofluorescein (DCF) content
GP extract treatment inhibited UV-
induced ROS generation levels about
36% at 50 μg/ml
Kim et al. (2011)
Control groups
Normal control
Model control (UV 40 mJ/cm2)
Reference group (50, 100,
200 μg/ml vitamin C)
dy stimulated by UV
liver cell line NCTC-1469
80 and 160 μg/ml (24 h)
Intracellular ROS production level
↓ROS level by 80 and 160 μg/ml GP
extract
Liu Y. et al. (2019)
Control groups
Normal control (culture medium)
Model control (pre-treated with
0.25 mM palmitic acid (PA) + 0.5 mM
oleic acid for 24 h)
dy stimulated by palmitic
leic acid
dawley rats (6 rats/group)
1.0 g/kg body weight
Plasma lipid peroxidation levels using
thiobarbituric acid reactive substances
(TBARS) assay
↓plasma TBARS level
Akowuah et
(2012)
Oral route
dy using carbon
de (CCl4)-induced
tress rats
Daily single dose for 14 days
TAS values of rats fed with the
extract (1 g/kg) for 14 days followed
by CCl4 administration were
comparable to values of control
group
Control groups
Plasma total antioxidant status (TAS)
Normal control
Model control (single dose of CCl4)
e sprague-dawley rats (6
250 and 500 mg/kg body weight
Lipid peroxidation levels using TBARS
assay
↑GST and SOD activities in treated
rats (250 and 500 mg/kg)
Shwter et a
(2014)
Oral route
Daily for 10 weeks
Glutathione-S-transferase (GST)
activity
Superoxide dismutase (SOD) activity
Control groups
Normal control (normal saline
subcutaneous injections, 10% tween
20 oral administration)
dy using carcinogen-
olon cancer rats
↓MDA level in treatment groups 250
and 500 mg/kg GP. e sprague-dawley rats (6 rats/
study using postmenopausal
d with cholesterol diet carbon
-induced
s
e-dawley rats (6
carcinogen-
cer rats Solvents Used for Extraction Solvents Used for Extraction
Five studies used the methanol extracts of G. procumbens, G. pseudochina and G. segetum to investigate their antioxidant or
anti-inflammatory activities in HeLa cells (Siriwatanametanon
et al., 2010), human leukocytes (Siriwatanametanon et al., 2010;
Yuandani et al., 2017), murine macrophages (Yuandani et al., 2017),
oxidative stress model rats (Akowuah et al., 2012), and granuloma
model rats (Seow et al., 2014). As a continuation study of
Siriwatanametanon et al. (2010), Siriwatanametanon and Heinrich
(2011) as well as Yuandani et al. (2017) isolated compounds from the
methanol extract of Gynura and determined their antioxidant or anti-
inflammatory effects in HeLa cells or macrophages. The extraction of
G. procumbens with 80% methanol at a temperature below 60°C
would give greater retention of the total phenolic content (TPC) and
greater expression of free radical scavenging activity (FRSA)
(Akowuah et al., 2009). Methanol was also identified as a more
effective extraction solvent of G. procumbens compared to 95%
ethanol and water extracts based on its higher TPC and FRSA
(Akowuah et al., 2012). Sukadeetad et al. (2018) demonstrated a
higher chlorogenic acid content in G. pseudochina leaf extract by
microwave drying as well as good efficiency for recovering phenolic
compounds by extraction with 50% (v/v) methanol. However, However, the use of genus Gynura requires extra caution on
toxic risk because of the presence of hepatotoxic pyrrolizidine
alkaloids which was determined in the leaves of G. pseudochina
(Siriwatanametanon and Heinrich, 2011; Sukadeetad et al., 2018) November 2020 | Volume 11 | Article 504624 8 nce
al. et al. t al j
,
20 oral administration)
g
g
Carcinogen group (azoxymethane
(AOM) subcutaneous injection +10%
tween 20 oral administration)
Reference group (AOM, fluorouracil
intraperitoneal injection)
48 female sprague-dawley rats (6 rats/
group)
250 and 500 mg/kg body weight
Plasma malondialdehyde (MDA) level
using high-performance liquid
chromatography (HPLC)
↓MDA level in treatment groups 250
and 500 mg/kg GP compared to
postmenopausal control group at
month 3 and month 6
Nazri et al. (2019)
↑SOD, GSH-Px and CAT enzyme
activities in treated rats (250 and
500 mg/kg) compared to
postmenopausal control group. (2019)
(2015) (2019)
(2015) ge) ge) Solvents Used for Extraction (2015)
12 h pre-treatment
catalase (CAT) activity
Pre-treatment at 2 and 4% retained
CAT and GSH-Px activities
vitro study treated by high glucose
Control groups
Glutathione (GSH) content
Control (5.5 mM glucose)
Glutathione peroxidase activity (GSH-
Px)
Model control (33 mM glucose)
2 cell line (rat adrenal gland
ochromocytoma)
Aqueous extract at 0.25, 0.5 or 1%
ROS level by 2′,7′-Dichlorofluorescein
diacetate (DCFH-DA)
GB pre-treatments ↑GSH content, ↑
GSH-Px activity, concentration-
dependently ↓ROS level and ↑
catalase activity
Yang et al. (2019)
48 h pre-treatment
Glutathione level (GSH)
Control groups
Glutathione peroxidase activity (GSH-
Px)
Normal control
CAT activity assay
Model control (H2O2 stimulation)
vitro study of H2O2 induced injury
e C57BL/6 mice (8 mice/group)
0.25 or 0.5% G. bicolor aqueous extract
diet
Hepatic GSH or GSSG content
0.25% or 0.5% GB ↑GSH content, ↓
GSSG, ↓ROS levels, maintained
GSH-Px, GR, and catalase activities
Yin et al. (2017)
vivo study using chronic ethanol
onsumption-induced hepatic injury
ice model
Glutathione peroxidase activity (GSH-
Px)
Oral route
Glutathione reductase (GR) and
catalase
6 weeks
Control groups
Hepatic ROS level using DCFH-DA
Normal control
Liquid diet group (without ethanol)
Ethanol diet group
male Balb/cA mice (10 mice/group)
0.25, 0.5, 1% GB diet
ROS level by DCFH-DA
GB at 3 doses
Pai et al. (2019)
Oral route
Glutathione level (GSH)
8 weeks
↑GSH content, ↑GPX, ↑GR, and ↑
catalase activities↓ROS level in heart
and kidney
Glutathione peroxidase activity (GSH-
Px)
Control groups
Glutathione reductase (GR)
Normal control (standard mouse basal
diet)
CAT activity assay
Diabetic model control (40 mg/kg BW
streptozotocin via i.p. injection for
5 days)
vivo streptozotocin-induced type
diabetic mice model
male imprinting control region mice
mice/group)
Diets with 1.2% and 4.8% GD
Glutathione peroxidase activity (GSH-
Px)
1.2% GD ↑↑T-SOD levels, ↓↓
Xu et al. (2015)
Oral route
MDA level 4.8% GD
Total superoxide dismutase activity
(SOD)
↑↑GSH-Px level, ↑T-SOD level, ↓
MDA level
Lipid peroxidation level by MDA level
assay
vivo study using high-fat diet and
reptozotocin (STZ) induced type 2
abetic mice
Daily for 4 weeks
Control groups
Normal control (normal diet)
Diabetic model control (high-fat diet
(18% lard, 20% sugar, 3% egg yolk,
59% basal diet) and 100 mg/kg STZ)
(Continued on following page) Solvents Used for Extraction Carcinogen group (azoxymethane
(AOM) subcutaneous injection +10%
tween 20 oral administration)
Reference group (AOM, fluorouracil
intraperitoneal injection)
rague-dawley rats (6 rats/
250 and 500 mg/kg body weight
Plasma malondialdehyde (MDA) level
using high-performance liquid
chromatography (HPLC)
↓MDA level in treatment groups 250
and 500 mg/kg GP compared to
postmenopausal control group at
month 3 and month 6
Nazri et al. (2019)
↑SOD, GSH-Px and CAT enzyme
activities in treated rats (250 and
500 mg/kg) compared to
postmenopausal control group. GP
maintained SOD activity from month
3 to month 6
Oral route
Daily for 24 weeks
dy using postmenopausal
th cholesterol diet
with repeatedly heated
Superoxide dismutase (SOD) activity
Glutathione peroxidase (GSH-Px)
activity
Control groups
Sham group (rats received basal diet)
Postmenopausal (PM) group (rats
subjected to ovariectomy, received 2%
cholesterol diet fortified with five-time
heated palm oil (5HPO)
catalase (CAT) activity
Positive control (10 mg/kg atorvastatin)
(Continued on following page) Nazri et
(2019) wing page roup. G
om mo
ed on fo e sprague-dawley rats (6 rats/
study using postmenopausal
d with cholesterol diet
d
i h
dl h
d carbon
-induced
s
e-dawley rats (6
carcinogen-
cer rats atedly heated g
y
Cell line/Animal
study model
Concentration/dose, control
groups
Parameter measured
and technique
used
Findings
Reference
male C57BL/6 J mice (8 mice/
up)
500 and 1,000 mg/kg body weight
Hepatic malondialdehyde (MDA) level
↓↓MDA level in treatment groups
500 and 1,000 mg/kg GP. Liu Y. et al. (2019)
Oral route
Glutathione peroxidase (GSH-Px)
activity
vivo study using non-alcoholic
eatohepatitis (NASH) mice
↑↑GSH-Px, CAT and HO-1 activities
in treated mice (500 and
1,000 mg/kg)
Daily for 6 weeks
catalase (CAT) activity
Control groups
Heme oxygenase 1 (HO-1) activity
Normal control (methionine- and
choline-sufficient (MCS) diet)
Model control (methionine- and
choline-deficient (MCD) diet)
man umbilical vein endothelial cells
Aqueous or ethanol extract at 1, 2 or 4%
(v/v)
ROS production level by 2′,7′-
dichlorofluorescein (DCF) content
Pre-treatments with aqueous or
ethanol extract dose-dependently ↓
ROS level and preserved GSH
content
Chao et al. ge) (2016)
1 h pre-treatment
Control groups
y H2O2
CAT activity assay
↓↓↓ROS production in H2O2-treated
cells, even at a concentration of
0.78 μM
Normal control
Model control (0.3 mM H2O2)
↑↑↑H2O2-induced decrease in CAT
activity at doses of 25 and 50 μM
s (8 rats/
100 mg/kg, 250 mg/kg, 500 mg/kg
body weight
CAT activity assay
250 and 500 mg/kg GF treatment ↑↑
activities of CAT, ↑↑SOD, ↑↑GSH
and ↓↓lipid peroxidation in rat liver
Ma et al. (2017)
Total superoxide dismutase activity
(SOD)
Oral route
pellet-
odel
Once daily for 7 days
Glutathione level (GSH)
Lipid peroxidation level
Control groups
Normal control
Model control (0.5%
carboxymethylcellulose, 1 ml/kg)
Standard drug (4 mg/kg indomethacin)
↑↑indicates significantly induce (p < 0.001), ↓indicates significantly inhibit (p < 0.05), ↓↓indicates significantly inhibit (p < 0.01), and ↓↓↓indicates ge) OD level, ↓
ued on following MDA level 4.8%
xide dismutase activity
↑↑GSH-Px leve
MDA level
ation level by MDA level GS
de
ca
)
e activity (GSH-
G content
0.2
GS
GS
e activity (GSH-
(GR) and
ng DCFH-DA
A
GB
)
↑G
ca
an
e activity (GSH-
(GR)
e activity (GSH
1 2 ROS level by
diacetate (DC
Glutathione le
Glutathione p
Px)
CAT activity a
act
Hepatic GSH
Glutathione p
Px)
Glutathione re
catalase
H
i
ROS y for 4 weeks
ol groups
mal control (normal di
betic model control (h
% lard, 20% sugar, 3%
% basal diet) and 100 sing high-fat diet and
(STZ) induced type 2 (rat adrena
cytoma)
dy of H2O2 i
6 mice (8 m
dy using chr
on-induced
l male Balb/cA mice (10
n vivo streptozotocin-
diabetic mice model
male imprinting contro
i
/
) a. Concentration/dose, control
groups
Parameter measured
and technique
used
Findings
Reference
up)
Diets with 1%, 5% and 10% GD
Hepatic glutathione peroxidase activity
(GSH-Px)
1% GD: ↑GSH-Px level, ↑T-SOD
level
Dong et al.,
(2019)
at diet and
ced type 2
Oral route
5% GD: ↑GSH-Px level, ↑↑T-SOD
level, ↓8-OHdG level
Daily for 4 weeks
Hepatic total superoxide dismutase
activity (SOD)
Hepatic lipid peroxidation level by
MDA level assay
10% GD: ↑↑GSH-Px level, ↑T-SOD
level, ↓MDA level, ↓8-OHdG level
Control groups
Normal control (normal chow)
Hepatic 8-hydroxy-2′-
deoxyguanosine (8-OHdG) level using
ELISA
Model control (high-fat diet (18% lard,
20% sugar, 3% egg yolk and 59%
basal diet) and 100 mg/kg STZ)
utrophils
Extract: 6.25–100 μg/ml
ROS production level by luminol
method
GS extract exhibited inhibitory
activity upon activation by PMA
(IC50 1.41 ± 0.63 μg/ml) and
zymosan (IC50 2.63 ± 0.89
μg/ml)
Yuandani et al. (2017)
Compounds: 3.125–50 μg/ml
Control groups
Negative control (without sample)
8,8′-(ethene-1,2-diyl)-dinaphtalene-
1,4,5-triol revealed ROS inhibitory
upon activation by PMA (IC50
0.13 μM) and zymosan (IC50
0.05 μM)
opsonized
Positive control (acetylsalicylic acid)
Rutin inhibited ROS activated by
PMA (IC50 0.08 μM) and zymosan
(IC50 0.13 μM)
0.78, 1.56, 3.12, 6.25, 12.5, 25, 50,
100 μM
Intracellular ROS production by DCF
content
Compound 6 (3,5-dicaffeoylquinic
acid ethyl ester) exhibited a more
potent cytoprotective effect thus
selected for further evaluation
Yu et al. y
level usin
minol g/kg
CAT activit
Total supe
(SOD)
Glutathione
Lipid perox
kg)
methacin) cantly induce (p < cantly induce (p < oup)
at die
ced t
utrop
opso
by H2
ts (8
n pell
odel
↑↑in al
roup)
-fat d
uced
neutro
y ops
by H
rats (8
on pe
mode
↑↑↑in Gynura Antioxidant and Anti-inflammatory Effects Tan et al. ethanol extract was used in this study for successive bioassays by
considering ethanol as a safer solvent for health product application. production (Yin et al., 2017; Pai et al., 2019), superoxide dismutase
(SOD) activity (Shwter et al., 2014; Xu et al., 2015; Ma et al., 2017;
Dong et al., 2019; Nazri et al., 2019), heme oxygenase 1 (HO-1)
(Liu Y. et al., 2019), 8-hydroxy-2′-deoxyguanosine (8-OHdG) level
(Dong et al., 2019), and GSH-related parameters, including GSH-
Px activity (Xu et al., 2015; Yin et al., 2017; Dong et al., 2019; Liu Y. et al., 2019; Nazri et al., 2019; Pai et al., 2019), GSH-S-transferase
(GST) activity (Shwter et al., 2014), GSH reductase (GR) activity
(Yin et al., 2017; Pai et al., 2019), GSH disulfide (GSSG) content
(Yin et al., 2017), and GSH content (Ma et al., 2017; Yin et al., 2017;
Pai et al., 2019). Eleven studies tested the antioxidant or anti-inflammatory
activities of the ethanol extract of G. procumbens, G. bicolor, G. pseudochina and G. nepalensis in human keratinocytes (Kim et al.,
2011; Sukadeetad et al., 2018), human dermal fibroblasts (Kim et al.,
2011), human endothelial cells (Chao et al., 2015), murine
macrophages (Chandradevan et al., 2020; Liu M. et al., 2019;
Ning et al., 2019), ear-inflamed mice (Iskander et al., 2002;
Rahman et al., 2018), rat colon cancer model (Shwter et al.,
2014),
parasite-infected
mice
(Wong
et
al.,
2015),
and
hypercholesterolemic rats (Nazri et al., 2019). Liu M. et al. (2019)
simultaneously studied the anti-inflammatory effect of the ethanol
extract and its fractions, including the petroleum ether fraction, ethyl
acetate fraction, n-butanol fraction, and water fraction. Yu et al. (2016) studied the antioxidant and anti-inflammatory effects of nine
caffeoylquinic acid analogs isolated from the ethanol extract on
cardiomyoblasts. The optimal extraction of G. divaricata was
determined with 45% ethanol for 30 min at 90°C, where the
increase in the extraction temperature (from 40 to 100°C) led to
a significant elevation of the TFC, TPC, and FRSA (Wan et al., 2011). Anti-inflammatory Parameters Overall, in vitro anti-inflammatory studies on Gynura species
focused on the secretion or expression of pro-inflammatory
mediators, including interleukin-1 (IL-1) (Siriwatanametanon
et al., 2010; Yuandani et al., 2017; Yang et al., 2019), IL-6
(Siriwatanametanon et al., 2010; Kim et al., 2011; Chao et al.,
2015; Liu M. et al., 2019; Yang et al., 2019), IL-8 (Kim et al.,
2011; Sukadeetad et al., 2018), tumor necrosis factor alpha (TNF-α)
(Siriwatanametanon et al., 2010; Chao et al., 2015; Yuandani et al.,
2017; Liu M. et al., 2019; Yang et al., 2019), prostaglandin E2 (PGE2)
(Siriwatanametanon et al., 2010; Wu et al., 2013; Chao et al., 2015),
cyclooxygenase-2 (COX-2) (Wu et al., 2013; Chao et al., 2015),
inducible nitric oxide synthase (iNOS) (Wu et al., 2013; Ning et al.,
2019), nitric oxide (NO) (Wu et al., 2013; Yuandani et al., 2017; Liu
M. et al., 2019; Ning et al., 2019; Chandradevan et al., 2020), lactate
dehydrogenase (LDH) activity, mitochondrial membrane potential
(Δψm) (Yu et al., 2016; Yang et al., 2019), matrix metalloproteinase-1
and 9 (MMP-1 and MMP-9) (Kim et al., 2011), and infiltration of
inflammatory cells (Huang et al., 2019). Moreover, in vitro studies
included investigations on the anti-inflammatory effect of the
Gynura species on the nuclear factor erythroid 2-related factor 2
(Nrf2) signaling pathway (Liu Y. et al., 2019), nuclear factor kappa B
(NF-κB) signaling pathway (Siriwatanametanon et al., 2010;
Siriwatanametanon
and
Heinrich,
2011;
Wu
et
al.,
2013;
Sukadeetad et al., 2018; Yang et al., 2019), and mitogen-activated
protein kinases (MAPK) signaling pathway, including c-Jun
N-terminal kinase (JNK) (Yu et al., 2016; Liu Y. et al., 2019), p38
(Yu et al., 2016; Yang et al., 2019), and extracellular signal-regulated
kinase (ERK) (Yu et al., 2016). Similarly, the in vivo studies also
measured the parameters of IL-1 (Seow et al., 2014; Ma et al., 2017;
Yin et al., 2017; Pai et al., 2019), IL-6 (Yin et al., 2017; Pai et al., 2019),
and TNF-α (Seow et al., 2014; Wong et al., 2015; Ma et al., 2017; Yin
et al., 2017; Dong et al., 2019; Pai et al., 2019). The other anti-
inflammatory effect parameters of in vivo studies were interferon-γ
(IFN-γ), IL-10, phosphorylation of glycogen synthase kinase-3
(GSK3β (Wong et al., 2015; Dong et al., 2019), LDH, alanine
aminotransferase (GPT), c-reactive protein (CRP) (Ma et al.,
2017), Nrf2 (Liu Y. Another study on the extraction method optimization of G. bicolor
showed that 40% ethanol, 40°C, 30 min sonication time, and 50:1
liquid-to-solid ratio were the optimal conditions for a higher
extraction yield of TPC (Qiu X. L. et al., 2018). Anti-inflammatory Parameters et al., 2019), peroxisome proliferator-activated
receptor gamma (PPARγ) (Dong et al., 2019; Liu Y. et al., 2019),
COX-2 (Huang et al., 2019), inflamed-ear thickness (Iskander et al.,
2002; Rahman et al., 2018; Huang et al., 2019), cotton pellet
granuloma (Seow et al., 2014; Ma et al., 2017), paw edema
(Rahman et al., 2018; Huang et al., 2019), signaling pathways of
phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt) (Xu
et al., 2015; Dong et al., 2019), JNK (Liu Y. et al., 2019), p38 (Pai et al., Five studies used the aqueous extract of G. procumbens and G. bicolor to determine their antioxidant or anti-inflammatory activities
in human endothelial cells (Chao et al., 2015), murine adrenal gland
pheochromocytoma (Yang et al., 2019), murine hepatocytes (Liu Y. et al., 2019), diabetic mice (Pai et al., 2019), and liver-injured mice
(Yin et al., 2017; Liu Y. et al., 2019). The ethyl acetate extract of G. formosana was studied for its antioxidant and anti-inflammatory
activities in granuloma model rats (Ma et al., 2017). Meanwhile, the
ether extract of G. bicolor was studied for its anti-inflammatory
activity in murine macrophages (Wu et al., 2013). G. divaricata was
lyophilized into powder and tested in diabetic mice (Xu et al., 2015;
Dong et al., 2019). The study by Huang et al. (2019) determined the
anti-inflammatory effect of G. procumbens essential oil and its active
ingredients in murine macrophage and ear-inflamed mice. One
randomized controlled study on patients with moderate plaque
psoriasis was conducted to study the anti-inflammatory effect of
G. pseudochina ointment from an ethanol extract with a ratio of one
extract to 10 vehicles (Rerknimitr et al., 2016). Antioxidant Parameters In general, ROS production level was the major parameter measured
in vitro antioxidant studies (Kim et al., 2011; Chao et al., 2015; Yu
et al., 2016; Yuandani et al., 2017; Liu Y. et al., 2019; Yang et al.,
2019). The other in vitro parameters included glutathione (GSH)
content and GSH peroxidase (GSH-Px) or catalase (CAT) activity
(Chao et al., 2015; Yu et al., 2016; Yang et al., 2019). The main focus
of in vivo antioxidant studies of Gynura species was lipid
peroxidation (Akowuah et al., 2012; Shwter et al., 2014; Xu et al.,
2015; Ma et al., 2017; Dong et al., 2019; Liu Y. et al., 2019; Nazri et al.,
2019). The other in vivo parameters measured were plasma total
antioxidant status (TAS) (Akowuah et al., 2012), CAT activity (Ma
et al., 2017; Liu Y. et al., 2019; Nazri et al., 2019; Pai et al., 2019), ROS November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 12 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. product (Ayala et al., 2014). G. procumbens, G. divaricata, and G. formosana exhibited inhibition of lipid peroxidation by lowering the
MDA level in carbon tetrachloride-induced oxidative stress rats
(Akowuah et al., 2012), carcinogen-induced colon cancer rats
(Shwter et al., 2014), high-fat-diet and streptozotocin (STZ)-
induced diabetic mice (Xu et al., 2015; Dong et al., 2019), cotton
pellet-induced granuloma rats (Ma et al., 2017), postmenopausal rats
fed with cholesterol diet enriched with repeatedly heated palm oil
(Nazri et al., 2019), and non-alcoholic steatohepatitis mice (Liu Y. et al., 2019). The reduction in the MDA level of G. procumbens
extract-treated rats was comparable with treatments of anticancer
drug, 5-fluorouracil (Shwter et al., 2014), and lipid-lowering drug
atorvastatin (Nazri et al., 2019). It is worth noticing that Xu et al. (2015) and Dong et al. (2019) both studied on G. divaricata using
identical treatment methods and diabetic mice models. The results
of the study by Xu et al. (2015) showed a significant inhibitory effect
of G. divaricata lyophilized powder on lipid peroxidation at
treatment doses as low as 1.2% of diet. However, only 10%
lyophilized powder diet was able to exert significant inhibition of
lipid peroxidation in the study by Dong et al. (2019). Gynura Inhibits Reactive Oxygen Species Gynura Inhibits Reactive Oxygen Species
At physiological concentrations, ROS is involved in many cellular
activities, including gene transcription, signaling transduction, and
immune response. However, overproduction of ROS can result in
oxidative damage to biomolecules, including lipids, proteins, and
DNA, which is the underlying cause of various diseases (Liu et al.,
2018). Inhibition of ROS production using G. procumbens extracts
was determined in human HaCaT keratinocytes at 50 μg/ml
(inhibitory effect comparable to 200 μg/ml vitamin C) (Kim et al.,
2011) and in murine hepatocytes at 80 and 160 μg/ml (Liu Y. et al.,
2019); that of G. bicolor in human umbilical vein endothelial cell
(huvec) at 1–4% v/v (Chao et al., 2015), in adrenal gland
pheochromocytoma in a concentration dependent manner (Yang
et al., 2019), and in liver-injured mice at 0.25 and 0.5% diet (Yin
et al., 2017); and that of G. segetum (IC50 for zymosan 2.63 ±
0.89 μg/ml;
IC50
for
PMA
1.41
±
0.63 μg/ml)
in
polymorphonuclear cells (PMNs) neutrophils. The compound
isolated
from
G. segetum
extract,
8,8′-(ethene-1,2-diyl)-
dinaphtalene-1,4,5-triol, possessed ROS inhibitory effect upon the
activation by PMA (IC50 0.13 μM) and zymosan (IC50 0.05 μM). At the same time, rutin, which was also isolated from G. segetum
extract, inhibited the ROS activated by PMA (IC50 0.08 μM) and
zymosan (IC50 0.13 μM). Both isolated compounds from G. segetum showed a higher antioxidant effect than the positive
control aspirin (Yuandani et al., 2017). One of the compounds
isolated from G. nepalensis extract, 3,5-dicaffeoylquinic acid ethyl
ester, showed an inhibitory effect on intracellular ROS production in
cardiomyoblasts at a concentration of 0.78 μM and above (Yu et al.,
2016). In nuclear and mitochondrial DNA, the interaction of the
hydroxyl radical (HO•) with the nucleobases of the DNA strand will
produce 8-hydroxy-2′-deoxyguanosine (8-OHdG), a predominant
form of a free radical-induced oxidative lesion, which is a critical
biomarker of oxidative stress (Valavanidis et al., 2009). G. divaricata
diet (5 and 10%) showed the inhibition of the hepatic 8-OHdG level
in a diabetic mice model (Dong et al., 2019). G. procumbens also
improved the plasma TAS in rats with induced oxidative stress
(Akowuah et al., 2012). Antioxidant Parameters This variation
between findings could be due to the phytochemical or bioactivity
variations that possibly correlated to intrinsic factors (age of the
plant and part of the plant used) and extrinsic factors (geographical
climate, nature of soil, season, and processing methods). 2019), and NF-κB (Dong et al., 2019; Pai et al., 2019). The effect of
Gynura on NF-κB phosphorylation was also studied in a
randomized controlled study (Rerknimitr et al., 2016). Gynura Modulates Enzymatic Antioxidant Production
or Activities The antioxidant mechanism of heme oxygenase-1 (HO-1) is found to
be associated with an increase in superoxide dismutase (SOD) and
CAT (Turkseven et al., 2005). HO-1 is responsible for the oxidative
cleavage of heme groups, which generates biliverdin, carbon
monoxide, and ferrous iron. Biliverdin is converted to bilirubin,
and both of these bile pigments are potent scavengers of singlet
oxygen (Stocker et al., 1990). Oral administration of G. procumbens
extract was shown to increase HO-1 activity in liver-injured mice
model (Liu Y. et al., 2019). SOD is an antioxidant enzyme that is
responsible for the catalytical conversion of the superoxide radical
(pO2) or singlet oxygen radical (1O2
−) to hydrogen peroxide (H2O2)
and molecular oxygen (O2). However, the accumulation of H2O2
causes toxicity to body tissues or cells. Successively, CAT breaks down
H2O2 into water and molecular oxygen, thus minimizing free radical-
induced damage (Ighodaro and Akinloye, 2018). G. procumbens, G. divaricata, and G. formosana showed an antioxidant effect by
inducing in vivo total SOD activity (Shwter et al., 2014; Xu et al.,
2015; Ma et al., 2017; Dong et al., 2019; Nazri et al., 2019). The in vitro
CAT activity was induced by G. bicolor (Chao et al., 2015; Yang et al.,
2019) and a compound isolated from G. nepalensis, which were 25
and 50 μM of 3,5-dicaffeoylquinic acid ethyl ester (Yu et al., 2016). At
the same time, in vivo CAT activity was increased by G. procumbens
(Liu Y. et al., 2019; Nazri et al., 2019), G. bicolor (Pai et al., 2019), and
G. formosana (Ma et al., 2017). Notably, the induction of SOD and
CAT by the G. procumbens extract was comparable to the effects of
atorvastatin (Nazri et al., 2019). Antioxidant Effects of Genus Gynura y
Table 3 shows the list of studies on the antioxidant effects of
genus Gynura. Several potential mechanisms for the antioxidant
activity of Gynura are suggested as follows: inhibition of ROS,
inhibition of lipid peroxidation, modulation of enzymatic
antioxidant production or activities, and modulation of GSH-
related parameters. Figure 2 illustrates the proposed signaling
pathways of antioxidant effects by Gynura species. Gynura Inhibits Prostaglandin E2 and Nitric Oxide
Production Prostaglandin E2 (PGE2) is a bioactive lipid that physiologically
mediates the regulation of immune responses, blood pressure,
gastrointestinal integrity, and fertility. However, the sequential
actions of cyclooxygenase-2 (COX-2) catalyze PGE2 synthesis. Consequently, dysregulated PGE2 production has been correlated
to a variety of pathological conditions, such as chronic inflammation
(Legler et al., 2010). Inhibition of COX-2 expression in mice model
was exerted by G. procumbens essential oil and its active ingredients. Both G. procumbens essential oil and its active ingredients were
showing similar COX-2 inhibitory effects as that of the positive
control drug diclofenac diethylamine emulgel (Huang et al., 2019). The use of the G. bicolor extract inhibited PGE2 production and COX-
2 protein expression and activity in activated macrophages (Wu et al.,
2013) and endothelial cells (Chao et al., 2015). PGE2 production was
also inhibited using the extract of G. pseudochina var. hispida with an
IC50 value of 25.23 μg/ml (Siriwatanametanon et al., 2010). Anti-inflammatory Effects of Genus Gynura
Table 4 shows the studies on the anti-inflammatory effects of
Gynura. The potential mechanisms for the anti-inflammatory
activity of Gynura are suggested as follows: modulation of
inflammatory cytokine production, inhibition of PGE2 and NO
production, inhibition of cellular inflammatory-related parameters,
and inhibition of inflammation on animal models. As shown in
Figure 2, the several potential anti-inflammatory signaling pathways
of Gynura are PI3K/Akt, Nrf2, PPARγ, GSK3, NF-κB, and MAPK. Anti-inflammatory Effects of Genus Gynura
Table 4 shows the studies on the anti-inflammatory effects of
Gynura. The potential mechanisms for the anti-inflammatory
activity of Gynura are suggested as follows: modulation of
inflammatory cytokine production, inhibition of PGE2 and NO
production, inhibition of cellular inflammatory-related parameters,
and inhibition of inflammation on animal models. As shown in
Figure 2, the several potential anti-inflammatory signaling pathways
of Gynura are PI3K/Akt, Nrf2, PPARγ, GSK3, NF-κB, and MAPK. Gynura Modulates Inflammatory Cytokine Production
Cytokines are released by cells for signaling, where critical pro-
inflammatory cytokines, including IL-1, IL-6, IL-8, IFN-γ, and
TNF-α, are involved in the upregulation of inflammatory reactions
(Turner et al., 2014) and IL-10 is a potent anti-inflammatory cytokine
(Zhang and An, 2007). G. procumbens inhibited the IL-6 and IL-8
production in UV-induced HaCaT keratinocytes (Kim et al., 2011). G. procumbens extract also dose-dependently suppressed the IL-6
production in macrophages and inhibited the TNF-α level. At the
same time, the ethyl acetate fraction of G. Gynura Inhibits Lipid Peroxidation Lipid peroxidation is a reaction of oxygen with unsaturated lipids
that successively results in the production of oxidation products,
including lipid peroxyl radicals and hydroperoxides. Among a
wide variety of oxidation products from lipid peroxidation,
malondialdehyde (MDA) appears to be the most mutagenic Gynura Modulates Glutathione-Related Parameters
Owing to the absence of CAT in the mitochondria, the reduction
of H2O2 and lipid peroxides is carried out by GSH peroxidase November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 13 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. hispida showed strong inhibition of the release of IL-6 (IC50
8.14 μg/ml) and TNF-α (IC50 1.49 μg/ml) in monocytes
(Siriwatanametanon
et
al.,
2010). The
extract
of
G. pseudochina and its marker compounds of chlorogenic acid,
caffeic acid, rutin, and p-coumaric acid also showed significant
inhibition of IL-8 production in keratinocytes (Sukadeetad et al.,
2018). G. segetum extract inhibited the release of TNF-α (IC50
16.20 ± 3.94 μg/ml) and IL-1β (IC50 2.72 ± 1.84 μg/ml) in
macrophages. Among the isolated compounds of G. segetum,
4,5,4′-trihydroxychalcone was the most potent sample in
inhibiting IL-1β (IC50 6.69 μM), and another isolated
compound,
rutin,
demonstrated
the
strongest
inhibition
against TNF-α release in macrophages (IC50 16.96 μM)
(Yuandani et al., 2017). The anti-inflammatory effects of G. segetum and G. formosana have been demonstrated by the in
vivo inhibition of TNF-α and IL-1, where the inhibitory effects of
500 mg/kg of G. segetum and G. formosana extracts were
comparable to that of the nonsteroidal anti-inflammatory
drug indomethacin (Seow et al., 2014; Ma et al., 2017). G. divaricata also suppressed TNF-α production in a diabetic
mice model (Dong et al., 2019). (GSH-Px). Therefore, protection of cells against oxidative stress is
reinforced by increasing the activity of GSH-Px, which plays a
crucial role in inhibiting the lipid peroxidation process (Ighodaro
and Akinloye, 2018). GSH-Px activity was induced by G. procumbens (Liu Y. et al., 2019; Nazri et al., 2019), G. bicolor
(Chao et al., 2015; Yin et al., 2017; Pai et al., 2019; Yang et al.,
2019), and G. divaricata (Xu et al., 2015; Dong et al., 2019). G. procumbens showed higher efficacy in inducing GSH-Px activity as
compared to atorvastatin (Nazri et al., 2019). GSH is a crucial low-
molecular-weight antioxidant that protects cells from oxidative
damage via reduction, conjugation, and interaction with other
non-enzymatic antioxidants (Forman et al., 2009). Gynura Inhibits Lipid Peroxidation G. formosana
extract diet (250 and 500 mg/kg) was found to increase hepatic GSH
level in granuloma rat model (Ma et al., 2017), and G. bicolor extract
also showed in vitro and in vivo preservation on GSH content (Chao
et al., 2015; Yin et al., 2017; Pai et al., 2019; Yang et al., 2019). GSH
reductase (GR) is vital in maintaining the supply of reduced GSH,
and GSH disulfide (GSSG) indicates the level of oxidized GSH
(Chakravarthi et al., 2006). G. bicolor extract (0.25, 0.5, and 1% of
diet) maintained GR activity (Yin et al., 2017; Pai et al., 2019) and
suppressed the hepatic GSSG content in the liver-injured mice
model (Yin et al., 2017). GSH-S-transferase (GST) exerted
protection on cellular macromolecules from damage of reactive
electrophiles by catalyzing the conjugation of GSH to various
endogenous and exogenous electrophilic compounds (Townsend
and Tew, 2003). G. procumbens extract diet showed antioxidant
potential by increasing in vivo GST activity (Shwter et al., 2014). Gynura Inhibits Prostaglandin E2 and Nitric Oxide
Production Gynura Inhibits Prostaglandin E2 and Nitric Oxide
Production procumbens showed the
best inhibitory effect on IL-6 and TNF-α (Liu M. et al., 2019). In a
parasite-infected mice model, G. procumbens reduced the levels of the
liver and serum TNF-α and IFN-γ as well as increased IL-10 level
(Wong et al., 2015). G. bicolor possessed an anti-inflammatory effect
by inhibiting the production of IL-1β, IL-6, and TNF-α both in vitro
(Chao et al., 2015; Yang et al., 2019) and in vivo (Yin et al., 2017; Pai
et al., 2019). G. pseudochina var. hispida methanol extract also
caused inhibition of IL-1β production (IC50 2.46 μg/ml). Meanwhile, ethyl acetate extract of G. pseudochina var. Nitric oxide (NO) is a signaling molecule that physiologically
exerts an anti-inflammatory effect and acts as a pro-inflammatory
mediator in the overproduction of the enzyme iNOS (Sharma et al.,
2007). G. procumbens extract had shown an inhibitory effect on
NO production in macrophages (Liu M. et al., 2019; Ning et al.,
2019; Chandradevan et al., 2020). This significant NO inhibitory
effect by 250 μg/ml G procumbens was comparable to the positive
control of the non-selective NOS inhibitor Nω-nitro-l-arginine
methyl ester hydrochloride (L-NAME) (Ning et al., 2019). G. procumbens fractions (petroleum ether, ethyl acetate, n-butanol,
and water) at concentrations of 0.3–0.8 mg/ml also exerted 2–64%
inhibition of NO production in macrophages. Among the
fractions, the ethyl acetate fraction possessed the highest NO
inhibitory effect (Liu M. et al., 2019). The protein expression of
iNOS in macrophages was shown to be inhibited by the G. procumbens extract at a concentration of 250 μg/ml (Ning et al.,
2019). Similarly, G. bicolor showed concentration dependent November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 14 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. FIGURE 2 | A schematic illustrating the proposed signaling pathways of the antioxidant and anti-inflammatory effects of Gynura species. The antioxidant effects of
Gynura are manifested by the inhibition of reactive oxygen species (ROS) production, suppression of lipid peroxidation, modulation of enzymatic antioxidant production
or activities, and modulation of glutathione-related parameters. The reported anti-inflammatory effects of Gynura are modulation of inflammatory cytokines and molecule
production as well as inhibition of cellular inflammation and inflammation in an animal model. Gynura Inhibits Prostaglandin E2 and Nitric Oxide
Production The potential anti-inflammatory signaling pathways of Gynura include
the induction of the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt), nuclear factor erythroid 2-related factor 2 (Nrf2), and peroxisome proliferator-activated
receptor gamma (PPARγ) signaling pathways as well as the inhibition of the nuclear factor kappa B (NF-κB), glycogen synthase kinase 3 (GSK3), and mitogen-activated
protein kinase (MAPK) signaling pathways. Dark blue arrow lines indicate activation, dark blue perpendicular lines indicate inhibition, green tick indicates induction by
Gynura species, and red cross indicates suppression by Gynura species. FIGURE 2 | A schematic illustrating the proposed signaling pathways of the antioxidant and anti-inflammatory effects of Gynura species. The antioxidant effects of
Gynura are manifested by the inhibition of reactive oxygen species (ROS) production, suppression of lipid peroxidation, modulation of enzymatic antioxidant production
or activities, and modulation of glutathione-related parameters. The reported anti-inflammatory effects of Gynura are modulation of inflammatory cytokines and molecule
production as well as inhibition of cellular inflammation and inflammation in an animal model. The potential anti-inflammatory signaling pathways of Gynura include
the induction of the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt), nuclear factor erythroid 2-related factor 2 (Nrf2), and peroxisome proliferator-activated
receptor gamma (PPARγ) signaling pathways as well as the inhibition of the nuclear factor kappa B (NF-κB), glycogen synthase kinase 3 (GSK3), and mitogen-activated
protein kinase (MAPK) signaling pathways. Dark blue arrow lines indicate activation, dark blue perpendicular lines indicate inhibition, green tick indicates induction by
Gynura species, and red cross indicates suppression by Gynura species. responses (Yue and Yao, 2016). In a concentration dependent
manner, Δψm was increased, and LDH activity was inhibited by
G. bicolor extract (Yang et al., 2019) and the isolated compound
from the G. nepalensis, 3,5-dicaffeoylquinic acid ethyl ester (Yu et al.,
2016). The induction of Δψm by the isolated compound of G. nepalensis was more effective than that of carbonyl cyanide
m-chlorophenyl hydrazone, a chemical inhibitor of oxidative
phosphorylation (Yu et al., 2016). G. formosana also suppressed
plasma inflammatory biomarker (LDH, GPT, and CRP) activities in
the treated group, where these inhibitory effects were comparable to
indomethacin (Ma et al., 2017). The essential oil of G. procumbens
and its active ingredient, limonene, showed an inhibitory effect on
inflammatory cell infiltration (Huang et al., 2019). suppression on iNOS protein expressions and NO production
(30% decrease with 120 μg/ml extract) in macrophages (Wu et al.,
2013). G. Gynura Inhibits Prostaglandin E2 and Nitric Oxide
Production segetum extract also inhibited NO production in
macrophages, with IC50 0.16 ± 0.03 μg/ml. Meanwhile, one of
the compounds isolated from G. segetum extract, 8,8′-(ethene-1,2-
diyl)-dinaphtalene-1,4,5-triol, depicted the strongest NO inhibitory
activity with an IC50 value of 0.15 μM (Yuandani et al., 2017). Gynura Inhibits Cellular Inflammatory-Related
Parameters Matrix metalloproteinases (MMPs) act as crucial regulatory
enzymes in both pro- and anti-inflammatory pathways through
the actions of cytokine or chemokine activation and antagonism
(Manicone and McGuire, 2008). G. procumbens dose-dependently
inhibited MMP-1 and MMP-9 expression in human dermal
fibroblasts
(HDFs),
where
the
inhibition
of
the
MMP-1
expression by the G. procumbens extract was even more effective
than that of the positive control drug retinoic acid (Kim et al., 2011). Mitochondrial membrane potential (Δψm), the energy provider to
generate ATP, is produced when free energy is used to pump
protons
out
of
the
mitochondrial
matrix
via
oxidative
phosphorylation. Under a stress condition, Δψm can be reduced
and can possibly lead to mitochondrial dysfunction in inflammatory Gynura Inhibits Inflammation in Animal Models Gynura Inhibits Inflammation in Animal Models
Tissue swelling (edema) is one of the cardinal signs of
inflammation, where the increased fluid filtration is further
enhanced
by
the
arteriolar
vasodilator
action
of
the
inflammatory mediators (Amelang et al., 1981). G. nepalensis
extract diet (Rahman et al., 2018), topical administration of G. procumbens extract (Iskander et al., 2002), G. procumbens
essential oil, and the active ingredients mixture from the G. procumbens essential oil (Huang et al., 2019) showed anti- November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 15 mal fibroblasts (HDFs)
1, 10, 20 μg/ml (48 h)
MMP-1 expression using western
blotting
udy stimulated by UV
Control groups:
MMP-9 expression using
Zymography
GP extract dose-dependently
inhibited MMP-1 and MMP-9
expression in UV-B irradiated HDFs. Normal control
Model control (UV 40 mJ/cm2)
Positive control (10 μM Retinoic
acid)
macrophages
GPEO: 0.003, 0.01, 0.03 μg/ml
Inhibition on inflammatory cell
infiltrates using migration assay
GPEO ↓↓↓LPS-induced cell
migration. Limonene, but not
α-pinene, 3-carene, or their
components mixture, ↓↓↓cell
migration. Huang et al. (2019)
udy stimulated by LPS
Active ingredients: concentration not
stated
Treatment time not stated
Control groups:
Normal control
Model control (LPS)
udy stimulated by LPS
0.4, 0.6, 0.8 mg/ml
TNF-α and IL-6 production level using
ELISA
GP extract dose-dependently ↓IL-6. GP extract at 0.8 mg/ml ↓TNF-α. Ethyl acetate fraction showed the
best inhibitory effect on IL-6 and TNF-
α. Liu M. et al. (2019)
24 h incubation with LPS
Control groups:
Normal control
Model control (1 μg/ml LPS)
macrophages
3.9, 15.63, 62.5 and 250
μg/ml
Nitric oxide production level using
Griess assay
Pre-treatment of 250 μg/ml GP:
Ning et al. (2019)
udy stimulated by LPS
1 h pre-treatment
iNOS protein expression using
western blotting
↓NO production (dose dependent)
Control groups:
↓iNOS protein expression. Normal control
Vehicle control (0.1% DMSO)
Model control (1 μg/ml LPS)
l liver cell line NCTC-
80 and 160 μg/ml (24 h)
Nrf2 and p-JNK protein expressions
using western blotting
80 μg/ml GP treatment ↑Nrf2 protein
level, ↓p-JNK
Liu Y. et al. (2019)
udy transfected with Ad-
Control groups:
160 μg/ml GP treatment ↑Nrf2
protein levels, ↓↓p-JNK
Normal control (Ad-shCtrl)
Model control (pre-treated with Ad-
shCFLAR for 24 h)
macrophages
15.63, 31.25, 62.5, 125, 250, 500 μg/
ml
Nitric oxide production level using
Griess assay
GP extract showed anti-inflammatory
activity by inhibiting NO production
Chandradevan et al. o
Mo
0.75
To
30
wa
Cont
Mo
ea
Sta
(hy enzyme
iNOS, CO
and p65
immunob
v)
NF-κB D
Nuclear
electroph
(EMSA Control groups:
Vehicle control gr
methanol)
Model control (1 Gynura Inhibits Inflammation in Animal Models (2020)
udy stimulated by LPS
Control groups:
Normal control
Model control (IFN-γ + LPS)
e mice (5 mice/group)
0.75 mg/20 μl
Ear thickness (anti-inflammatory
activity)
Original organic crude extract ↓↓↓
croton oil-induced ear inflammation. Iskander et al. (2002)
udy using croton oil-
ear inflammation mice
Topical application
30 min pre-treatment, ear thickness
was measured at 24 h
Control groups:
Model control (20 μl acetone at left
ear + 0.1 mg/20 μl/ear croton oil)
Standard anti-inflammatory agent
(hydrocortisone)
(Continued on following page) 02)
age) 02)
page) c crude e
ced ear in ntinued on following nd COX-2 prot
ns (concentrati
t)
protein (47% de
GB)
p65 protein lev
with 30, 60, 12
ation of NF-κB
nuclei
nding activity o
otein by 30 60 κBα
ng
↓iNO
expr
depe
ay
↓p-I
120
↓nu
decr
↓tra
cytos
↓DN
l GB f2 and p-JNK protein expressio
ng western blotting
RNA expression of PPARγ usin
T-qPCR
ric oxide production level using
ess assay
GE2 production using competitiv COX-2 e
immunoh
multispec
on of
% grou
kg body weig
itoneally trea
y pre-infectio
groups:
mal control
el control (B. ion)
O: 0.433, 0.8 of all 3 ingr
cal administr
groups:
ated contro
el control (to
me oil + 20
ermal inject
alin)
ve control (d
l
i ice (8 mice/
non-alcoho
SH) mic
ages on/dose, control
roups
Parameter measured and
technique used
Findings
Reference
nol extract at 1, 2 or
IL-6 and TNF-α production using
cytoscreen immunoassay
Pre-treatments with aqueous or
ethanol extract of GB at 2 and 4%
Chao et al. (2015)
ment
Prostaglandin E (PGE2) production
↓IL-6, TNF-α formation
Cyclooxygenase (COX)-2 activity
↓PGE2 formation
M glucose)
↓COX-2 activity. (33 mM glucose)
at 0.25, 0.5 or 1%
LDH activity
↓LDH activity in concentration
dependent manner
Yang et al. (2019)
ment
Mitochondrial membrane potential
(Δψm) using fluorescent dye Rh123
↑Δψm in concentration dependent
manner
IL-6, IL-1β and TNF-α production
level by cytoscreen assay
↓IL-6, IL-1β and TNF-α production
level
NF-κB and p38 mRNA expression
using RT-PCR
Test concentrations (0.25, 0.5 and
1%) ↓NF-κB mRNA expression
(H2O2 stimulation)
0.5 and 1% extract ↓p38 mRNA
expression. bicolor aqueous
Hepatic levels of IL-1β, IL-6 and TNF-
α using cytoscreen immunoassay kits
GB dose-dependently ↓hepatic
levels of inflammatory cytokines of IL-
1β, IL-6 and TNF-α. Yin et al. (2017)
up (without ethanol)
oup
B diet
Cardiac or renal level of IL-1β, IL-6 or
TNF-α using cytoscreen
immunoassay kits
GB at 3 doses:
Pai et al. (2019)
p38 and NF-κB mRNA expression
using RT-PCR
↓level of IL-1β, IL-6, and TNF-α in
heart and kidney
↓p38 and NF-κB mRNA expression
in heart or kidney
(basal diet)
control (40 mg/kg
ocin (in citrate buffer,
njection for 5 days)
(Continued on following page) cytoscreen immunoassay
ethanol extract of GB at 2 and 4%
ment
Prostaglandin E (PGE2) production
↓IL-6, TNF-α formation
Cyclooxygenase (COX)-2 activity
↓PGE2 formation
mM glucose)
↓COX-2 activity. (33 mM glucose)
at 0.25, 0.5 or 1%
LDH activity
↓LDH activity in concentration
dependent manner
Yang et al. (2019)
ment
Mitochondrial membrane potential
(Δψm) using fluorescent dye Rh123
↑Δψm in concentration dependent
manner
IL-6, IL-1β and TNF-α production
level by cytoscreen assay
↓IL-6, IL-1β and TNF-α production
level
ol
NF-κB and p38 mRNA expression
using RT-PCR
Test concentrations (0.25, 0.5 and
1%) ↓NF-κB mRNA expression
(H2O2 stimulation)
0.5 and 1% extract ↓p38 mRNA
expression. bicolor aqueous
Hepatic levels of IL-1β, IL-6 and TNF-
α using cytoscreen immunoassay kits
GB dose-dependently ↓hepatic
levels of inflammatory cytokines of IL-
1β, IL-6 and TNF-α. Yin et al. (2017)
ol
oup (without ethanol)
roup
B diet
Cardiac or renal level of IL-1β, IL-6 or
TNF-α using cytoscreen
immunoassay kits
GB at 3 doses:
Pai et al. (2019)
p38 and NF-κB mRNA expression
using RT-PCR
↓level of IL-1β, IL-6, and TNF-α in
heart and kidney
↓p38 and NF-κB mRNA expression
in heart or kidney
ol (basal diet)
el control (40 mg/kg
tocin (in citrate buffer,
injection for 5 days)
(Continued on following page) inhibitory effects, as well as inhibition
on release of IL-1, IL-6, TNF-α and
PGE2. production level using ELISA and EIA
roups:
e control (ethanol)
ve control (Unstimulated cells)
nce group (Parthenolide,
ortisone)
c concentrations (using the
ay)
IL-6/luciferase assay (NF-κB assay)
Quercetin 3-rutinoside showed the
highest NF-κB inhibitory effect. Siriwatanametanon and
Heinrich (2011)
roups:
NF-κB inhibitory activities IC50:
e control (ethanol)
Quercetin 3-rutinoside: 24.1 ±
0.1 μg/ml
ve control (Unstimulated cells)
3,5-di-caffeoylquinic acid: 42.8 ±
0.2 μg/ml
nce group (Parthenolide)
4,5-di-caffeoylquinic acid: 49.1 ±
0.1 μg/ml
5-mono-caffeoylquinic acid: 83.0 ±
0.1 μg/ml
375 and 750 μg/ml
IL-8 production level using ELISA
Extract at both tested concentrations
and some concentration of each
marker compounds:
Sukadeetad et al. (2018)
nic acid: 140 and 280 μg/ml
RelA and RelB localization by
immunofluorescence assay
↓IL-8 production level
cid: 30 and 60 μg/ml
↓translocation of RelB S573 into
nucleus
0 and 1,500 μg/ml
ric acid: 1,400 and 2,800 μg/
roups:
l control
control (50 ng/ml TNF-α with/
t 0.7% DMSO)
e control (50 μg/ml curcumin)
f extract and vehicle (1:10)
Phosphorylation of NF-κB p65 using
immunohistochemistry (skin sections
from two patients)
Immunohistochemical staining
revealed diminution of
phosphorylated NF-κB p65 in the
lesions treated with the GP ointment. Rerknimitr et al. nce daily fo
trol groups:
egative cont
eference gro
domethacin (2019)
route
phosphatidylinositol 3-kinase (PI3K)
y for 4 weeks
phosphorylated protein kinase B (p-
Akt)
ol groups:
phosphorylated glycogen synthase
kinase 3β (p-GSK3β)
5% GD: ↑PI3K, ↑p-Akt, ↑p-GSK3β,
↑PPARγ, ↓TNF-α
mal control (Normal chow)
PPARγ
control (high-fat diet (18% lard,
ugar, 3% egg yolk and 59%
diet) and 100 mg/kg STZ)
Tumor necrosis factor-α (TNF-α)
10% GD: ↑PI3K, ↑↑p-Akt, ↑p-
GSK3β, ↑↑PPARγ, ↓TNF-α, ↓NF-κB
Nuclear factor kappa B (NF-κB)
t: 6.25–100 μg/ml
Nitric oxide production level using
Griess assay
GS extract showed inhibition on NO
production with IC50 0.16 ±
0.03 μg/ml 8,8′-(ethene-1,2-diyl)-
dinaphtalene-1,4,5-triol depicted the
strongest NO inhibitory activity with
IC50 value of 0.15 μM. Yuandani et al. (2017)
ounds: 3.125–50 μg/ml
IL-1β and TNF-α production level
using ELISA
GS extract showed IC50 TNF-α
16.20 ± 3.94 μg/ml; IC50 IL-1β
2.72 ± 1.84 μg/ml 4,5,4′-
trihydroxychalcone demonstrated
the highest inhibition on IL-1β release
(IC50 6.69 μM). Rutin was the most
potent sample against TNF-α release
with IC50 16.96 μM. Seow et al. (2014)
(Griess assay) or 12 h pre-
tment (ELISA)
ol groups:
tive control (0.025 μM
amethasone)
50 and 500 mg/kg body weight
Cotton pellet granuloma assay
GS dose-dependently ↓↓↓formation
of granuloma tissues (17.1, 39.7, and
47.2% inhibition by 125, 250 and
500 mg/kg GS), ↓↓↓TNF-α and IL-1
levels in circulating pro-inflammatory
cytokine levels. route
TNF-α and IL-1 production level using
ELISA
e daily for 7 days
ol groups:
ative control (1% Tween 80)
erence group (5 mg/kg
methacin)
(Continued on following page) ats
125, 250 and 500 mg/kg body weight
Cotton pellet granuloma assay
GS dose-dependently ↓↓↓formation
of granuloma tissues (17.1, 39.7, and
47.2% inhibition by 125, 250 and
500 mg/kg GS), ↓↓↓TNF-α and IL-1
levels in circulating pro-inflammatory
cytokine levels. tton pellet-
t model
Oral route
TNF-α and IL-1 production level using
ELISA
Once daily for 7 days
Control groups:
Negative control (1% Tween 80)
Reference group (5 mg/kg
indomethacin)
(Continued on following page) age) Yuandani et al. (2 nued on following dinaphtalene-1,4,5-triol depicted the
strongest NO inhibitory activity with
IC50 value of 0.15 μM. GS extract showed IC50 TNF-α
16.20 ± 3.94 μg/ml; IC50 IL-1β
2.72 ± 1.84 μg/ml 4,5,4′-
trihydroxychalcone demonstrated
the highest inhibition on IL-1β release
(IC50 6.69 μM). Rutin was the most
potent sample against TNF-α release
with IC50 16.96 μM. E
0) at diet
yolk,
kg
D
W
pr
ph echnique
Akt, PI3K,
essions us
p-Akt, PI3K
ressions us (2016)
ily for 4 weeks
0.1% triamcinolone cream
(Continued on following page) on release of IL-1, IL-6, TNF-α and
PGE2. l groups:
tive control (ethanol)
ative control (Unstimulated cells)
rence group (Parthenolide,
ocortisone)
xic concentrations (using the
ssay)
IL-6/luciferase assay (NF-κB assay)
Quercetin 3-rutinoside showed the
highest NF-κB inhibitory effect. Siriwatanametanon and
Heinrich (2011)
l groups:
NF-κB inhibitory activities IC50:
tive control (ethanol)
Quercetin 3-rutinoside: 24.1 ±
0.1 μg/ml
ative control (Unstimulated cells)
3,5-di-caffeoylquinic acid: 42.8 ±
0.2 μg/ml
rence group (Parthenolide)
4,5-di-caffeoylquinic acid: 49.1 ±
0.1 μg/ml
5-mono-caffeoylquinic acid: 83.0 ±
0.1 μg/ml
: 375 and 750 μg/ml
IL-8 production level using ELISA
Extract at both tested concentrations
and some concentration of each
marker compounds:
Sukadeetad et al. (2018)
genic acid: 140 and 280 μg/ml
RelA and RelB localization by
immunofluorescence assay
↓IL-8 production level
acid: 30 and 60 μg/ml
↓translocation of RelB S573 into
nucleus
750 and 1,500 μg/ml
maric acid: 1,400 and 2,800 μg/
l groups:
mal control
el control (50 ng/ml TNF-α with/
out 0.7% DMSO)
tive control (50 μg/ml curcumin)
e of extract and vehicle (1:10)
Phosphorylation of NF-κB p65 using
immunohistochemistry (skin sections
from two patients)
Immunohistochemical staining
revealed diminution of
phosphorylated NF-κB p65 in the
lesions treated with the GP ointment. Rerknimitr et al. (2016)
daily for 4 weeks
l: 0.1% triamcinolone cream
(Continued on following page) ncentration/dose, control
groups
Parameter measured and
technique used
Findings
Reference
with 1.2 and 4.8% GD
Pancreatic Akt, PI3K, and PDK-1
mRNA expressions using qPCR
1.2% GD:
Xu et al. (2015)
route
Pancreatic p-Akt, PI3K, and PDK-1
protein expressions using western
blotting
↑Akt mRNA, ↑p-Akt protein
expression, ↑PI3K mRNA and
protein expression, ↑PDK-1 mRNA
and protein expression
y for 4 weeks
ol groups:
4.8% GD:
mal control (Normal diet)
↑↑Akt mRNA, ↑↑p-Akt protein
expression, ↑↑PI3K mRNA and
protein expression, ↑↑PDK-1 mRNA,
↑PDK-1 protein expression. betic model control (high-fat diet
% lard, 20% sugar, 3% egg yolk,
% basal diet) and 100 mg/kg
)
ets with 1, 5 and 10% GD
Western blotting to determine hepatic
protein expression of
1% GD: ↑p-GSK3β, ↑PPARγ
Dong et al. GS dose-dependently ↓↓↓formation
of granuloma tissues (17.1, 39.7, and
g 1,4,5 triol depicted the
inhibitory activity with
0.15 μM. howed IC50 TNF-α
μg/ml; IC50 IL-1β
μg/ml 4,5,4′-
cone demonstrated
hibition on IL-1β release
μM). Rutin was the most
e against TNF-α release
6.96 μM. endently ↓↓↓formation
tissues (17.1, 39.7, and ein expression,
protein express
% GD:
Akt mRNA, ↑↑p
ession, ↑↑PI3K
ein expression,
DK-1 protein ex
GD: ↑p-GSK3 5% GD: ↑PI3K, ↑p
↑PPARγ, ↓TNF-α
10% GD: ↑PI3K,
GSK3β, ↑↑PPARγ
GS extract showe
production with IC
0.03 μg/ml 8,8′-(et
dinaphtalene-1 4 5 with IC50 16.96
125, 250 and 500 mg/kg body weight
Cotton pellet granuloma assay
GS dose-depende
of granuloma tissue
47.2% inhibition b
500 mg/kg GS), ↓
levels in circulating
cytokine levels. n pellet-
model
Oral route
TNF-α and IL-1 production level using
ELISA
Once daily for 7 days
Control groups:
Negative control (1% Tween 80)
Reference group (5 mg/kg
indomethacin) α production level
anuloma assay
production level us prote
glyco
SK3β)
facto
appa
ductio prote
glyco
K3β)
facto
appa
ductio at diet
yolk,
kg
D
W
pr
ph p
A
p
k
chow)
P
(18% lard,
nd 59%
STZ)
T
N
N
G
/ml
IL
u
h pre- p
A
p
k
chow)
P
(18% lard,
nd 59%
STZ)
T
N
N
G
/ml
IL
u
h pre-
M ear cells
Compounds: 3.125–50 μg/ml
LPS
3 h (Griess assay) or 12 h pre-
treatment (ELISA)
Control groups:
Positive control (0.025 μM
Dexamethasone)
125, 250 and 500 mg/kg body weig
n pellet-
Oral route ntrol groups:
Normal contro
Diabetic mode
18% lard, 20
9% basal die
STZ)
Diets with 1
Oral route
Daily for 4 we
ntrol groups:
Normal contro
del control (h
% sugar, 3%
sal diet) and
ract: 6.25–10 aily for 4 we
ntrol groups:
ormal contr
del control (h
% sugar, 3%
al diet) and
ract: 6.25–10 dose, control
ps
Parameter measured and
technique used
Findings
Reference
5, 25, 50, 100 μM
LDH production level
Compound 6 (3,5-dicaffeoylquinic
acid ethyl ester) exhibited a more
potent cytoprotective effect thus
selected for further evaluation. Yu et al. (2016)
Mitochondrial membrane potential
(Δψm)
↓LDH leakage at 6.25, 12.5, 25, 50
and 100 μM compound 6. Phosphorylation of ERK, JNK, and
p38
↑↑↑Δψm in cells cultured with
compound 6 (6.25, 12.5, 25.0 μM). ↓Phosphorylation of JNK and ERK
by 12.5 and 25.0 μM compound 6
3 mM H2O2)
arbonyl cyanide
drazone (CCCP)
body weight
Xylene-induced ear edema test
250 and 500 mg/kg GN extract ↓
xylene-induced ear edema and
carrageenan-induced models of
inflammation. Rahman et al. (2018)
Carrageenan-induced paw edema
test
n
illed water + 20 μl
ection of 0.1 ml
00 mg/kg
)
/kg, 500 mg/kg
Cotton pellet granuloma assay
GF dose-dependently ↓granuloma
formation. Ma et al. (2017)
LDH, GPT, CRP, TNF-α and IL-1β
production level using ELISA
100, 250, and 500 mg/kg GF ↓levels
of plasma inflammatory biomarkers
(LDH, GPT and CRP) activities. ays
GF dose-dependently ↓plasma pro-
inflammatory cytokines (TNF-α and
IL-1β). %
ulose, 1 ml/kg)
mg/kg
e (p < 0.001), ↓indicates significantly inhibit (p < 0.05), ↓↓indicates significantly inhibit (p < 0.01), and ↓↓↓indicates significantly acid ethyl ester) exhibited a more
potent cytoprotective effect thus
selected for further evaluation. Mitochondrial membrane potential
(Δψm)
↓LDH leakage at 6.25, 12.5, 25, 50
and 100 μM compound 6. Phosphorylation of ERK, JNK, and
p38
↑↑↑Δψm in cells cultured with
compound 6 (6.25, 12.5, 25.0 μM). ↓Phosphorylation of JNK and ERK
by 12.5 and 25.0 μM compound 6
mM H2O2)
bonyl cyanide
azone (CCCP)
ody weight
Xylene-induced ear edema test
250 and 500 mg/kg GN extract ↓
xylene-induced ear edema and
carrageenan-induced models of
inflammation. Rahman et al. (2018)
Carrageenan-induced paw edema
test
ed water + 20 μl
ction of 0.1 ml
0 mg/kg
g, 500 mg/kg
Cotton pellet granuloma assay
GF dose-dependently ↓granuloma
formation. Ma et al. (2017)
LDH, GPT, CRP, TNF-α and IL-1β
production level using ELISA
100, 250, and 500 mg/kg GF ↓levels
of plasma inflammatory biomarkers
(LDH, GPT and CRP) activities. s
GF dose-dependently ↓plasma pro-
inflammatory cytokines (TNF-α and
IL-1β). ose, 1 ml/kg)
g/kg
p < 0.001), ↓indicates significantly inhibit (p < 0.05), ↓↓indicates significantly inhibit (p < 0.01), and ↓↓↓indicates significantly DH leakage
100 μM c
Δψm in ce
pound 6
osphoryla
2.5 and 2 oups
12.5, 25
ent
0.3 mM
l (Carbo
lhydraz
/kg bod
ction
distilled
+ injectio
an)
l (100 m
um)
mg/kg,
7 days
0.5%
cellulose
(4 mg/k
uce (p < Gynura Antioxidant and Anti-inflammatory Effects Tan et al. model significantly induced the mRNA and protein expression
of Akt and PI3K (Xu et al., 2015; Dong et al., 2019). Similarly, a
mice model with G. Anti-inflammatory Signaling Pathways of Gynura y
g
g
y
y
Mitogen-activated protein kinases (MAPK) consist of three
signaling pathways: ERK, JNK, and p38 MAPK, which mediate
fundamental cellular processes by regulating immunomodulatory
cytokine expression (Kaminska, 2005). G. bicolor extract possessed
an anti-inflammatory effect by inhibiting p38 mRNA expression
both in vitro (Yang et al., 2019) and in vivo (Pai et al., 2019). The
isolated compound from G. nepalensis extract, 3,5-dicaffeoylquinic
acid ethyl ester, exhibited inhibitory effects on the phosphorylation
of JNK and ERK in cardiomyoblasts (Yu et al., 2016). Similarly, G. procumbens treatment also inhibited the protein expression of
p-JNK in murine hepatocytes and in a mice model (Liu Y. et al.,
2019). NF-κB represents a family of inducible transcription factors
that activate the transcription of various pro-inflammatory genes
(Liu et al., 2017). The NF-κB signaling pathway had been proposed
as a potential mechanism of the anti-inflammatory effect of G. bicolor through the inhibition of the p-IκBα protein, nucleic p65
protein levels, translocation of NF-κB from the cytosol to the
nuclei, and DNA-binding activity of the NF-κB nuclear protein
(Wu et al., 2013). To complement the study by Wu et al. (2013),
two studies demonstrated that the G. bicolor aqueous extract was
able to inhibit NF-κB mRNA expression in both in vitro (Yang
et al., 2019) and in vivo studies (Pai et al., 2019). Meanwhile, G. pseudochina var. hispida extract caused the inhibition of NF-κB
activation
with
IC50
41.96 μg/ml
in
HeLa
cells
(Siriwatanametanon et al., 2010). Successively, quercetin 3-
rutinoside, which was one of the isolated compounds from G. pseudochina var. hispida extract, showed a strong NF-κB inhibitory
effect with IC50 24.1 ± 0.1 μg/ml (Siriwatanametanon and
Heinrich,
2011). G. pseudochina
extract
and
its
marker
compounds of chlorogenic acid, caffeic acid, rutin, and p-
coumaric acid also inhibited RelB S573 (protein transcription
factors of NF-κB family) translocation into the nucleus of
keratinocytes (Sukadeetad et al., 2018). Moreover, G. divaricata
lyophilized powder at 10% of diet inhibited the NF-κB signaling
pathway (Dong et al., 2019). In a randomized controlled study, NF-
κB phosphorylation in the lesions treated with G. pseudochina
ointment was inhibited (Rerknimitr et al., 2016). divaricata lyophilized powder in its diet also
exhibited significant induction of the mRNA and protein
expression of PDK-1 (Xu et al., 2015). By Akt-mediated
phosphorylation, the PI3K/Akt signaling pathway was able to
inactivate GSK3 (Salazar et al., 2006), where GSK3 has been
determined as one of the mechanisms that phosphorylate and
degrade Nrf2. In turn, Nrf2, a transcription factor, will be
upregulated and will ultimately lead to the production of
downstream
cytoprotective
protein
expression
(Cuadrado
et al., 2018). GSK3 acts as the central regulator of the
inflammatory
response
to
bacterial
infections
and
other
insults. Hence, inactivation of GSK3 by the phosphorylation of
GSK3β has been proposed as a potential therapeutic target in the
control of bacterial-driven inflammatory diseases (Wang et al.,
2014). The anti-inflammatory effect of G. procumbens was
correlated to the increased phosphorylation of liver GSK3β
(Ser9), which inhibited the activities of GSK3 (Wong et al.,
2015). G. divaricata lyophilized powder diet increased GSK3β
phosphorylation in a diabetic mice model (Dong et al., 2019). G. procumbens
treatment
showed
anti-inflammatory
potential
through the induction of the Nrf2 protein level in murine
hepatocytes and in a mice model (Liu Y. et al., 2019). Akt
activation is also essential for the transcriptional activation of
peroxisome proliferator-activated receptor-γ (PPARγ) (Kim et al.,
2010), a nuclear receptor that inhibits the expression of
inflammatory cytokines and directs the differentiation of
immune cells toward anti-inflammatory phenotypes (Tyagi
et al., 2011). G. procumbens extract in diet significantly
induced in vivo PPARγ mRNA expression (Liu Y. et al., 2019),
and G. divaricata lyophilized powder diet increased in vivo
hepatic protein expression of PPARγ (Dong et al., 2019). inflammatory effects by significantly reducing ear thickness and
paw edema in inflammatory mice model. Granulomatous
inflammation is a special variety of chronic inflammation in
which cells of the mononuclear phagocyte system are aggregated
into well-demarcated focal lesions called granulomas (Williams
and Williams, 1983). The anti-inflammatory effect of G. segetum
and G. formosana had been demonstrated by significant
inhibition of granuloma tissue formation in a rat model (Seow
et al., 2014; Ma et al., 2017). Frontiers in Pharmacology | www.frontiersin.org Interplay Between Physiological, Biochemical and
Immunological Aspects The antioxidant and anti-inflammatory effects of Gynura species
are corroborated to each other. As aforementioned, inflammation
and oxidative stress are highly interdependent pathophysiological
events. Hence the antioxidant effects of Gynura species has
supported
anti-inflammatory
effects
by
these
plants. In
general, Gynura species depict anti-inflammatory effects by
inhibiting
inflammatory
signaling
pathways,
cellular
pathogenicity,
inflammatory
biomolecules
secretion,
and
clinical
manifestation
of
inflammatory
diseases. Granulomatous inflammation is the end result of a prolonged
complex interplay among causal agents, mononuclear phagocytes
activity, circulating immune complexes, and a vast array of
biological mediators (Zumla and James, 1996). Inflammatory
cell infiltration is the critical process in granuloma formation
while tissue swelling is one of the possible associated clinical
manifestation. The pathogenesis of granulomatous inflammation
is manipulated by the vital player of macrophages along with
secretion of cytokines and chemokines by immune cells through
stimulation of inflammatory signaling pathways (Facco et al.,
2007). Not only granulomatous inflammation, the signaling
pathways, biomolecules and cellular responses also contribute Upon cellular induction, phosphoinositide 3-kinases (PI3K)
generate lipid products that recruit cytosolic protein kinase B
(Akt)
to
cellular
membranes
for
Akt
activation. Phosphoinositide-dependent kinase-1 (PDK-1) is a serine/
threonine kinase that facilitates Akt phosphorylation. The
activated Akt detaches from the plasma membrane and
translocates through the cytosol to the nucleus for further
downstream reactions (Vanhaesebroeck and Alessi, 2000). G. divaricata lyophilized powder in the diet of a diabetic mice November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 22 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. TABLE 5 | Phytochemicals of Gynura species. Species
Identified phytochemicals
Gynura procumbens (Lour.) Merr. 15,16-Dihydroxy-9Z, 12Z-octadecadienoic acid (PubChem CID:
16061068)
Akowuah et a
Kaewseejan a
et al. (2018),
et al. (2019), L
et al. Frontiers in Pharmacology | www.frontiersin.org (Continued on following page) Interplay Between Physiological, Biochemical and
Immunological Aspects (2020)
3,4-Dicaffeoylquinic acid (Isochlorogenic acid B) (PubChem CID:
5281780)
3,5-Dicaffeoylquinic acid (Isochlorogenic acid A) (PubChem CID:
6474310)
3,5-O-Dicaffeoylquinic acid (PubChem CID: 13604688)
3-O-Methyl gallic acid sulfate (PubChem CID: not found)
3-Carene (PubChem CID: 26049)
4,5-Dicaffeoylquinic acid (Isochlorogenic acids C) (PubChem CID:
6474309)
4-O-Methyl gallic acid sulfate (PubChem CID: not found)
5-O-(E)-Caffeoyl-galactaric acid (PubChem CID: not found)
Apigenin (PubChem CID: 5280443)
Caffeic acid (PubChem CID: 689043)
Chlorogenic acid (PubChem CID: 1794427)
Choline (PubChem CID: 305)
Citric acid (PubChem CID: 311)
Cynarine (PubChem CID: 5281769)
Dicaffeoylquinic acids (PubChem CID: 6474310)
Eriocitrin (PubChem CID: 83489)
Ferulic acid (PubChem CID: 445858)
Feruloylquinic acid (PubChem CID: 10133609)
Gallic acid (PubChem CID: 370)
Genkwanin isomer (PubChem CID: 5281617)
Isobioquercetin (PubChem CID: not found)
Kaempferol (PubChem CID: 5280863)
Kaempferol 3-O-glucoside (Astragalin) (PubChem CID: 5282102)
Kaempferol 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not
found)
Kaempferol-3-O-rutinoside (Nicotiflorin) (PubChem CID:
5318767)
Limonene (PubChem CID: 22311)
Malic acid (PubChem CID: 525)
Myricetin (PubChem CID: 5281672)
Neochlorogenic acid (PubChem CID: 5280633)
Oxooctadecanoic acid (PubChem CID: 439332)
p-Coumaric acid (PubChem CID: 637542)
p-Coumaroylquinic acid (PubChem CID: 6441280)
p-Hydroxybenzoic acid (PubChem CID: 135)
Phenylalanine (PubChem CID: 6140)
Protocatechuic acid (PubChem CID: 72)
Quercetin (PubChem CID: 5280343)
Quercetin 3-O-rhamnosyl-(1→2)-galactoside (PubChem CID:
44259099)
Quercetin 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not
found)
Quercetin 3-O-rutinoside (Rutin) (PubChem CID: 5280805)
Sinapic acid (PubChem CID: 637775)
Syringic acid (PubChem CID: 10742)
Trimethyl gallic acid glucuronide (PubChem CID: not found)
Vanillic acid (PubChem CID: 8468)
α-Pinene (PubChem CID: 6654)
(Continued on following page) Interplay Between Physiological, Biochemical and
Immunological Aspects (2020)
3,4-Dicaffeoylquinic acid (Isochlorogenic acid B) (PubChem CID:
5281780)
3,5-Dicaffeoylquinic acid (Isochlorogenic acid A) (PubChem CID:
6474310)
3,5-O-Dicaffeoylquinic acid (PubChem CID: 13604688)
3-O-Methyl gallic acid sulfate (PubChem CID: not found)
3-Carene (PubChem CID: 26049)
4,5-Dicaffeoylquinic acid (Isochlorogenic acids C) (PubChem CID:
6474309)
4-O-Methyl gallic acid sulfate (PubChem CID: not found)
5-O-(E)-Caffeoyl-galactaric acid (PubChem CID: not found)
Apigenin (PubChem CID: 5280443)
Caffeic acid (PubChem CID: 689043)
Chlorogenic acid (PubChem CID: 1794427)
Choline (PubChem CID: 305)
Citric acid (PubChem CID: 311)
Cynarine (PubChem CID: 5281769)
Dicaffeoylquinic acids (PubChem CID: 6474310)
Eriocitrin (PubChem CID: 83489)
Ferulic acid (PubChem CID: 445858)
Feruloylquinic acid (PubChem CID: 10133609)
Gallic acid (PubChem CID: 370)
Genkwanin isomer (PubChem CID: 5281617)
Isobioquercetin (PubChem CID: not found)
Kaempferol (PubChem CID: 5280863)
Kaempferol 3-O-glucoside (Astragalin) (PubChem CID: 5282102)
Kaempferol 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not
found)
Kaempferol-3-O-rutinoside (Nicotiflorin) (PubChem CID:
5318767)
Limonene (PubChem CID: 22311)
Malic acid (PubChem CID: 525)
Myricetin (PubChem CID: 5281672)
Neochlorogenic acid (PubChem CID: 5280633)
Oxooctadecanoic acid (PubChem CID: 439332)
p-Coumaric acid (PubChem CID: 637542)
p-Coumaroylquinic acid (PubChem CID: 6441280)
p-Hydroxybenzoic acid (PubChem CID: 135)
Phenylalanine (PubChem CID: 6140)
Protocatechuic acid (PubChem CID: 72)
Quercetin (PubChem CID: 5280343)
Quercetin 3-O-rhamnosyl-(1→2)-galactoside (PubChem CID:
44259099)
Quercetin 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not
found)
Quercetin 3-O-rutinoside (Rutin) (PubChem CID: 5280805)
Sinapic acid (PubChem CID: 637775)
Syringic acid (PubChem CID: 10742)
Trimethyl gallic acid glucuronide (PubChem CID: not found)
Vanillic acid (PubChem CID: 8468)
α-Pinene (PubChem CID: 6654) TABLE 5 | Phytochemicals of Gynura species. cals of Gynura species. Identified phytochemicals
References
our.) Merr. 15,16-Dihydroxy-9Z, 12Z-octadecadienoic acid (PubChem CID:
16061068)
Akowuah et al. (2002), Rosidah et al. (2008), Kim et al. (2011)
Kaewseejan and Siriamornpun (2015), Murugesu et al. (2017),
et al. (2018), Murugaiyah et al. (2018), Nazri et al. (2019), Huan
et al. (2019), Liu M. et al. (2019), Liu Y. et al. (2019), Chandradeva
et al. November 2020 | Volume 11 | Article 504624 Gynura pseudochina (L.) DC. References Species Species Identified phytochemicals
15,16-Dihydroxy-9Z, 12Z-octadecadienoic acid (PubChem CID:
16061068)
3,4-Dicaffeoylquinic acid (Isochlorogenic acid B) (PubChem CID:
5281780)
3,5-Dicaffeoylquinic acid (Isochlorogenic acid A) (PubChem CID:
6474310)
3,5-O-Dicaffeoylquinic acid (PubChem CID: 13604688)
3-O-Methyl gallic acid sulfate (PubChem CID: not found)
3-Carene (PubChem CID: 26049)
4,5-Dicaffeoylquinic acid (Isochlorogenic acids C) (PubChem CID:
6474309)
4-O-Methyl gallic acid sulfate (PubChem CID: not found)
5-O-(E)-Caffeoyl-galactaric acid (PubChem CID: not found)
Apigenin (PubChem CID: 5280443)
Caffeic acid (PubChem CID: 689043)
Chlorogenic acid (PubChem CID: 1794427)
Choline (PubChem CID: 305)
Citric acid (PubChem CID: 311)
Cynarine (PubChem CID: 5281769)
Dicaffeoylquinic acids (PubChem CID: 6474310)
Eriocitrin (PubChem CID: 83489)
Ferulic acid (PubChem CID: 445858)
Feruloylquinic acid (PubChem CID: 10133609)
Gallic acid (PubChem CID: 370)
Genkwanin isomer (PubChem CID: 5281617)
Isobioquercetin (PubChem CID: not found)
Kaempferol (PubChem CID: 5280863)
Kaempferol 3-O-glucoside (Astragalin) (PubChem CID: 5282102)
Kaempferol 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not
found)
Kaempferol-3-O-rutinoside (Nicotiflorin) (PubChem CID:
5318767)
Limonene (PubChem CID: 22311)
Malic acid (PubChem CID: 525)
Myricetin (PubChem CID: 5281672)
Neochlorogenic acid (PubChem CID: 5280633)
Oxooctadecanoic acid (PubChem CID: 439332)
p-Coumaric acid (PubChem CID: 637542)
p-Coumaroylquinic acid (PubChem CID: 6441280)
p-Hydroxybenzoic acid (PubChem CID: 135)
Phenylalanine (PubChem CID: 6140)
Protocatechuic acid (PubChem CID: 72)
Quercetin (PubChem CID: 5280343)
Quercetin 3-O-rhamnosyl-(1→2)-galactoside (PubChem CID:
44259099)
Quercetin 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not
found)
Quercetin 3-O-rutinoside (Rutin) (PubChem CID: 5280805)
Sinapic acid (PubChem CID: 637775)
Syringic acid (PubChem CID: 10742)
Trimethyl gallic acid glucuronide (PubChem CID: not found)
Vanillic acid (PubChem CID: 8468)
α-Pinene (PubChem CID: 6654) Gynura procumbens (Lour.) Merr. Feruloylquinic acid (PubChem CID: 10133609) Isobioquercetin (PubChem CID: not found) Kaempferol 3-O-glucoside (Astragalin) (PubChem CID: 5282102) Kaempferol 3-O-rhamnosyl-(1→6)-glucoside (PubChem CID: not Kaempferol-3-O-rutinoside (Nicotiflorin) (PubChem CID: Limonene (PubChem CID: 22311) Neochlorogenic acid (PubChem CID: 5280633) Oxooctadecanoic acid (PubChem CID: 439332) p-Coumaric acid (PubChem CID: 637542) p-Coumaroylquinic acid (PubChem CID: 6441280) p-Hydroxybenzoic acid (PubChem CID: 135) Phenylalanine (PubChem CID: 6140) Protocatechuic acid (PubChem CID: 72) Protocatechuic acid (PubChem CID: 72) Quercetin (PubChem CID: 5280343) Quercetin (PubChem CID: 5280343) Quercetin 3-O-rhamnosyl-(1→2)-galactoside (PubChem CID: Quercetin 3-O-rutinoside (Rutin) (PubChem CID: 5280805) Sinapic acid (PubChem CID: 637775) Syringic acid (PubChem CID: 10742) Trimethyl gallic acid glucuronide (PubChem CID: not found) Vanillic acid (PubChem CID: 8468) α-Pinene (PubChem CID: 6654) (Continued on following page) November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org Frontiers in Pharmacology | www.frontiersin.org 23 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. TABLE 5 | (Continued) Phytochemicals of Gynura species. Gynura pseudochina (L.) DC. (Continued on following page) Siriwatanametanon and Heinrich (2011), Ferlinahayati et al. (2017),
Sukadeetad et al. (2018) Frontiers in Pharmacology | www.frontiersin.org References Species
Identified phytochemicals
References
Gynura bicolor (Roxb. ex Willd.) DC. 3,5-Di-O-caffeoylquinic acid (Isochlorogenic acid A) (PubChem
CID: 6474310)
Lu et al. (2012), Wu et al. (2015), Qiu X. L. et al. (2018)
3-O-Feruloylquinic acid (PubChem CID: 9799386)
3-O-p-Coumaroylquinic acid (PubChem CID: 9945785)
4,5-Di-O-Caffeoylquinic acid (Isochlorogenic acid C) (PubChem
CID: 6474309)
5-O-Caffeoylquinic acid (Neochlorogenic Acid) (PubChem CID:
5280633)
5-O-p-Coumaroylquinic acid (PubChem CID: 9945785)
Anthocyanin (PubChem CID: 145858)
Caffeoyl glucose (PubChem CID: 129715972)
Citric acid (PubChem CID: 311)
Dihydro-phellopterin (PubChem CID: not found)
Gallic acid (PubChem CID: 370)
Geniposide (PubChem CID: 107848)
Guanosine (PubChem CID: 135398635)
Isobavachalcone (PubChem CID: 5281255)
Kaempferol-3-O-caffeoylate (PubChem CID: not found)
Kaempferol-3-O-glucoside (Astragalin) (PubChem CID: 5282102)
Malic acid (PubChem CID: 525)
Phenylalanine (PubChem CID: 6140)
Protocatechuate-O-glucoside (PubChem CID: not found)
Quercetin (PubChem CID: 5280343)
Quercetin-3-acetylhexose (PubChem CID: not found)
Quercetin-3-O-galactoside (PubChem CID: 5281643)
Quercetin-3-O-rutinoside (Rutin) (PubChem CID: 5280805)
Tryptophan (PubChem CID: 6305)
Uridine (PubChem CID: 6029)
β-Carotene (PubChem CID: 5280489)
Gynura pseudochina (L.) DC. (+)-Tephropurpurin (PubChem CID: 10047971)
Siriwatanametanon and Heinrich (2011), Ferlinahayati et al. (2017),
Sukadeetad et al. (2018)
1-(9Z-octadecenoyl)-sn-glycero-2,3-cyclic phosphate (PubChem
CID: 52922109)
1,3,8-Trihydroxy-4-methyl-2,7-diprenylxanthone (PubChem CID:
67261902)
2-(2,4-Dihydroxyphenyl)-5-hydroxy-8-methyl-8-(4-methyl-3-
penten-1-yl)-2,3-dihydro-4H,8H-pyrano[2,3-f]chromen-4-one
(PubChem CID: not found)
3,4-Dihydroxycinnamoyl-(Z)-2-(3,4-Dihydroxyphenyl) Ethanol
(PubChem CID: 14353342)
3,5-Dicaffeoyl quinic acid (Isochlorogenic acid A) (PubChem CID:
6474310)
3-O-Caffeoyl-1-O-methylquinic acid (PubChem CID: 131752768)
4,5-Dicaffeoyl quinic acid (PubChem CID: 13887346)
5-Hydroxy-2′-methoxy-6,7-methylenedioxyisoflavone (PubChem
CID: 5491929)
5-Caffeoyl quinic acid (Chlorogenic acid) (PubChem CID:
1794427)
Caffeic acid (PubChem CID: 689043)
Isochlorogenic acid B (PubChem CID: 5281780)
Isochlorogenic acid C (PubChem CID: 6474309)
Kaempferol rutinoside (Nicotiflorin) (PubChem CID: 5318767)
Quercetin (PubChem CID: 5280343)
Quercetin 3-rutinoside (Rutin) (PubChem CID: 5280805)
Stigmasterol (PubChem CID: 5280794)
β-Sitosterol (PubChem CID: 222284)
(Continued on following page) Identified phytochemicals
References
. ex Willd.) DC. 3,5-Di-O-caffeoylquinic acid (Isochlorogenic acid A) (PubChem
CID: 6474310)
Lu et al. (2012), Wu et al. (2015), Qiu X. L. et al. November 2020 | Volume 11 | Article 504624 References (2018)
3-O-Feruloylquinic acid (PubChem CID: 9799386)
3-O-p-Coumaroylquinic acid (PubChem CID: 9945785)
4,5-Di-O-Caffeoylquinic acid (Isochlorogenic acid C) (PubChem
CID: 6474309)
5-O-Caffeoylquinic acid (Neochlorogenic Acid) (PubChem CID:
5280633)
5-O-p-Coumaroylquinic acid (PubChem CID: 9945785)
Anthocyanin (PubChem CID: 145858)
Caffeoyl glucose (PubChem CID: 129715972)
Citric acid (PubChem CID: 311)
Dihydro-phellopterin (PubChem CID: not found)
Gallic acid (PubChem CID: 370)
Geniposide (PubChem CID: 107848)
Guanosine (PubChem CID: 135398635)
Isobavachalcone (PubChem CID: 5281255)
Kaempferol-3-O-caffeoylate (PubChem CID: not found)
Kaempferol-3-O-glucoside (Astragalin) (PubChem CID: 5282102)
Malic acid (PubChem CID: 525)
Phenylalanine (PubChem CID: 6140)
Protocatechuate-O-glucoside (PubChem CID: not found)
Quercetin (PubChem CID: 5280343)
Quercetin-3-acetylhexose (PubChem CID: not found)
Quercetin-3-O-galactoside (PubChem CID: 5281643)
Quercetin-3-O-rutinoside (Rutin) (PubChem CID: 5280805)
Tryptophan (PubChem CID: 6305)
Uridine (PubChem CID: 6029)
β-Carotene (PubChem CID: 5280489)
(L.) DC. (+)-Tephropurpurin (PubChem CID: 10047971)
Siriwatanametanon and Heinrich (2011), Ferlinahayati et al. (2017
Sukadeetad et al. (2018)
1-(9Z-octadecenoyl)-sn-glycero-2,3-cyclic phosphate (PubChem
CID: 52922109)
1,3,8-Trihydroxy-4-methyl-2,7-diprenylxanthone (PubChem CID:
67261902)
2-(2,4-Dihydroxyphenyl)-5-hydroxy-8-methyl-8-(4-methyl-3-
penten-1-yl)-2,3-dihydro-4H,8H-pyrano[2,3-f]chromen-4-one
(PubChem CID: not found)
3,4-Dihydroxycinnamoyl-(Z)-2-(3,4-Dihydroxyphenyl) Ethanol
(PubChem CID: 14353342)
3,5-Dicaffeoyl quinic acid (Isochlorogenic acid A) (PubChem CID:
6474310)
3-O-Caffeoyl-1-O-methylquinic acid (PubChem CID: 131752768)
4,5-Dicaffeoyl quinic acid (PubChem CID: 13887346)
5-Hydroxy-2′-methoxy-6,7-methylenedioxyisoflavone (PubChem
CID: 5491929)
5-Caffeoyl quinic acid (Chlorogenic acid) (PubChem CID:
1794427)
Caffeic acid (PubChem CID: 689043)
Isochlorogenic acid B (PubChem CID: 5281780)
Isochlorogenic acid C (PubChem CID: 6474309)
Kaempferol rutinoside (Nicotiflorin) (PubChem CID: 5318767)
Quercetin (PubChem CID: 5280343)
Quercetin 3-rutinoside (Rutin) (PubChem CID: 5280805)
Stigmasterol (PubChem CID: 5280794)
β-Sitosterol (PubChem CID: 222284)
(Continued on following page) Identified phytochemicals Stigmasterol (PubChem CID: 5280794) β-Sitosterol (PubChem CID: 222284) (Continued on following page) (Continued on following page) November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org Frontiers in Pharmacology | www.frontiersin.org 24 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. TABLE 5 | (Continued) Phytochemicals of Gynura species. Species
Identified phytochemicals
References
Gynura divaricata (L.) DC. 3,4-Dicaffeoylquinic acid (Isochlorogenic acid B) (PubChem CID:
5281780)
Jiangseubchatveera et al. (2015), Dong et al. (2019)
3,5-Dicaffeoylquinic acid (Isochlorogenic acid A) (PubChem CID:
6474310)
4,5-Dicaffeoylquinic acid (Isochlorogenic acid C) (PubChem CID:
6474309)
3-Caffeoylquinic acid (Chlorogenic acid) (PubChem CID:
1794427)
Cubenol (PubChem CID: 519857)
Spathulenol (PubChem CID: 92231)
Gynura segetum (Lour.) Merr. Rutin (PubChem CID: 5280805)
Yuandani et al. (2017)
Gallic acid (PubChem CID: 370)
4,5,4′-Trihydroxychalcone (PubChem CID: 468135)
8,8’-(Ethene-1,2-diyl)-dinaphtalene-1,4,5-triol (PubChem CID:
not found)
Gynura nepalensis DC. 3,4-Dicaffeoylquinic acid methyl ester (PubChem CID: not found)
Yu et al. (2016), Aktar et al. References (2019)
3,5-Dicaffeoylquinic acid ethyl ester (PubChem CID: not found)
3,5-Dicaffeoylquinic acid methyl ester (PubChem CID: 10075681)
3-O-cis-p-Coumaroylquinic acid (PubChem CID: 9945785)
4,5-Dicaffeoylquinic acid methyl ester (PubChem CID: not found)
Chlorogenic acid (PubChem CID: 1794427)
Isochlorogenic acid A (PubChem CID: 6474310)
Isochlorogenic acid B (PubChem CID: 5281780)
Isochlorogenic acid C (PubChem CID: 6474309)
Saponins (PubChem CID: 6540709)
Tannins (PubChem CID: 250395) TABLE 5 | (Continued) Phytochemicals of Gynura species. Identified phytochemicals to pathogenesis of various diseases. Thus the plants in genus
Gynura
are
having
high
potential
to
be
explored
for
pharmacological evidence of different ailments. only one non-systematic randomized controlled trial that has
been carried out. Rerknimitr et al. (2016) investigated the
efficacy of G. pseudochina DC. var. hispida Thv. ointment in
treating chronic plaque psoriasis in a randomized controlled
trial. Frontiers in Pharmacology | www.frontiersin.org REFERENCES and anti-inflammatory activities of Gynura procumbens and Cleome gynandra. Plant Foods Hum. Nutr. 75, 243–251. doi:10.1007/s11130-020-00805-3 Chao, C., Liu, W., Wu, J., and Yin, M. (2015). Phytochemical profile, antioxidative
and anti-inflammatory potentials of Gynura bicolor DC. J. Sci. Food Agric. 95
(5), 1088–1093. doi:10.1002/jsfa.6902 Akowuah, G. A., Ahmad, M., and Fei, M. Y., (2012). Effects of Gynura procumbens
leaf extracts on plasma lipid peroxidation and total antioxidant status in CCl4-
treated rats. Nat. Prod. J. 2 (4), 247–251. doi:10.2174/2210315511202040247 Chen, J., Lü, H., Fang, L. X., Li, W. L., Verschaeve, L., Wang, Z. T., et al. (2017). Detection and toxicity evaluation of pyrrolizidine alkaloids in medicinal
plants Gynura bicolor and Gynura divaricata collected from different
Chinese locations. Chem. Biodivers. 14 (2), e1600221. doi:10.1002/cbdv. 201600221 Akowuah, G. A., Mariam, A., and Chin, J. H. (2009). The effect of extraction
temperature on total phenols and antioxidant activity of Gynura procumbens
leaf. Phcog. Mag. 4 (17), 81–85. Akowuah, G. A., Sadikun, A., and Mariam, A. (2002). Flavonoid identification and
hypoglycaemic studies of the butanol fraction from Gynura procumbens. Pharmaceut. Biol. 40 (6), 405–410. doi:10.1076/phbi.40.6.405.8440 Chen, J., Mangelinckx, S., Lü, H., Wang, Z. T., Li, W. L., and De Kimpe, N. (2015). Profiling and elucidation of the phenolic compounds in the aerial parts of
Gynura bicolor and G. divaricata collected from different Chinese origins. Chem. Biodivers. 12 (1), 96–115. doi:10.1002/cbdv.201400134 Aktar, A., Hafiz Hassan, S. M., Parvin, T., Akhlas, M. B., Khatun, F., Islam, M. T.,
et al. (2019). Further phytochemical screening; non-clinical evaluation of toxic
and anti-inflammatory effects of crude aqueous extract of Gynura nepalensis. Pharmacologyonline 1, 136–153. Available at: https://pharmacologyonline.silae. it/files/archives/2019/vol1/PhOL_2019_1_A015_Anzuman.pdf Chen, Z., Huo, J. R., Yang, L., and Zhu, H. Y. (2011). Effect of ligustrazine on mice
model of hepatic veno-occlusive disease induced by Gynura segetum. J. Gastroenterol. Hepatol. 26 (6), 1016–1021. doi:10.1111/j.1440-1746.2011. 06661.x Algariri, K., Atangwho, I. J., Meng, K. Y., Asmawi, M. Z., Sadikun, A., and Murugaiyah,
V. (2014). Antihyperglycaemic and toxicological evaluations of extract and
fractions of Gynura procumbens leaves. Trop. Life Sci. Res. 25 (1), 75–93. Available at: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4156475/ Cuadrado, A., Kügler, S., and Lastres-Becker, I. (2018). Pharmacological targeting
of GSK-3 and NRF2 provides neuroprotection in a preclinical model of
tauopathy. Redox Biol. 14, 522–534. doi:10.1016/j.redox.2017.10.010 Davies, F. G. (1980). The genus Gynura (compositae) in India, Sri Lanka and the
Seychelles. Kew Bull. 35 (2), 363. doi:10.2307/4114583 Amelang, E., Prasad, C. M., Raymond, R. FUNDING We would like to thank the Ministry of Higher Education for
FRGS grant FRGS/1/2019/SKK06/UKM/02/1. FUTURE PERSPECTIVE The bioavailability of bioactive molecules from genus Gynura
also has limited investigation. On the basis of the study by Wu
et al. (2015), the use of G. bicolor extract showed improvement on
in vivo iron absorption and storage protein, which might be
related to its rich phytoactive ingredients. Although the
traditional uses of genus Gynura are supported by scientific
evidence, the processing, and application or consumption
methods by the public may alter the phytochemical profile,
thus leading to pharmacological effect variations. Herbal
combination is possible to provide better effects or benefits in
developing therapeutic drugs. The study by Sari et al. (2015)
showed that the combination of Andrographis paniculata (Burm. f.) Ness and G. procumbens could be a potential candidate for the
development of an antidiabetic agent. The optimum therapeutic
effect could be attributed to the combination of the potent
hypoglycemic
effect
of
A. paniculata
and
the
potent
antioxidant effect of G. procumbens. Hence, further studies on
the therapeutic effects of the combinations of Gynura species with
other medicinal plants are potentially producing more effective
disease remedies. However, the potential issues of herb–herb and
herb–drug interactions should be given due consideration, and
further studies are needed to ensure no adverse interactions in
polypharmacy and polyherbacy conditions. Previous studies on Gynura species have indicated that
several Gynura species possessed strong antioxidant and
anti-inflammatory effects that are fundamental to various
therapeutic purposes. Hence, Gynura species are potential
continual source of new and useful bioactive compounds. Identification of the bioactive compounds in the plants
contributing
to
the
bioactivities,
along
with
their
mechanisms of action responsible for the pharmacological
activities, is needed. Table 5 shows the list of phytochemicals
identified in Gynura species. There is a need to investigate
whether the crude extracts or isolated pure compounds are
more
effective. Synergistic
effects
of
multiple
active
compounds
in
the
extract
may
lead
to
a
stronger
pharmacological effect than that achievable by a single
compound. At this stage, limited clinical studies on the
antioxidant and anti-inflammatory effects of genus Gynura
have been conducted. Human clinical trials with clearly
defined symptomology to evaluate the therapeutic value of
genus Gynura are necessary because animal experiments
cannot be a substitute for clinical trials in the evaluation
of therapeutic efficacy. To the best of our knowledge, there is November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 25 Gynura Antioxidant and Anti-inflammatory Effects Tan et al. CONCLUSION sources of Gynura research. TJN conducted the literature
search, extracted the data, and wrote the first draft. ZJ and
NMF oversaw the research project, including checking the
research work, reviewing, and interpreting the results. SMS
and FB provided methodological advice on the project
(literature search, screening, and selection). All authors
are
involved
in
reviewing
and
approval
of
the
final
manuscript. The extracts and phytochemicals of several Gynura species,
particularly G. procumbens, G. bicolor, G segetum, G. divaricata,
G. formosana, G. nepalensis, and G. pseudochina, have been reported
to exhibit strong antioxidant and anti-inflammatory effects. However, in vitro and in vivo studies and clinical studies that
have been carried out on the species are by no means free of
methodological flaws. All 27 studies selected in this systematic
review depicted risk of bias at different extent. The lack of
randomization,
lack
of
blinding,
and
unclear
methodology
explanation are some prevalent limitations. Further preclinical
studies, including toxicity and pharmacokinetic studies on Gynura
extracts and their bioactive compounds, are necessary before they
can be subjected to clinical studies. Genus Gynura has high potential
to be developed into medicinal agents for prophylactic supplements
of diseases related to oxidative stress or inflammation. AUTHOR CONTRIBUTIONS The authors would like to thank Ernieda Md Hatah for her advice
on the issues raised during the review process. The authors would
like to thank Enago (www.enago.com) for the English language
review. TJN, ZJ, and NMF designed the study. IJ and KH provided
information on the ethnopharmacology of Gynura and and anti-inflammatory activities of Gynura procumbens and Cleome gynandra. Plant Foods Hum. Nutr. 75, 243–251. doi:10.1007/s11130-020-00805-3 REFERENCES MAPK signalling pathways as molecular targets for anti-
inflammatory therapy - from molecular mechanisms to therapeutic benefits. Biochim. Biophys. Acta 1754, 253–262. doi:10.1016/j.bbapap.2005.08.017 Murugaiyah, V., Ahmed Saeed, M., Kuong, Y.-M., Murugesu, K., Parasuraman,
S., Asmawi, M. Z., et al. (2018). Lipid-lowering effect of hydroalcoholic
extracts of Gynura procumbens in chemical- and High-fat diet-induced
hyperlipidemic rats. Phcog. Mag. 14 (55), 184–191. doi:10.4103/pm. pm_451_17 Kim, J., Lee, C. W., Kim, E. K., Lee, S. J., Park, N. H., Kim, H. S., et al. (2011). Inhibition effect of Gynura procumbens extract on UV-B-induced matrix-
metalloproteinase
expression
in
human
dermal
fibroblasts. J. Ethnopharmacol. 137 (1), 427–433. doi:10.1016/j.jep.2011.04.072 Murugesu, K., Murugaiyah, V., Saghir, S. A. M., Asmawi, M. Z., and Sadikun, A. (2017). Caffeoylquinic acids rich versus poor fractions of Gynura procumbens: their
comparative antihyperlipidemic and antioxidant potential. Curr. Pharmaceut. Biotechnol. 18 (14), 1132–1140. doi:10.2174/1389201019666180322111800 Kim, S. P., Ha, J. M., Yun, S. J., Kim, E. K., Chung, S. W., Hong, K. W., et al. (2010). Transcriptional activation of peroxisome proliferator-activated receptor-γ
requires activation of both protein kinase A and Akt during adipocyte
differentiation. Biochem. Biophys. Res. Commun. 399 (1), 55–59. doi:10. 1016/j.bbrc.2010.07.038 Nazri, K. A. A., Fauzi, N. M., Buang, F., Mohd Saad, Q. H., Husain, K., Jantan, I.,
et al. (2019). Gynura procumbens standardised extract reduces cholesterol levels
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Pharmacol. Sin. 40 (6), 781–789. doi:10.1038/s41401-018-0155-y November 2020 | Volume 11 | Article 504624 Frontiers in Pharmacology | www.frontiersin.org 29
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Expression of hormone receptors is associated with specific immunological profiles of the breast cancer microenvironment
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Breast cancer research
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Toru Hanamura Tokai University School of Medicine
Shigehisa Kitano
The Cancer Institute Hospital of JFCR
Hiroshi Kagamu
Saitama Medical University International Medical Center
M kik
Y
hit Makiko Yamashita
The Cancer Institute Hospital of JFCR Mayako Terao
Tokai University School of Medicine Takuho Okamura
Tokai University School of Medicine Nobue Kumaki
Tokai University School of Medicine Katsuto Hozumi
Tokai University School of Medicine Takayuki Iwamoto
Okayama University Hospital Research Article Keywords: breast cancer, estrogen receptor, progesterone receptor, androgen receptor, tumor immunity,
microenvironment, im-mune cell composition Posted Date: July 14th, 2022 Posted Date: July 14th, 2022 Page 1/23 DOI: https://doi.org/10.21203/rs.3.rs-1844844/v1 Conclusion Hormone receptor expression correlates with specific immunological profiles in the breast cancer
microenvironment both at the gene and protein expression levels. Results Expressions of ESR1, PGR, and AR were negatively correlated with overall immune composition. Expressions of ER and AR, but not that of PgR, were inversely associated with hTIL and hPD-L1
expression. FCM analysis showed that the expressions of ER and AR, but not that of PgR, were associated
with decreased total leukocyte infiltration. Both CIBERSORTx and FCM analysis showed that ER
expression was associated with reduced infiltration of macrophages and CD4 + T cells, and that of AR
with reduced macrophage infiltration. DOI: https://doi.org/10.21203/rs.3.rs-1844844/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Additional Declarations: Competing interest reported. Hiroshi Kagamu has an advisory role in ImmuniT
Research Inc, received honoraria from AstraZeneca K.K., Ono Pharmaceutical Co. Ltd., and Bristol-Myers
Squibb Co. Ltd. Shigehisa Kitano received honoraria from Ono Pharmaceutical Co., Bristol-Myers Squibb
Co., Ltd., AstraZeneca K.K., Chugai Pharmaceutical Co., Ltd., Pfizer Japan Inc., and MSD Co. Ltd, received
research fund-ing from Astellas Pharma Inc., Gilead Sciences Inc., Eisai Co., Ltd., Regeneron Additional Declarations: Competing interest reported. Hiroshi Kagamu has an advisory role in ImmuniT
Research Inc, received honoraria from AstraZeneca K.K., Ono Pharmaceutical Co. Ltd., and Bristol-Myers
Squibb Co. Ltd. Shigehisa Kitano received honoraria from Ono Pharmaceutical Co., Bristol-Myers Squibb
Co., Ltd., AstraZeneca K.K., Chugai Pharmaceutical Co., Ltd., Pfizer Japan Inc., and MSD Co. Ltd, received
research fund-ing from Astellas Pharma Inc., Gilead Sciences Inc., Eisai Co., Ltd., Regeneron
Pharmaceuticals Inc., Boehringer Ingelheim GmbH, Daiichi Sankyo Co., Ltd., Ono Pharmaceutical Co.,
Takara Bio Inc., PACT Pharma Inc., Chugai Pharmaceutical Co., Ltd., and MSD Co., Ltd. Naoki Niikura
received honoraria from AstraZeneca K.K., Daiichi Sankyo Co. Ltd., Pfizer Japan Inc., Eisai Co. Ltd., and
Nippon Kayaku Co. Ltd. Sasagu Kurozumi has received honoraria from Eli Lilly and Company, Daiichi
Sankyo co. ltd, Taiho Pharmaceutical co. ltd, MSD K.K., AstraZeneca K.K., Chugai Pharmaceutical, Ltd.,
Dinow Inc., Eisai Co., Ltd. and Novartis Japan. The funders had no role in the design of the study; in the
collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish
the results. Version of Record: A version of this preprint was published at Breast Cancer Research on January 31st,
2023. See the published version at https://doi.org/10.1186/s13058-023-01606-7. Page 2/23 Methods Using publicly available gene expression profile datasets, METABRIC and SCAN-B, the associations
between the expressions of hormone receptors and the immune cell compositions in breast cancer tissue,
estimated by CIBERSORTx algorithm, were analyzed. We histologically evaluated tumor infiltrating
lymphocytes (hTIL), PD-L1 (hPD-L1) expression, and the infiltration of 11 types of immune cells by flow
cytometry (FCM) for 45 breast cancer tissue samples. The relationships between them and the
expressions of ER, PgR, and AR of tumor tissues, evaluated immunohistochemically, were analyzed. Background Elucidating the unique immunoregulatory mechanisms in breast cancer microenvironment may help
develop new therapeutic strategies. Some studies have suggested that hormone receptors also have
immune regulatory functions, but their mechanisms are not fully understood. In this study, we have
comprehensively analyzed the relationship between the expressions of estrogen (ER), progesterone (PgR),
and androgen receptors (AR), and the immunological profile in breast cancer. 1. Background Breast cancer is the most commonly occurring cancer in women. Despite recent advances in multimodal
treatment, advanced and recurrent cases are challenging to cure [1], and the urgent need to develop
innovative treatment strategies has to be addressed. Owing to the development of immune checkpoint
inhibitors (ICIs) that reinvigorate the adaptive immune response in the tumor microenvironment and the
successful application of these ICIs in various neoplasms, tumor immunology has recently gained Page 3/23 renewed interest across multiple cancers [2, 3]. ICIs have also been applied for breast cancer treatment,
but their effectiveness is limited, likely due to the immunosuppressive tumor microenvironment [4–9]. Elucidating the unique immunomodulatory mechanisms of the breast cancer microenvironment will
provide significant insights into the development of new therapeutic strategies. Hormone dependency is one of the prominent biological features of breast cancer. Approximately 70% of
breast cancer cells express the estrogen receptor (ER), resulting in ER-dependent growth of breast cancer
[1]. Therefore, treatment strategies that inhibit ER function are frequently used as postoperative adjuvant
therapy for patients with early-stage breast cancer and as systemic therapy for metastatic cases [1]. The
progesterone receptor (PgR) is clinically considered a complementary marker of hormone dependency in
breast cancer [1, 10] because it is driven partly, but not exclusively, by ER-mediated transcriptional events
[11, 12]. PgR is a binding partner and major modifier of ER-mediated processes, suggesting its additional
role in breast cancer other than its identification as an ER activity marker [13, 14]. The androgen receptor
(AR) is a nuclear transcription factor with a diverse range of biological actions, mainly in the development
and maintenance of the male reproductive system [15]. It is widely expressed in all breast cancer subtypes
to varying extents, with approximately 60–80% of the cases being AR-positive [16–18]. Furthermore,
according to The Human Protein Atlas, AR expression, at both gene and protein levels, is second-highest in
breast cancer, after prostate cancer, among various malignancies [19]. Although the function of AR in
breast cancer depends on the tumor subtype, treatment, and other factors, it is suggested to have a tumor-
promoting role [20–22], thereby attracting attention as a new therapeutic target for breast cancer
treatment [23, 24]. Some recent studies have suggested that sex steroid hormones and their receptor signaling have immune
regulatory functions. In vitro studies have shown that estrogen can expand the regulatory T-cell fraction
and reduce the function of antigen-presenting cells [25, 26]. 2.1 Gene expression profile datasets Two publicly available gene expression profile datasets of patients with breast cancer used in this study
were the Molecular Taxonomy of Breast Cancer International Consortium (METABRIC) [40, 41] cohort (n =
1904) and the Sweden Cancerome Analysis Network-Breast (SCAN-B) [42, 43] cohort (n = 3273). Gene
expression data of METABRIC and SCAN-B, generated by microarray and RNA-sequencing, were
downloaded from the cBioPortal: https://www.cbioportal.org/ (accessed on 20/2/2019) and Gene
Expression Omnibus: https://www.ncbi.nlm.nih.gov/geo/ (accessed on 16/6/2019), respectively. The
inclusion criteria and clinicopathological information for each cohort have been provided in the original
papers. The METABRIC cohort included patients with primary invasive breast cancer, including < 1%
metastatic breast cancer. However, information on the use of preoperative chemotherapy was not
provided. On the contrary, the SCAN-B cohort consisted of patients with non-metastatic primary invasive
breast cancer and included the cases of preoperative chemotherapy. Both cohorts included all breast
cancer subtypes, and all samples were obtained from primary lesions. 1. Background In addition, estrogen can promote immune
tolerance by interfering with human leukocyte antigen-II expression in ER-positive breast cancer cell lines
[27]. These findings suggest that estrogen signaling in the tumor microenvironment regulates anti-tumor
immunity [2]. In agreement with this, hormone receptor-positive breast cancer is characterized by low
infiltration of tumor-infiltrating lymphocytes (TILs) and minimal response to ICIs [5, 9, 28–32]. To the best
of our knowledge, the immunological function of PgR in breast cancer has not yet been reported. However,
limited studies have shown a relationship between PgR expression and tumor immunity in breast cancer;
PgR expression is inversely associated with programmed death-ligand 1 (PD-L1) expression in epithelial
cells or the stroma and the infiltration of CD8 + T and CD20 + B cells [9, 33, 34]. Further, immune regulatory
functions of AR signals have been demonstrated via in vivo models of various autoimmune diseases and
some malignancies [35]. Moreover, in breast cancer, AR expression is inversely correlated with immune cell
infiltration and cytotoxic immune activity, suggesting an immunosuppressive effect of AR signals [36–38]. Despite fragmentary evidence on sex steroid hormone signals and tumor immunity, the interactions
between hormone receptors and immune cells are not well understood because of the complexity of the
immune milieu in the breast cancer microenvironment and limited reports on systematic evaluation of
immune cell composition in breast cancer tissue [39]. In this study, we systematically analyzed the Page 4/23 Page 4/23 relationship between the expression of sex steroid hormone receptors such as ER, PgR, and AR and the
immunological profiles of breast cancer tissues. Our results demonstrated that hormone receptor
expression, at both gene and protein levels, correlates with specific immunological profiles of the breast
cancer microenvironment, strongly suggesting their direct or indirect immunomodulatory role. 2.2 CIBERSORTx Immune cell composition in breast cancer tissue was determined from gene expression profiles using a
bioinformatics algorithm, CIBERSORTx: https://cibersortx.stanford.edu/ (accessed on 25/2/2022) [44]. Briefly, “LM22” representing the profiling of 22 functionally defined human immune cell types [45] was
applied as a signature matrix file. The non-log transformed gene expression data from METABRIC and
SCAN-B were applied to the mixture file. The program was run in the absolute mode with 100
permutations. A B-mode batch correction was applied, and quantile normalization was set as disabled. Absolute scores representing the overall immune content and absolute abundance of each immune cell
fraction in the mixture were produced by the algorithm. Cases with a CIBERSORTx p-value < 0.05 were
filtered and selected for subsequent analysis. Absolute scores and absolute abundance of each cell type
in a mixture were used for correlation analysis with the expression values of the indicated genes that were
log2 transformed. Immune cell composition in breast cancer tissue was determined from gene expression profiles using a
bioinformatics algorithm, CIBERSORTx: https://cibersortx.stanford.edu/ (accessed on 25/2/2022) [44]. Briefly, “LM22” representing the profiling of 22 functionally defined human immune cell types [45] was
applied as a signature matrix file. The non-log transformed gene expression data from METABRIC and
SCAN-B were applied to the mixture file. The program was run in the absolute mode with 100 2.3 Gene set enrichment analysis (GSEA) Page 5/23
The gene expression values in the METABRIC dataset were log2 transformed before performing GSEA [46,
47]. Hallmark gene set collections (50 gene sets) representing specific well-defined biological states or
processes were obtained from MsigDB v7.1: https://www.gsea-msigdb.org/gsea/msigdb/ (accessed on
13/5/2020) and applied to GSEA using GSEA software v4.0: https://www.gsea-msigdb.org/gsea/msigdb/
(accessed on 21/11/2019). While performing GSEA, the permutations were set at 1000 with phenotype as the permutation type. Expression values of the indicated genes were used as phenotype labels, and
Pearson’s correlation was set as the metric for ranking genes. Thresholds for nominal p-value and false
discovery rate (FDR) q-value were set at < 0.05 and < 0.25, respectively. According to user guidelines, the
SCAN-B dataset was not applied to GSEA because of the incompatible normalization method used for this
analysis. the permutation type. Expression values of the indicated genes were used as phenotype labels, and
Pearson’s correlation was set as the metric for ranking genes. Thresholds for nominal p-value and false
discovery rate (FDR) q-value were set at < 0.05 and < 0.25, respectively. According to user guidelines, the
SCAN-B dataset was not applied to GSEA because of the incompatible normalization method used for this
analysis. 2.4 Patients In a previous study, immune cell composition of breast cancer tissue was evaluated using flow cytometry
(FCM) and an association between histologically assessed expression of TIL and PD-L1 and the
immunological profile of the tumor microenvironment was reported [39]. The inclusion criteria and patient
characteristics have also been described previously [39], and this dataset was used for further analyses. Briefly, 47 breast cancer samples were obtained, regardless of clinicopathological factors or treatment
histories, except for patients with distant metastases or complete clinical responses to neoadjuvant
chemotherapy. None of the patients had received irradiation or endocrine therapy before surgery. Clinicopathological data were collected by reviewing the case records. Two cases were excluded from the
analysis, and the reasons are mentioned in section 2.6. 2.5 Histological evaluation of hormone receptors and tumor
immunity-related biomarkers Rabbit monoclonal antibodies for ER (SP1) and PgR (1E2) were purchased from Ventana Medical
Systems Japan Inc. (Tokyo, Japan) and for AR (AR27) from Leica Biosystems Inc. (Wetzlar, Germany). The immunohistochemistry (IHC) staining was performed using the VENTANA BenchMark ULTRA
automated IHC device (Roche Diagnostics, Basel, Switzerland) for ER and PgR and BOND-III automated
IHC device (Leica Biosystems Inc.; Wetzlar, Germany) for AR. The antigen–antibody complex was
visualized using diaminobenzidine and counterstained with hematoxylin. The nuclear staining of ER, PgR,
and AR in carcinoma cells was counted, and the percentage of immunoreactive cells was determined. ER
and PgR were determined as positive when nuclear staining-positive cells were ≥ 10%. [48]. However, the
accepted cutoff value for AR expression is not known; since the median value of nuclear staining-positive
cells for AR was 60% in the present study, AR was considered positive at ≥ 60%. We diverted the data from
histological analysis of the expression of TIL and PD-L1 from our previous study, referred to as hTIL and
hPD-L1, respectively [39]. According to the International TILs Working Group guidelines [49], the
percentages of TILs in stromal tissue sections stained with hematoxylin and eosin (H&E) were evaluated
and categorized into three grades: low (0–10%), intermediate (10–40%), and high (40–90%). PD-L1
expression was assessed by IHC using an anti-PD-L1 antibody (SP142; Spring Bioscience, Pleasanton, CA,
USA). Tumors with ≥ 1% immune cells showing cytoplasmic and/or membrane PD-L1 staining were
determined to be PD-L1 positive [50]. A previous study report accounted that in a case, hTIL and hPD-L1
could not be evaluated because the tumor tissue was insufficient for analysis. 2.6 TIL preparation/ FCM analysis Page 6/23 FCM data from breast cancer tissue samples were obtained from a previously reported study, which
contains the detailed method [39]. To perform the analysis, fresh breast cancer tissues were mechanically
dissociated and filtered using a 70-micron cell strainer. From the filtered cell suspension, mononuclear cell
components were separated by density-gradient centrifugation and subjected to FCM analysis. Samples
stained with an antibody cocktail were detected using LSR II Fortessa with the fluorescence-activated cell
sorting Diva software (BD Biosciences). All analyses were performed using the FlowJo software v10.6.1
(BD Biosciences). The list of antibodies used, gating strategy, and definitions of immune cell fractions
have been described in the previous report [39]. 2.5 Histological evaluation of hormone receptors and tumor
immunity-related biomarkers According to the staining profile of the surface antigen,
evaluated by FCM, the cells were classified as follows: leukocytes, total T cells (total T), CD4 + T cells
(CD4 + T), CD8 + T cells (CD8 + T), B cells (B), monocytes/macrophages (Mo/Mφ), non-classical
monocytes (CD16 + Mo), myeloid-derived suppressor cells (MDSCs), dendritic cells (DCs), myeloid
dendritic cells (mDCs), natural killer (NK) cells, minor NK cells, and natural killer T cells (NKT). As
mentioned in section 2.4, two cases were excluded because they had a low number of living cells (count <
1000) in the FCM analysis of tumor tissue. Leukocyte density was defined as the count of total CD45 +
cells per weight of tumor tissue (count/g), as described in a previous paper [51]. Similarly, we determined
the count of each immune cell fraction per weight of the tissue fragment (count/g). 2.7 Statistical analyses GraphPad Prism ver. 9.1.0 software was used for statistical analyses and graph preparation. The gene
expression and FCM data were tested using the D'Agostino–Pearson normality test, which showed non-
normal distribution in almost all the datasets. Correlation analyses between groups were performed using
Spearman’s rank correlation coefficient. |r-value| > 0.3 and a significant p-value was defined as a positive
or negative correlation [52, 53]. The Mann–Whitney U test and Fisher’s exact test were used to compare
continuous and categorical variables between the two unpaired groups, respectively. The p-value < 0.05
was defined as statistically significant. In the previous study [39], the FCM data contained outliers. Here,
although all analyses were performed without omitting outliers, we identified the outliers using the robust
regression and outlier removal method, excluded them, and performed all statistical analyses to ensure
the reliability of our analyses. Statistics with omitted outliers are shown in each figure along with the
original data. 3.3 Association of hormone receptor status with leukocyte density and tumor-infiltrating immune cells in
breast cancer tissue The relationship between each hormone receptor status, density of leukocytes, and each immune cell
fraction in breast cancer tissue was analyzed. ER positivity was associated with decreased leukocyte
density and reduced infiltration of total T, CD4 + T, Mo/Mφ, MDSC, DC, and mDC in breast cancer tissue
(Fig. 3a–m). PgR positivity was associated with decreased infiltration of DC but not with leukocyte density
or other immune cell fractions (Fig. 4a–m). AR positivity was associated with decreased leukocyte density
and infiltration of CD4 + T, Mo/Mφ, CD16 + Mo, MDSC, DC, mDC, and minor NK cells (Fig. 5a–m). These
results suggest a strong association of the expression of ER and AR with decreased infiltration of
leukocytes and specific immune cell fractions such as CD4 + T and Mo/Mφ into breast cancer tissue. 3.1 Gene expression levels of hormone receptors in breast
cancer tissue Gene expression of estrogen receptor 1 (ESR1), PGR, and AR negatively correlated with the absolute score
in the METABRIC cohort (r>-0.3, p < 0.05); however, the negative correlation was weak for PGR in the SCAN-
B cohort (r = -0.284, p < 0.05) (Fig. 1a–f). ESR1 expression levels inversely correlated with Mφ M1 and M0,
CD4 + T (memory activated), CD8 + T, and CD4 + T (memory resting) in at least one dataset (r<-3, p < 0.05)
(Fig. 1g). Likewise, PGR expression levels inversely correlated with Mφ M1 and M0 and CD4 + T (memory Page 7/23 Page 7/23 activated) in at least one dataset (r<-3, p < 0.05) (Fig. 1h). Similarly, AR expression levels inversely
correlated with Mφ M0 and M1 in at least one dataset (r<-3, p < 0.05) (Fig. 1i). These results suggest that
the expression of hormone receptors ESR1, PGR, and AR is inversely associated with the total immune
content and the infiltration of specific immune cell fractions in the tumor tissue. 3.2 Correlation of histologically assessed TIL and expression of PD-L1 with protein expression of ER and
AR 3.2 Correlation of histologically assessed TIL and expression of PD-L1 with protein expression of ER and
AR AR The status of ER, PgR, AR, PD-L1 (hPD-L1), and TIL (hTIL) in breast cancer tissue was histologically
evaluated by IHC and H&E staining using the samples obtained at our facility from 45 patients with breast
cancer. A summary of clinicopathological findings according to hormone receptor status is shown in
Additional file: Supplementary Tables S1–S3. The correlation between hormone receptor expression and
immune-related biomarkers was further analyzed at the protein level. Expression of both hTIL and hPD-L1
showed a negative correlation with the protein expression of ER and AR, but not with that of PgR, probably
due to the small number of PgR-positive cases (Fig. 2a–f). The status of ER, PgR, AR, PD-L1 (hPD-L1), and TIL (hTIL) in breast cancer tissue was histologically
evaluated by IHC and H&E staining using the samples obtained at our facility from 45 patients with breast
cancer. A summary of clinicopathological findings according to hormone receptor status is shown in
Additional file: Supplementary Tables S1–S3. The correlation between hormone receptor expression and
immune-related biomarkers was further analyzed at the protein level. 3.1 Gene expression levels of hormone receptors in breast
cancer tissue Expression of both hTIL and hPD-L1
showed a negative correlation with the protein expression of ER and AR, but not with that of PgR, probably
due to the small number of PgR-positive cases (Fig. 2a–f). 4. Discussion This study systematically analyzed the relationship between hormone receptor expression (at both gene
and protein levels) and the immunological profile of breast cancer tissues, including multiple immune cell
fractions. Expression of ER and AR in breast cancer tissues was associated with a decreased infiltration of
immune cells into the tumor microenvironment. More specifically, ER expression was associated with
decreased infiltration of macrophages and CD4 + T cells, while AR expression with reduced macrophage
infiltration. These results were consistent at the gene and protein expression levels. The present analysis showed that gene expression of hormone receptors was inversely correlated to total
immune cell infiltration into the tumor microenvironment (Fig. 1a–f). This was further verified by
performing GSEA on the METABRIC dataset, which analyzed the relationship between the expression
levels of hormone receptors and hallmark gene set collection (50 gene sets) representing specific well-
defined biological states or processes. Expression levels of ESR1, PGR, and AR showed a significant Page 8/23 Page 8/23 positive correlation with gene sets representing estrogen response, such as estrogen response early and
estrogen response late (Additional file: Figure S1a–c). On the other hand, ESR1 and AR expression levels
showed a significant negative correlation with multiple gene sets representing immunological processes
such as inflammatory response, allograft rejection, complement, and interferon-gamma response
(Additional file: Figure S1d, f). Likewise, a significant negative correlation was observed between PgR
expression level and gene sets of inflammatory response, allograft rejection, and interferon-gamma
response (Additional file: Figure S1e). These findings suggest that the gene expression levels of hormone
receptors, such as ESR1, PGR, and AR, correlate with immunosuppressive phenotypes of breast cancer. Several preclinical studies have suggested that ER signaling may suppress the immune response of
breast cancer [2, 25–27], and ER-positive breast cancers have shown reduced TIL infiltration and minimal
response to ICI [5, 9, 28–32]. This is consistent with the present findings, suggesting an
immunomodulatory function of ER. Although numerous studies have analyzed the relationship between a
single immune cell lineage and hormone receptor expression [32, 54–57], few reports have systematically
investigated the multiple immune cell composition of breast cancer tissues [51, 58–60]. The present study
reports the first systematic analysis demonstrating that ER expression is preferentially associated with
reduced infiltration of macrophages and CD4 + T cells (Fig. 1g, 3c, 3f). 4. Discussion Thus, ER positivity and AR positivity may reflect decreased immune response in the
breast cancer microenvironment. Findings of this study suggest that the hormone receptor signals may primarily affect specific immune
cell lineages. In particular, the expression of ER and AR showed a negative correlation not only with total
immune content in the tumor microenvironment but also with certain immune cell subsets such as
macrophages and CD4 + T cells. This indicates that specific immune cell lineages may be primary targets
of the immunoregulatory function of the hormone receptor signals. Our next goal is to verify this
hypothesis using an in-vitro or in-vivo analysis model. In our previous study [39], a relatively small number of samples were used for FCM analysis, and
compared to those of the general breast cancer cohort, the clinicopathological characteristics of tumors
were biased with larger invasive tumor sizes, more ER-negative cases, and higher Ki67 cases. Similarly, in
this study, the small sample size prevented us from performing subgroup analyses based on the tumor
subtype. Therefore, the inclusion of a greater number of samples and more detailed analyses are required
in future studies. 5. Conclusions In the present study, the gene expression levels of hormone receptors correlated with immunosuppressive
phenotypes of breast cancer. The expression level of ER and AR proteins was associated with decreased
tumor-infiltrating immune cells and decreased PD-L1 expression. These data suggest that hormone
receptor signaling may suppress tumor immunity through a specific mechanism. Additionally, our data
showed that certain immune cell lineages might get more strongly affected by hormonal signals than
others, providing useful suggestions for further analysis of the effects of hormonal signals on tumor
immunity. 4. Discussion This result is consistent with earlier
reports that show a negative correlation between ER expression and intratumoral infiltration of
macrophages and CD4 + T cell [54–57]. Further, an inverse correlation between ER expression and CD8 + T
cells has been reported previously [32, 54]; however, in our analysis, this correlation was weaker than that
for CD4 + T cells, both at the gene and protein levels (Fig. 1g and 3). In addition, PGR expression showed a
weaker correlation with total immune content than ESR1 and AR, as estimated by CIBERSORTx. Moreover,
the correlation between PgR status and hTIL and hPD-L1 was insignificant at the protein level, probably
due to the small number of PgR-positive samples. To validate these findings, a greater number of samples
are required to be analyzed. AR signaling is suggested to have immunomodulatory functions in some malignancies, including breast
cancer [35–38]; however, its immunological role in breast cancer has not been fully validated. To the best
of our knowledge, a single study has investigated the relationship between immune cell composition and
AR expression in breast cancer using the CIBERSORT algorithm [38]. Tumors with high AR expression were
reported to be associated with pro-cancer regulatory T cells, and those with low AR expression were
associated with anti-cancer immune cells, such as CD4, CD8, gamma delta T cells, and memory B cells in
ER-positive breast cancer. In our study, CIBERSORTx was run in absolute mode and included all subtypes
in the analysis; therefore, a simple comparison was not possible. High AR-expressing tumors showed
reduced macrophage infiltration into the tumor microenvironment; this finding was consistent with
CIBERSORTx and FCM analysis results. In the present study, expressions of ER and AR inversely correlated with hPD-L1 expression (Fig. 2b, f). We
analyzed the PD-L1 expression in each immune cell fraction by FCM analysis, similar to our previous
study [39]. According to hormone receptor status, we found that ER positivity was associated with
decreased PD-L1 expression in Mo/Mφ and mDC (Additional file: Figure S2d, h), PgR positivity with Page 9/23 Page 9/23 decreased PD-L1 expression in MDSCs and NK cells (Additional file: Figure S3f, j), and AR positivity with
decreased PD-L1 expression in CD8 + T and Mo/Mφ cells (Additional file: Figure S4b, d). PD-L1 expression
reflects ongoing (or active) immune responses in addition to immunosuppression via the PD-1/PD-L1
pathway [60–62]. Abbreviations ER: estrogen receptor PgR: progesterone receptors AR: androgen receptor hTIL: histologically evaluated tumor infiltrating lymphocytes
hPD-L1: histologically evaluated programmed death-ligand 1
FCM: flow cytometry Page 10/23 ICIs: immune checkpoint inhibitors Declarations Ethics Approval and Consent to Participate: This study was conducted at Tokai University Hospital and
approved by the Ethics Committee, which conforms to the provisions of the Declaration of Helsinki
(Accepted project No. 16R-279 and 20R-049). Patients were enrolled from May 2015 to April 2019, and
written informed consent was obtained from all the patients to publish this paper. Consent for publication: Not applicable Consent for publication: Not applicable Availability of data and materials: The datasets generated and/or analyzed during the current study are
available upon reasonable request from the corresponding author. Competing interests: Hiroshi Kagamu has an advisory role in ImmuniT Research Inc, received honoraria
from AstraZeneca K.K., Ono Pharmaceutical Co. Ltd., and Bristol-Myers Squibb Co. Ltd. Shigehisa Kitano
received honoraria from Ono Pharmaceutical Co., Bristol-Myers Squibb Co., Ltd., AstraZeneca K.K., Chugai
Pharmaceutical Co., Ltd., Pfizer Japan Inc., and MSD Co. Ltd, received research fund-ing from Astellas
Pharma Inc., Gilead Sciences Inc., Eisai Co., Ltd., Regeneron Pharmaceuticals Inc., Boehringer Ingelheim
GmbH, Daiichi Sankyo Co., Ltd., Ono Pharmaceutical Co., Takara Bio Inc., PACT Pharma Inc., Chugai
Pharmaceutical Co., Ltd., and MSD Co., Ltd. Naoki Niikura received honoraria from AstraZeneca K.K., Page 11/23 Page 11/23 Daiichi Sankyo Co. Ltd., Pfizer Japan Inc., Eisai Co. Ltd., and Nippon Kayaku Co. Ltd. Sasagu Kurozumi
has received honoraria from Eli Lilly and Company, Daiichi Sankyo co. ltd, Taiho Pharmaceutical co. ltd,
MSD K.K., AstraZeneca K.K., Chugai Pharmaceutical, Ltd., Dinow Inc., Eisai Co., Ltd. and Novartis Japan. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in
the writing of the manuscript, or in the decision to publish the results. Funding: This research was funded by a Grant-in-Aid for Scientific Research from the Ministry of
Education, Culture, Sports, Science and Technology, Japan (Project No.18K16266 to NN, and
No.20K22856 to TH), and the 2021 Tokai University School of Medicine Research Aid (to TH). This work
was also supported by Chugai Pharmaceutical Co. Ltd. Authors' contributions: TH analyzed and interpreted the data and wrote the manuscript. MT, BT, TO, and
NN collected clinical samples from the participants. HK (FCM), SK and MY (processing of the MCF data),
NK, CH, and SK (the histological assessment) performed the experiments. KH processed samples for the
FCM and supervised the writing of the manuscript. NN, TI, and SK developed the concept, designed the
study, and supervised the writing of the manuscript. All authors have read and approved the final version
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10.1016/j.humpath.2015.09.003 Figures Figures Page 18/23 Page 18/23 Figure 1 Association between gene expression levels of hormone receptors and immunological profile of the breast
cancer tissue. (a–f) Scatterplots showing a correlation between the gene expression levels of estrogen
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by CIBERSORTx. (g–i) Graphs showing the correlation coefficient (r-value) between indicated gene
expression and the absolute amount of various immune cell fractions estimated by CIBERSORTx. Immune Association between gene expression levels of hormone receptors and immunological profile of the breast
cancer tissue. (a–f) Scatterplots showing a correlation between the gene expression levels of estrogen
receptor 1 (ESR1), progesterone receptor (PGR), and androgen receptor (AR), and absolute score estimated
by CIBERSORTx. (g–i) Graphs showing the correlation coefficient (r-value) between indicated gene
expression and the absolute amount of various immune cell fractions estimated by CIBERSORTx. Immune Page 19/23 Page 19/23 cell fraction data showing consistently significant p-values in the METABRIC and SCAN-B datasets have
been displayed in ascending order of r-value cell fraction data showing consistently significant p-values in the METABRIC and SCAN-B datasets have
been displayed in ascending order of r-value been displayed in ascending order of r-value
Figure 2
Histological assessment of the expression of tumor-infiltrating lymphocytes (TILs) and programmed
death-ligand 1(PD-L1) based on protein expression status of estrogen receptor (ER) and androgen receptor
(AR). (a–f) Graphs showing the number of patients with positive or negative immune-related markers
according to hormone receptor status. Fisher’s exact test was used to compare categorical variables
between two groups; actual p-values are shown in the figure Figure 2
Histological assessment of the expression of tumor-infiltrating lymphocytes (TILs) and programmed
death-ligand 1(PD-L1) based on protein expression status of estrogen receptor (ER) and androgen receptor
(AR). (a–f) Graphs showing the number of patients with positive or negative immune-related markers
according to hormone receptor status. Fisher’s exact test was used to compare categorical variables
between two groups; actual p-values are shown in the figure Figure 2 Histological assessment of the expression of tumor-infiltrating lymphocytes (TILs) and programmed
death-ligand 1(PD-L1) based on protein expression status of estrogen receptor (ER) and androgen receptor
(AR). (a–f) Graphs showing the number of patients with positive or negative immune-related markers
according to hormone receptor status. Fisher’s exact test was used to compare categorical variables
between two groups; actual p-values are shown in the figure Page 20/23 Page 20/23 Figure 3
Association between estrogen receptor (ER) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to ER status (b m) Count of each Figure 3
Association between estrogen receptor (ER) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to ER status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to ER status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Figure 3 Association between estrogen receptor (ER) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to ER status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to ER status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Page 21/23 Figure 4
Association between estrogen receptor (ER) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to ER status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to ER status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Figure 5 Association between androgen receptor (AR) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to AR status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to AR status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Association between androgen receptor (AR) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to AR status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to AR status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Association between androgen receptor (AR) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to AR status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to AR status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Figure 4 Association between estrogen receptor (ER) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to ER status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to ER status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Association between estrogen receptor (ER) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to ER status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to ER status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001 Page 22/23 Figure 5
Association between androgen receptor (AR) status and subsets of tumor-infiltrating immune cells. (a)
Total leukocyte density (count/g) in breast cancer tissue according to AR status. (b–m) Count of each
immune cell fraction per unit weight of the tissue (count/g) according to AR status. A tabulated summary
of the statistics values and recalculated statistics values excluding outliers is shown on the upper and
lower left sides of the figure, respectively. ns p>0.05 (not significant); * p<0.05; ** p<0.01; *** p<0.001
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User-Centric Privacy Preservation in Data-Sharing Applications
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User-Centric Privacy Preservation in Data-Sharing
Applications
Feng Gao, Jingsha He, Shufen Peng
To cite this version:
Feng Gao, Jingsha He, Shufen Peng. User-Centric Privacy Preservation in Data-Sharing Applications.
IFIP International Conference on Network and Parallel Computing (NPC), Sep 2010, Zhengzhou,
China. pp.423-431, �10.1007/978-3-642-15672-4_35�. �hal-01054967�
HAL Id: hal-01054967
https://inria.hal.science/hal-01054967
Submitted on 11 Aug 2014
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Distributed under a Creative Commons Attribution 4.0 International License
User-Centric Privacy Preservation in Data-Sharing
Applications
Feng Gao1,
1
Jingsha He2, and Shufen Peng1
College of Computer Science and Technology, Beijing University of Technology
Beijing China
2
School of Software Engineering, Beijing University of Technology
Beijing China
maple0371@emails.bjut.edu.cn
jhe@bjut.edu.cn
Abstract. During data sharing process across people, users do not want the
information that contains privacy to be shared with everyone else; some people
may only want to share it with someone they are familiar with. To solve this
issue of privacy preservation in data-sharing applications, we propose a novel
user-centric method. Our main contributions include the followings. (1) Users
can select key words or characters for their own privacy information, which is a
user-centric way to protect privacy. (2) During the process of data sharing, data
substitution can be used to ensure privacy preservation as well as high
successful rate of data sharing. (3) Our method can be used in different
data-sharing applications in a flexible way. Simulation results show that our
method can achieve our privacy preservation goal.
Keywords: user-centric, privacy preservation, data sharing, trust, P2P network,
online social network
1
Introduction
The evolution of peer-to-peer (P2P) networks has triggered large scale distributed
applications. The main application domain is data sharing across a very large number
of highly autonomous participants. The popular scenarios of data sharing in the
peer-to-peer (P2P) networks focus on massive file sharing. Advanced scenarios such
as online communities (e.g., medical communities) need to share private or sensitive
data frequently. The other typical data-sharing application is online social networks,
which is immensely popular, claiming over 200 million users. In online social
networks, the information that users share may include privacy, such as personal
information or private photographs that should not be misused [2].
Privacy is a concept combining law, sociology and psychology. The dimension of
privacy refers to user’s culture, education level, preference and so on. Therefore, the
definition, the sensitive degree and the range of privacy information is diversiform.
According to the multiplicity of privacy understandings, it should be important to
research the privacy preservation mechanism that is user-centric way.
To solve the issue of privacy preservation in data-sharing applications, we propose
a novel user-centric method in this paper that includes following contributions.
Firstly, user can select key words or characters by themselves for their own privacy
information which means a user-centric way to protect privacy. Secondly, if the data
under sharing contains too much privacy according to user’s privacy policy and trust
model, data substitution can be used to ensure privacy preservation. The substitution
also brings higher successful rate of data sharing. Thirdly, our method can be applied
in different data-sharing applications in a flexible way.
The rest of this paper is organized as follows. In section 2, we introduce some
related work. In section 3, we explain our user-centric privacy preservation method
that includes formally description and the execution model. In section 4, we perform
some simulations. The results show that our method can achieve our privacy
preservation goal. Finally, we conclude this paper in Section 5.
2 Relate Work
Privacy preservation is an important issue in data-sharing applications. Jawad et al.
[1] propose a P2P data privacy model which combines the Hippocratic principles and
the trust notions to support P2P systems. Di Crescenzo and Lipton [2] describe an
evolving access control mechanism in social networking to provide non-trivial
quantifiable guarantees for formally specified requirements of utility and privacy. Wei
Q and Yansheng L [3] introduce a practical solution to defend against background
knowledge attacks with considering the privacy disclosure in social network data
publishing. Kobsa A. and Teltzrow M. [4] proposed a user interface design approach
in which the privacy practice of a website was explicated in a contextualized manner.
These methods for privacy preservation in data-sharing applications focus on certain
computing application, none of them can offer privacy preservation in all scenarios
for data sharing.
Selective partial encryption offers protection for compressed image data [5], audio
data and video data. Although this method can protect privacy by encrypting partial
data which the user does not want to be shared, the receiver can recognize that the
sender does not trust him from the partial encryption data. Therefore, this method is
unsuitable for data sharing with privacy preservation.
3 User-Centric Privacy Preservation Method
3.1 Formally Description
In this section, we describe the concepts and expressions used in our privacy
preservation method.
Data object We consider the user’s data as objects. These objects make up to a
logical database. Let D1 , D 2 ,.... D m ∈ D be the user’s data objects (they can be image, text,
file and so on), {D1, D2 ,.... D m} is the user’s logical database, and
D is
the space of data
object.
Privacy range The range of privacy information is defined by the customized
setting and the default setting. The customized setting means the user can choose the
key
K
words
and
the characters of their privacy information. The set
{k / k ∈ (k1 , k 2 ,.... k n )} and the set C {c / c ∈ (c1 , c2 ,.... co)} denote the choice of the user’s
key words and characters for their privacy information respectively. The default
setting means that makes all the general acknowledged privacy information into
privacy range.
Privacy policy ontology We abstract the user’s privacy policy as privacy policy
ontology and its attribute as trust evidence with constraint which need to be satisfied
in semantic way ([6]).
Privacy information ontology According to the customized setting, the default
setting and privacy policy ontology, privacy information ontology created in semantic
way ([6]) correspondingly. Privacy information ontology describes the needed trust
evidences when disclosing privacy.
Privacy mapping function P The mapping function P : D → {0,1} denotes the user
data D whether contains privacy based on privacy information ontology. Let
d1 , d 2 ,.... d r ∈ {0,1} express the value of function P where d j = P( D j )( j = 1,2,...r ) . And
d j = 1 means
the user’s data
Dj
involves privacy while d j = 0 means
Dj
does not
involve privacy.
Privacy entropy We describe the entity’s trust that should be achieved when
disclosing a piece of privacy as T a , the trust that the entity has already been achieved
before the privacy disclosure as T b .Conditional probability P = prob(T a / T b) denotes
the probability of achieving T a under condition T b . Set T e {e1, e 2 ,...e s} denotes the
needed trust evidences when disclosing one piece of privacy information. Conditional
probability P i = prob(T ai / T bi ) represents the i th trust evidence’s conditional
probability when disclosing the privacy information. Let p1, p 2 ,.. p s denote the
original values of conditional probability p i , preprocess Pi by formula 1.
Pi =
pi
p1 + p 2 + .... p s
(1)
We use H to denote privacy entropy which means privacy information quantity:
s
H = −k ( ∑ P i log P i )
i =1
s
( ∑ P i = 1 , k = p1 + p 2 + .... + p s )
(2)
i =1
Trust mapping function T The mapping function T : D → (a, b) denotes that for
certain trust, the interval of privacy entropy can be afforded in data sharing. This
mapping function related to the user’s trust model and privacy policy.
Substitution data object Let D1 ' , D2 ' ,.... Dt '∈ D be the substitution data objects (they
can be image, text, file and so on), {D1 ' , D 2 ' ,.... Dt '} as logical substitution database, and
D'
3.2
is the substitute data object space.
Privacy Preservation Method
The architecture of our user-centric privacy preservation method in data sharing is
illustrated in Fig.1. And this method includes privacy setting module and privacy
processing module.
Privacy setting module, in this module the users can choose their own key words
( K {k / k ∈ (k1 , k 2 ,.... k n)} ) and characters ( C {c / c ∈ (c1 , c2 ,....co)} ) for their privacy with the
default setting which makes the all general acknowledged privacy information into
privacy range.
Privacy processing module, this module process the user’s sharing data by four
steps.
Step1 Scan the information that the user want to share by using privacy mapping
function P, for the sharing data set Ds ( D1 , D 2 ,.... Dt )(t ≤ m) , if d l = P( Dl ) = 1(l = 1,2,...m) ,
record d l to set d ' d '∈ {d k ' / d k ' = d j , d j = P( D j ) = 1}, (k ∈ (1, w), j ∈ (1, k )) .
Step2 For each D j that P( D j ) = d j , (d j ∈ d ' ) , compute H ( D j ) , then let H ' records the
sum of the H ( D j ) based on formula (2).
n
w
H ' = ∑ H ( D j ) ( H ( D j ) = −k ( ∑ P i log P i )
j =1
i =1
)
(3)
Step3 Divide the trust interval to define that for the certain trust how much privacy
information can be shared. The total of interval can be set by the user or default as a
certain constant. Denote there is u trust interval T , each interval controls v terms
privacy information Q , for t i ∈ T , q j ∈ Q , t i controls q j privacy information. For trust
interval t i , the lower bound of mapping function T : D → (a, b) says ai compute by
formula (4).
ai =
u v
1
(i − 1) ∑ ∑ H (q j )(i = 1,2,....u )
u
i =1 j =1
(4)
And the upper bound says bi compute by formula (5).
bi =
u v
1
⋅ i ⋅ ∑ ∑ H (q j )(i = 1,2,....u )
u
i =1 j =1
(5)
So the interval (ai , bi) denotes the privacy entropy that the i th trust interval can be
afforded in data sharing.
Step4 For the sharing data set, if H '∈ (ai , bi) , share the data with the entity.
If H '∉ (ai , bi) , substitute some sharing data from substitution database, until the
H ' satisfied H '∈ (ai , bi ) ,
then share that new data set.
Our user-centric privacy preservation method in data-sharing applications includes
9 steps as follows.
1. The user input the data that he wants to share to privacy preservation model; 2.
Creates privacy policy ontology according to privacy policy and based on it also with
the user setting and the default setting, privacy setting module creates the privacy
ontology; 3. Scan input data set by using privacy mapping function P then record the
information which involved privacy; 4. Compute the entropy of privacy information;
5. Divide the trust interval; 6. According to entity’s trust, judge the privacy entropy
whether in the interval or not. If privacy entropy is in it, share the data set, otherwise
do step 7; 7.Substitute some data from substitution data base; 8. Do 4 until the privacy
entropy is in relevant interval; 9. Output the new data set which means privacy
preserved.
Privacy preserving module
Privacy setting module
Privacy policy
Share data set
Privacy policy
ontology
User set
Default set
Privacy
mapping
Privacy information
ontology
Privacy processing module
Privacy
entropy
Substitution
database
Trust interval
Trust model
New share data
set with privacy
preservation
Fig. 1. Architecture of Privacy Preservation Model
4 Simulations and Analysis
We have performed evaluation of our method using the .NET Framework 2.0
platform and implemented a simulator written in C#. The experiment was carried out
on a laptop computer with an Intel Pentium (R) Core(TM) 2 Duo 1.83 GHz CPU and
1G bytes of memory.
In our simulation, we choose the parameters as follows.
The data set {D1 , D2 ,.... Dm}(m = 500) is the user’s logical database, there is u (u = 5)
trust interval T , each interval controls v(v = 10) terms privacy information Q . The
space of privacy information is 50 terms and the data set {D1 ' , D 2 ' ,.... Dt '}(t = 15) is
logical substitution database. Privacy entropy uses the data form our previous work
[7], the sum of privacy information entropy is between 0 and 3.5 in our randomly
selecting data simulations.
In case 1, we select 10 terms data from 500 randomly by using our privacy entropy
computing method but without substitution method to describe the situation of data
sharing. We run our simulation 50 rounds, the x-axis records the time of round, and
y-axis denotes the trust interval. There are 5 trust intervals which can afford privacy
entropy [0,0.7) [0.7,1.4) [1.4,2.1) [2.1,2.8) [2.8,3.5] respectively. In our randomly selection,
if privacy entropy of sharing data is in arbitrary interval, record as one successful data
sharing. The result of case 1 is illustrated in Fig.2. The coordinate ( x, y) means the
yth
simulation involved x privacy. Take point (40,0.7) as example, it means the
th
40
simulation data sharing scenario is successful if entity’s trust can afford privacy
entropy 0.7. That is to say, if the entity’s trust is in the certain trust interval which can
afford privacy entropy between 0.7 and 1.4, this entity can share data with user. And
the entity whose trust is in the certain trust interval which can afford privacy
entropy [1.4,2.1) , [2.1,2.8) and [2.8,3.5] respectively also can share data with user. So
our simulations show the situation of once data selecting, each trust interval that
entity’s trust in whether can share this selected data or not.
Then we do case 2 that select 20 terms data from 500 randomly and show result in
Fig.3. We can see that the points which mean successful data sharing in Fig.3 is
universal lower than the points in Fig.2. That is to say in case 1 the demand of trust to
share selected data is more strictly.
In case 3 and case 4, we select 10 data terms and 20 data terms respectively from
the user data space randomly with using our substitution method to describe the
situation of data sharing. Fig.4 show the result of case 3 and Fig.5 illustrates the result
of case 4 respectively.
We denote “successful rate of data sharing” as successful data sharing to all of data
sharing scenarios. We then record the successful rate of data sharing and illustrate in
table 1. We can see that without the substitution method, successful rate of data
sharing is 37.2% and 34.8% respectively according to our simulation scenario. That is
clear that in process of data sharing with privacy considering the success rate is low.
With substitution method, the successful rate of user data sharing is close to 54.4%
and 54.8% respectively. That accounts for our method is effective in data sharing with
privacy preservation. Also we can learn that the more data selection for share the
smaller successful rate by comparing case 1 to case 2.
Fig.6 illustrates information quantity of data sharing compare case 1 to case 3. By
using substitute method, the information quantity is less than the data sharing without
substitute method which means privacy enhanced.
Fig. 2. The situation of data sharing selecting 10 from 500 (without substitution)
Fig. 3. The situation of data sharing selecting 20 from 500 (without substitution)
Fig. 4. The situation of data sharing selecting 10 from 500 (with substitution)
Fig. 5. The situation of data sharing selecting 20 from 500 (with substitution)
Fig. 6. Information quantities compare case 1 to case 3
Table 1. Successful Rate of Data Sharing
Simulation Case
Successful Rate of Data Sharing
Case 1
37.2%
Case 2
34.8%
Case 3
54.4%
Case 4
54.8%
5 Conclusions and Future Work
Privacy preservation is an important issue for data sharing in applications such as
P2Pnetworking, online social networking and so on. Privacy is a concept combining
all kinds of elements, and the dimension of privacy is diversiform.
To solve the privacy preservation problem in data sharing, we propose a novel
user-centric method in this paper. In our method, the users can select key words and
characters for their privacy information, which means user-centric way to protect
privacy. Then during the process of data sharing, if the sharing data contains too
much privacy according to user’s privacy policy and trust model, our data substitution
method can be used to ensure privacy preservation and as well as high successful rate
for data sharing. And our method can be used in different data sharing applications in
a flexible way. We did five simulation cases and simulation results show that our
method can achieve our privacy preservation goal.
In the future, we will analyze the complexity and cost of our approach; refine our
method to balance privacy preservation and its additional cost. We need further
improve our method with real implementation and applications.
Acknowledge
The work in this paper has been supported by research funding from Beijing
Education Commission (Grant No. KM201010005027).
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(IWSSC), 9-11 , Tuscany, Italy, Sept. (2009).
6. Gao, F., He, J., Peng, S., Wu, X. and Liu, L.: An Approach for Privacy Protection Based-on
Ontology,
The
2nd
International
Conference
on
Networks
Security,
Wireless
Communications and Trusted Computing, Wuhan, China, April 24-25, 2010.
7. Gao, F., He, J., Peng, S., and Wu, X.: A Quantify Metric for Privacy Protection Based on
Information Theory, 3rd International Symposium on Intelligent Information Technology
and Security Informatics (IITSI 2010), Jinggangshan, China April 2-4, 2010.
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The Folk Heritage Collections in Crisis conference
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Library hi tech
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public-domain
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Library Hi Tech
Volume 19 . Number 1 . 2001 . pp. 7±9
# MCB University Press . ISSN 0737-8831 The variety of historical evidence is nearly infinite.
Everything that man says or writes, everything that
he makes, everything he touches can or ought to
teach us about him (Bloch, 1953, p. 66).
Even if they [family papers] have not been lost,
eaten by rats, or scattered by the caprice of sale or
inheritance through the attics of three or four
houses on different estates, there is nothing to
oblige their present owners to let you see them
(Bloch, 1953, p. 73). The variety of historical evidence is nearly infinite. Everything that man says or writes, everything that
he makes, everything he touches can or ought to
teach us about him (Bloch, 1953, p. 66). Even if they [family papers] have not been lost,
eaten by rats, or scattered by the caprice of sale or
inheritance through the attics of three or four
houses on different estates, there is nothing to
oblige their present owners to let you see them
(Bloch, 1953, p. 73). Intellectual property, Preservation, Archives Intellectual property, Preservation, Archives Intellectual property, Preservation, Archives The Folk Heritage
Collections in Crisis
conference
Editorial Michael Seadle The ``Folk Heritage Collections in Crisis''
conference that took place in December 2000 at
the Library of Congress addressed precisely the
problems that Bloch raised half a century
earlier: everything having to do with a culture is
of interest, and even seemingly robust records
are vulnerable to destruction or concealment. No one doubted the first point, and no one had
a perfect solution to the second. Perfect
solutions take too long anyway. Finding ways to
take imperfect but immediate action had to
suffice as a common goal. The author Michael Seadle is Editor of Library Hi Tech. He is also
Digital Services and Copyright Librarian at Michigan State
University, East Lansing, Michigan, USA. E-mail:
seadle@mail.lib.msu.edu A sense of urgency pervaded the conference. Paper records have a relatively long lifespan,
even when printed on acidic media. But analog
sound and video recordings, even on quality
media, begin deteriorating immediately. Some
recordings from the 1970s suffer from the
``sticky shed'' syndrome and might at best
survive one more use, after a restorative baking. Other physical artifacts are also vulnerable, not
necessarily because of deterioration, but
because many libraries and archives have
inadequate provision for storing and describing
non-text objects. Even worse: many folk
collections remain in private hands or unofficial
collections. The death or retirement of a single
person might send hundreds of unique items
into the trash. Digital preservation elements of the intellectual infrastructure: those
shared terms and ideas without which discourse
cannot proceed. At a recent interview at Michigan State
University, an excellent job candidate answered
a question about digital preservation by saying
that she assumed people did not accept
digitization as preservation. In this conference,
the opposite was true. Janet Gertz of Columbia
said that the question is not whether we do
digital, but how. And one person infamous for
his opposition to digital preservation of sound
merely encouraged archives not to discard the
analog versions after digitization. As a digital
advocate, I felt a milestone had been passed. But the standards for digital preservation
received relatively little attention. This was
partly because other groups were working on
those standards. Research Libraries Group
(RLG) is preparing a magnetic media manual,
and the Library of Congress (LC) is
establishing standards for its own massive
multimedia digitization project. It was also
partly because issues like sampling rates and file
formats are easier to solve than the choices of
which items to preserve first, and where to find
the financial resources to make that possible. Is
a unique copy of linguistic interviews of Yiddish
speakers in now-nonexistent eastern European
villages more important to preserve than an
anthropologist's interview with tribal elders
who are now having second thoughts about how
widely they should share secret knowledge? It is
an unanswerable question, but in a world of
limited resources, someone or some institution
may well have to decide. At a recent interview at Michigan State
University, an excellent job candidate answered
a question about digital preservation by saying
that she assumed people did not accept
digitization as preservation. In this conference,
the opposite was true. Janet Gertz of Columbia
said that the question is not whether we do
digital, but how. And one person infamous for
his opposition to digital preservation of sound
merely encouraged archives not to discard the
analog versions after digitization. As a digital
advocate, I felt a milestone had been passed. Abstract The Folk Heritage Collections in Crisis conference pursued
three themes: access, preservation, and intellectual property. The 100 invited participants were mainly middle-aged,
established, upper-echelon professionals. What is interesting
is how much agreement there was on issues like digital
preservation and the use of encoded archival description. Participants saw the US copyright law as a barrier which
neither upheld the rights of people of non-European origin,
nor facilitated the free movement of information. The conference pursued three themes: (1) access; (2) preservation; and (3) intellectual property. I participated in the last of these, and in the
plenary sessions. More information about the
action items and the conference in general will
be available from the Council on Library and
Information Resources[1], which is publishing
a white paper on the meeting in March. Rather
than repeat those action items, I want to talk
about some of the significant areas which are
not action-oriented, but which represent 7 The Folk Heritage Collections in Crisis conference
Michael Seadle Library Hi Tech
Volume 19 . Number 1 . 2001 . 7±9 Library Hi Tech Volume 19 . Number 1 . 2001 . 7±9 Conference demography To understand the discourse, it is essential to
know who participated. Roughly four
communities had representation: (1) folklorists; (2) librarians/archivists; (3) technologists; and (4) lawyers. But the standards for digital preservation
received relatively little attention. This was
partly because other groups were working on
those standards. Research Libraries Group
(RLG) is preparing a magnetic media manual,
and the Library of Congress (LC) is
establishing standards for its own massive
multimedia digitization project. It was also
partly because issues like sampling rates and file
formats are easier to solve than the choices of
which items to preserve first, and where to find
the financial resources to make that possible. Is
a unique copy of linguistic interviews of Yiddish
speakers in now-nonexistent eastern European
villages more important to preserve than an
anthropologist's interview with tribal elders
who are now having second thoughts about how
widely they should share secret knowledge? It is
an unanswerable question, but in a world of
limited resources, someone or some institution
may well have to decide. The folklorists were mainly people who went
out into the field, did interviews, recorded them
on various media, and have a long-term
relationship with particular cultural
communities. Those communities included
native Americans and urban immigrants; they
involved multiple languages and a wide range of
technology. The librarians and archivists were
mainly degreed professionals from established
institutions, though at least one major private
collector attended as well. The technologists
were more diverse. Some had special expertise
in making materials available digitally. Others
were experts in sound and sound reformatting. The lawyers overwhelmingly worked with
copyright issues, sometimes for rights holders,
sometimes for organizations wanting access. The majority of participants were over 40,
perhaps even over 50. Women outnumbered
men, perhaps because librarians outnumbered
technologists. Although pinstriped suits were
not greatly in evidence (admittedly I wore one),
and ties essentially vanished for the Saturday
session (I wore turtlenecks both days), the
men's clothing was consistently more
conservative than what I see on staff in my
library. Even those few jeans wearers balanced
their informality with a suit jacket. Female
participants followed similar patterns: the only
actual color in the room came from two red
sweaters and one red scarf. Copyright Most people in the room saw the US
copyright law as a barrier which neither upheld
the rights of people of non-European origin, nor
facilitated the free movement of information
that is key to the intellectual and educational
enterprises. Yet they recognized that they had
to deal with it, with its quirks and unclarities,
and with the lawyers who knew how to deal
with it. They did not like it, and had no
collective urge to learn enough to exploit those
loopholes and options that do exist. Nor did
they take comfort in the excellent suggestion
that a wealth of public domain materials
remains to be exploited. While such concerns surfaced again and
again, and clearly represented the prime
intellectual property concern for a significant
group of the ethnographic community, the
debate focused ultimately on US law. One
participant argued that ``bits want to be free''. He meant that digital objects should be shared
regardless of the law. Others argued for
changing US copyright law to limit ownership
rights and increase access. One man with a rich
southern accent insisted that this could be
done, and that he knew the right committee
chairman to make it happen. His conviction
and self-assurance were persuasive, yet most of
us did not believe him. Memories of past
lobbying failures were too vivid to erase. The access issue that received little discussion
because of widespread agreement was
metadata. Most people seemed to prefer
encoded archival description (EAD). EAD has
flaws. It does not offer enough detail on
copyright and usage restrictions, though it has
tags for both. And it does not offer enough
detail for describing the nature of sound files. These weaknesses can be remedied with a few
modifications. Most people in the room saw the US
copyright law as a barrier which neither upheld
the rights of people of non-European origin, nor
facilitated the free movement of information
that is key to the intellectual and educational
enterprises. Yet they recognized that they had
to deal with it, with its quirks and unclarities,
and with the lawyers who knew how to deal
with it. They did not like it, and had no
collective urge to learn enough to exploit those
loopholes and options that do exist. Nor did
they take comfort in the excellent suggestion
that a wealth of public domain materials
remains to be exploited. Conclusion A conference like this is not an end-point, but
part of a process of discourse about how libraries
and archives handle the increasingly diverse
kinds of materials that scholars find interesting. A follow-on discussion will take place at the
American Library Association in Washington in
January 2001. No one expects quick solutions to
the problems. What is interesting is how much
agreement there is on issues like digital
preservation and the use of EAD. I do not wish
to exaggerate. Both are still controversial in the
larger library and archival world, and many
problems remain to be solved. But progress has
been made. Peggy Bolger of the Library of
Congress especially deserves thanks for
organizing the conference and for providing an
intellectual framework for further work. Note 1
http://www.clir.org/ 1
http://www.clir.org/ Bloch, M. (1953), The Historian's Craft, translated by Peter
Putnam, Vintage, New York, NY. ACCESS Conference participants recognized that access
is difficult enough for materials in established
archives that belong to well-known institutions. No one knew how much unique oral material
sits in private collections in attics and
basements. Art Silverman of National Public
Radio talked about his experiences with the Lost
and Found Sound program, where people would
call in with odd and invaluable items, such as
the 78 rpm recording of a man who talked
about having heard Abraham Lincoln give the
Gettysburg address. Only one avowed private Copyright Tony Seeger, Professor of Ethnomusicology at
UCLA, put copyright in the context of the web
of agreements that govern objects in all
archives. This helped participants step back
from viewing copyright as only a part of the US
law, and to consider how non-Eurocentric
societies think about the ownership of their
words, music, art, and artifacts. Although no
single answer was possible, even for native
American societies, one theme emerged
strongly: ownership matters. Often the
ownership rights belong to no individual, and
sometimes custom limits access rights explicitly The point is that the 100 invited participants
were mainly middle-aged, established, upper-
echelon professionals. Virtually everyone knew
at least some other participants. They were
conference-going veterans whose social and
intellectual backgrounds had a lot in common. 8 Library Hi Tech
Volume 19 . Number 1 . 2001 . 7±9 The Folk Heritage Collections in Crisis conference
Michael Seadle The Folk Heritage Collections in Crisis conference
Michael Seadle Volume 19 . Number 1 . 2001 . 7±9 to an elite. An argument was made that a tribe
should have a say in how its intellectual
property is used. The counter argument was
that such communities are too ill defined: who
really belongs and which faction should control
such decision making? collector had been invited to the conference. His collection is unusually large and notable. Other secret collectors came, too. I admit to
having a secret stash of oral history tapes in my
desk drawer. Probably others at the conference
could make similar confessions. Why do we not
donate them to institutions that could improve
access? Sloth? Privacy concerns? The stupidity
of the questions we asked? The problem
embraces these issues and more. such decision making? While such concerns surfaced again and
again, and clearly represented the prime
intellectual property concern for a significant
group of the ethnographic community, the
debate focused ultimately on US law. One
participant argued that ``bits want to be free''. He meant that digital objects should be shared
regardless of the law. Others argued for
changing US copyright law to limit ownership
rights and increase access. One man with a rich
southern accent insisted that this could be
done, and that he knew the right committee
chairman to make it happen. His conviction
and self-assurance were persuasive, yet most of
us did not believe him. Memories of past
lobbying failures were too vivid to erase. Reference Bloch, M. (1953), The Historian's Craft, translated by Peter
Putnam, Vintage, New York, NY. 9
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ОЦК→ГПУ→ОЦК ПРЕВРАЩЕНИЯ КАК МЕХАНИЗМЫ СВЕРХПЛАСТИЧНОСТИ И ФОРМИРОВАНИЯ НАНОКРИСТАЛЛИЧЕСКИХ СТРУКТУР В СПЛАВАХ НА ОСНОВЕ НИКЕЛИДА ТИТАНА И ВАНАДИЯ
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Международная конференция "Физическая мезомеханика. Материалы с многоуровневой иерархически организованной структурой и интеллектуальные производственные технологии"
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cc-by
| 721
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МЕЖДУНАРОДНАЯ КОНФЕРЕНЦИЯ
«Физическая мезомеханика.
Материалы с многоуровневой иерархически
организованной структурой и интеллектуальные
производственные технологии» 6–10 сентября 2021 г. Томск, Россия Д
Д
1,2Тюменцев А.Н., 1,2Дитенберг И.А., 1,2Суханов И.И.
1Институт физики прочности и материаловедения СО РАН, Томск
2Томский государственный университет, Томск Изучены закономерности структурных превращений в условиях сверхвысокой
технологической пластичности и формирования наноструктурных состояний при больших
пластических деформациях сплавов на основе никелида титана и ванадия прокаткой и
кручением на наковальнях Бриджмена при комнатной температуре. В сплаве TiNi(Fe,Mo) в процессе пластической деформации кручением под давлением
при
величинах
истинной
логарифмической
деформации
е
≈
5-6
получено
нанокристаллическое (аморфно-кристаллическое) структурное состояние с размерами
нанозерен (d ≈ 10-15 Å) в несколько межатомных расстояний (рис. 1). Это предельная
(максимально возможная) степень наноструктурирования кристалла, когда более половины
атомов границ нанозерен и их тройных стыков находится в аморфном состоянии. Механизмами формирования таких состояний являются В2→В19′→В2 превращения
путем их многократного повторения в процессе повышения степени деформации и
квазивязкий механизм переориентации потоками неравновесных точечных дефектов в полях
высоких локальных градиентов (моментов) напряжений. Эти механизмы отражают
реализацию качественно разных мод дисторсии. Первый осуществляется с участием
единственной моды деформации – однородной деформации мартенситного превращения
типа деформации Бейна. Второй обеспечивает повороты кристаллической решетки,
отражающие антисимметричную часть тензора дисторсии в стесненных условиях
деформации или полях локальных градиентов (моментов) напряжений. а
б
Рис. 1. Картины микродифракции наноструктурных состояний с размерами нанозерен
d ≈ 40 (а) и (10-15) Å (б) после деформации сплава TiNi(Fe, Mo) на наковальнях
Бриджмена при величинах истинной логарифмической деформации е ≈ 3 (а) и 6 (б)
40
-1
1 А
<110>
15
-1
1 А
B2
<200> B2
<112> B2
10
-1
1 А б
<110>
15
-1
1 А
B2
<200> B2
<112> B2
10
-1
1 А а
40
-1
1 А б а Рис. 1. Картины микродифракции наноструктурных состояний с размерами нанозерен
d ≈ 40 (а) и (10-15) Å (б) после деформации сплава TiNi(Fe, Mo) на наковальнях
Бриджмена при величинах истинной логарифмической деформации е ≈ 3 (а) и 6 (б) Основными факторами формирования указанных выше предельных аморфно-
кристаллических структур в никелиде титана являются: Основными факторами формирования указанных выше предельных аморфно
кристаллических структур в никелиде титана являются: 1. Низкая дислокационная активность в В2 фазе TiNi сплавов, определяющая высокий
уровень деформирующих напряжений и связанных с ними неравновесных дислокационно-
дисклинационных субструктур – источников высоких локальных градиентов (моментов)
наномасштабного уровня, определяющих характерные размеры микрообъемов, способных
быть зародышами новых кристаллитов, и определяющих размеры субмикро- или нанозерен и
субзерен. 1. Низкая дислокационная активность в В2 фазе TiNi сплавов, определяющая высокий
уровень деформирующих напряжений и связанных с ними неравновесных дислокационно-
дисклинационных субструктур – источников высоких локальных градиентов (моментов)
наномасштабного уровня, определяющих характерные размеры микрообъемов, способных
быть зародышами новых кристаллитов, и определяющих размеры субмикро- или нанозерен и
субзерен. DOI: 10.17223/978-5-907442-03-0-2021-040
ОЦК→ГПУ→ОЦК ПРЕВРАЩЕНИЯ КАК МЕХАНИЗМЫ СВЕРХПЛАСТИЧНОСТИ
И ФОРМИРОВАНИЯ НАНОКРИСТАЛЛИЧЕСКИХ СТРУКТУР В СПЛАВАХ НА
ОСНОВЕ НИКЕЛИДА ТИТАНА И ВАНАДИЯ
1,2Тюменцев А.Н., 1,2Дитенберг И.А., 1,2Суханов И.И.
1Институт физики прочности и материаловедения СО РАН, Томск
2Томский государственный университет Томск Д
Д
1,2Тюменцев А.Н., 1,2Дитенберг И.А., 1,2Суханов И.И. 1Институт физики прочности и материаловедения СО РАН, Томс
2Томский государственный университет, Томск Работа выполнена в рамках государственного задания ИФПМ СО РАН, номер
FWRW-2021-0008. Д
Д
1,2Тюменцев А.Н., 1,2Дитенберг И.А., 1,2Суханов И.И.
1Институт физики прочности и материаловедения СО РАН, Томск
2Томский государственный университет, Томск 2. Снижение в зонах В2→В19`→В2 превращений интенсивности диффузионных
механизмов релаксации микроструктуры (например, диффузионного роста нанозерен) 2. Снижение в зонах В2→В19`→В2 превращений интенсивности диффузионных
механизмов релаксации микроструктуры (например, диффузионного роста нанозерен) 69 вследствие уменьшения в этих зонах запасенной энергии деформации при высокой
плотности низкоэнергетических двойниковых границ специального типа. Пластическая деформация путем многократной последовательности ОЦК→ГПУ→ОЦК
превращений в указанном выше TiNi сплаве и малоактивируемом ванадиевом сплаве V-4Ti-
4Cr обеспечивает возможность их сверхвысокой технологической пластичности –
способности к неограниченным (е > 7) степеням деформации при комнатной температуре
без каких-либо промежуточных отжигов. Эта возможность, в отличие от способности к
измельчению зеренной структуры, слабо зависит от характеристик прочности или
стабильности кристаллической решетки. Важными условиями ее реализации являются
высокая эффективность процессов релаксации неравновесных динамических структур,
формирующихся в процессе многократного повторения этих превращений, и геометрии
деформирующих напряжений, обеспечивающей высокие компоненты сжатия в направлениях
типа <110> в процессе как прямого (ОЦК→ГПУ), так и обратного (ГПУ→ОЦК)
превращений. Обсуждаются атомные механизмы деформации и переориентации кристалла в зонах
ОЦК→ГПУ→ОЦК превращений в условиях одновременной реализации мартенситной и
квазивязкой моды деформации в зависимости от структурного состояния, свойств материала
и условий (температура, скорость и др.) деформации. Работа выполнена в рамках государственного задания ИФПМ СО РАН, номер
FWRW-2021-0008. 70
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https://openalex.org/W4382394664
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https://infoscience.epfl.ch/record/304132/files/document.pdf
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English
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United States politicians’ tone became more negative with 2016 primary campaigns
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Scientific reports
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cc-by
| 12,908
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United States politicians’ tone
became more negative with 2016
primary campaigns
OPEN Jonathan Külz 1, Andreas Spitz 2, Ahmad Abu‑Akel 3, Stephan Günnemann 1 & Robert West 4 There is a widespread belief that the tone of political debate in the US has become more negative
recently, in particular when Donald Trump entered politics. At the same time, there is disagreement
as to whether Trump changed or merely continued previous trends. To date, data-driven evidence
regarding these questions is scarce, partly due to the difficulty of obtaining a comprehensive,
longitudinal record of politicians’ utterances. Here we apply psycholinguistic tools to a novel,
comprehensive corpus of 24 million quotes from online news attributed to 18,627 US politicians in
order to analyze how the tone of US politicians’ language as reported in online media evolved between
2008 and 2020. We show that, whereas the frequency of negative emotion words had decreased
continuously during Obama’s tenure, it suddenly and lastingly increased with the 2016 primary
campaigns, by 1.6 pre-campaign standard deviations, or 8% of the pre-campaign mean, in a pattern
that emerges across parties. The effect size drops by 40% when omitting Trump’s quotes, and by 50%
when averaging over speakers rather than quotes, implying that prominent speakers, and Trump
in particular, have disproportionately, though not exclusively, contributed to the rise in negative
language. This work provides the first large-scale data-driven evidence of a drastic shift toward a more
negative political tone following Trump’s campaign start as a catalyst. The findings have important
implications for the debate about the state of US politics. A vast majority of Americans—85% in a representative survey by the Pew Research Center1—have the impression
that “the tone and nature of political debate in the United States has become more negative in recent years”. Many
see a cause in Donald Trump, who a majority (55%) think “has changed the tone and nature of political debate
[...] for the worse”, whereas only 24% think he “has changed it for the better”1. The purpose of the present article
is to investigate whether these subjective impressions reflect the true state of US political discourse.hhf g
jl
The answer to this question comes with tangible societal implications: The use of negative affective language
in a political debate can worsen the audience’s image of the attacker and of the attackee, while inducing a gen-
eralized negative mood2. www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2023) 13:10495 www.nature.com/scientificreports/ to analyze political leaders’ psychological attributes such as certainty and analytical thinking22; to quantify the
turbulence of Trump’s presidency23; or to measure the effect of linguistic features on the success of US presidential
candidates24 and on public approval of US Congress25. A combination of political discourse analysis and psycho-
logical measurement tools has further been applied to obtain insights into the personality traits and sentiments
of politicians in general26,27, as well Donald Trump in particular28–31. g
One limiting factor in the above-cited works is the representativeness and completeness of the underlying
data, since subtle social or political behavior may only reveal itself in sufficiently big and rigorously processed
data32,33. On the one hand, Congressional records20,21,25 and transcripts of public speeches22,24 record scarce
events and do not mirror political discourse as perceived by the average American, whose subjective impression
of growing negativity we aim to compare with objective measurements of politicians’ language. On the other
hand, news text, despite being a better proxy for the average American’s exposure to political discourse, for the
most part does not capture politicians’ utterances directly, but largely reports events (laced with occasional direct
quotes) and frequently focuses on a commentator’s perspective. Additionally, most of the above-cited linguistic
analyses are not longitudinal in nature, but focus on specific points in time. i
Transcending these shortcomings, we take a novel approach leveraging Quotebank34, a recently released
corpus of nearly a quarter-billion (235 million) unique quotes extracted from 127 million online news articles
published by a comprehensive set of online news sources over the course of nearly 12 years (September 2008 to
April 2020) and automatically attributed to the speakers who likely uttered them by a machine learning algo-
rithm. By focusing on US politicians, we derived a subset of 24 million quotes by 18,627 speakers, enriched with
biographic information from the Wikidata knowledge base35. (Details about data in “Materials and methods”.)
As no comparable dataset of speaker-attributed quotes was available before, Quotebank enables us to analyze the
tone of US politicians’ public language (as seen through the lens of online news media) at a level of representa-
tiveness and completeness that was previously impossible, without confounding politicians’ direct utterances
with the surrounding news text. www.nature.com/scientificreports/ g
In order to quantify the prevalence of negative language over time, we use established psycholinguistic tools36
to score each quote with respect to its emotional content, aggregate quotes by month, and work with the result-
ing time series. Anchored in the average American’s subjective perception that Donald Trump has changed the
tone and nature of political debate (see above), we hypothesized the start of his primary campaign in June 2015
as an incision point and fitted linear regression models37 with a discontinuity in June 2015 to the time series, as
illustrated in Fig. 1. Figure 1. Quantifying the evolution of negative language in US politics (2008–2020). (a) The black points show
the fraction of negative emotion words, averaged monthly over all quotes from all 18,627 quoted politicians. The
red vs. blue background shows the quote share of Trump vs. Obama (if Trump had T quotes and Obama had O
quotes in a given month, the respective red bar covers a fraction T/(T + O) of the full y-range). Whereas the
frequency of negative emotion words had decreased continuously during the first 6.5 years of Obama’s tenure,
it suddenly and lastingly increased in June 2015, when Trump’s primary campaign started and his quote share
began to surpass Obama’s. (b) Regression analysis: The black points again show the fraction of negative emotion
words, but now as z-scores (i.e., after subtracting the pre-campaign mean and dividing by the pre-campaign
standard deviation). In red, we plot regression lines for the periods before and after June 2015. The coefficients
of the ordinary least squares regression model yt = α0 + β0 t + α it + β it t + εt (where t is the number of
months since June 2015, and it indicates whether t ≥0 ; cf. Eq. (1)) quantify the slopes of both lines, as well as
the sudden increase of α = 1.6 pre-campaign standard deviations coinciding with the discontinuity in June 2015
( t = 0 ), as visualized. Figure 1. Quantifying the evolution of negative language in US politics (2008–2020). (a) The black points show
the fraction of negative emotion words, averaged monthly over all quotes from all 18,627 quoted politicians. The
red vs. blue background shows the quote share of Trump vs. United States politicians’ tone
became more negative with 2016
primary campaigns
OPEN Furthermore, a negative tone of coverage can hurt the level of support and perceived
legitimacy of political institutions3, resulting in a decrease of trust in political processes4. As politics impacts
nearly every aspect of our personal lives5, changes in political climate can directly affect not only politics itself,
but also the well-being of all citizens. g
Although longitudinally conducted voter surveys, notably the American National Election Studies, have
shown that negative affect towards members of the other party6–8, polarization9, and partisan voting10 have
steadily increased over the last decades, such survey-based studies do not directly measure the tone of politi-
cal debate—a linguistic phenomenon—and thus cannot answer whether Americans’ impression of increased
negativity is accurate. In contrast, we analyze US politicians’ language as conveyed through the media directly,
in an objective, data-driven manner, asking: First, is it true that US politicians’ tone has become more negative
in recent years? Second, if so, did Donald Trump’s entering the political arena bring about an abrupt shift11,12, or
did it merely continue a previously existing trend13,14? y
y
g
Our methodology (for details, see “Materials and methods”) draws on a long history of research on the
language of politics and its function in democracies15–18. For instance, prior work has used records of spoken
and written political language to establish the prevalence of negative language among political extremists19; to
quantify growing partisanship and polarization20, as well as displayed happiness21, among US Congress members; 1Department of Computer Science, Technical University of Munich, Munich, Germany. 2Department of Computer
and Information Science, University of Konstanz, Konstanz, Germany. 3School of Psychological Sciences,
University of Haifa, Haifa, Israel. 4School of Computer and Communication Sciences, Ecole Polytechnique Fédérale
de Lausanne, Lausanne, Switzerland. *email: robert.west@epfl.ch | https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ The results (cf. Fig. 1) provide clear evidence of a sudden shift coinciding with the hypothesized discontinuity
at the start of Trump’s primary campaign in June 2015, when the overall political tone became abruptly more
negative. The effect was large and highly significant: the frequency of negative emotion words soared by 1.6
pre-campaign standard deviations, or by 8% of the pre-campaign mean. Although the data from the start of the
available period (around the 2008 presidential election) suggests that language was highly negative during that
time as well, negative language then decreased continuously during Obama’s tenure. However, this trend came
to an end with the June 2015 discontinuity, and the level of negative language remained high in the subsequent
period, indicating persistent negativity in political discourse not only during election campaigns, but also in
day-to-day politics. Similar effects were observed for specific subtypes of negative language (anger, anxiety, and
sadness), as well as for swearing terms. Qualitatively, the patterns are universal, emerging within each party
and within strata of speaker prominence. Quantitatively, the language of Democrats, more prominent speakers,
Congress members, and members of the opposition party is, ceteris paribus, overall more negative, but the shift at
the discontinuity remains (and more strongly so for Republicans) when adjusting for these biographic attributes.hft y
g y
j
g
g
These population-level effects are not the results of systematic shifts in the distribution of quoted politicians,
but are mirrored at the individual level for a majority of the most-quoted politicians. Moreover, the effect size
drops by 40% when omitting Donald Trump’s quotes from the analysis, and by 50% when weighing each speaker
equally, rather than by the number of their quoted utterances (but the effect remains highly significant in both
cases). Both findings imply that prominent speakers—and particularly Donald Trump—have disproportionately,
though not exclusively, contributed to the rise in negative language.i g
y
g
g
g
Taken together, these results objectively confirm the subjective impression held by most Americans1: recent
years have indeed seen a profound and lasting change toward a more negative tone in US politicians’ language
as reflected in online news, with the 2016 primary campaigns acting as a turning point. Moreover, contrary to
some commentators’ assessment13,14, Donald Trump’s appearance in the political arena was linked to a directional
change, rather than a continuation of previously existing trends in political tone. www.nature.com/scientificreports/ Whether these effects are fully
driven by changes in politicians’ behavior or whether they are exacerbated by a shifting selection bias on behalf
of the media remains an important open question (see “Discussion”). Either way, the results presented here have
implications for how we see both the past and the future of US politics. Regarding the past, they emphasize the
symptoms of growing toxicity in US politics from a new angle. Regarding the future, they highlight the danger
of a positive feedback loop of negativity. Results To quantify negative language in quotes, we used Linguistic Inquiry and Word Count (LIWC)36, which provides
a dictionary of words belonging to various linguistic, psychological, and topical categories, and whose validity
has been established by numerous studies in different contexts and domains38–40. We computed a negative-
emotion score for each of the 24 million quotes via the percentage of the quote’s constituent words that belong
to LIWC’s negative emotion category. Analogously, we computed scores for LIWC’s three subcategories of the
negative emotion category—anger, anxiety, and sadness—as well as for the swear words category. We collectively
refer to these five categories as “negative language”. As a robustness check, we replicated the analysis using the
dictionary provided by Empath41 instead of LIWC. In contrast to LIWC, the categories in Empath’s dictionary
were not hand-crafted but generated by a deep-learning model based on a small set of seed words. The results,
which are consistent with those from the LIWC-based analysis, are provided in Figs. S1, S2, S3, and S4, and in
Supplementary Table S1. pp
y
In order to obtain a time series for each word category, we averaged individual quote scores by month. By
giving each quote the same weight when averaging, we obtain quote-level aggregates; by giving each speaker the
same weight, speaker-level aggregates. (Formal definitions in “Materials and methods”.) Quote-level aggregates
give more weight to more frequently quoted politicians, and thus better capture the overall tone of political
language as reflected in the news. Whenever, on the contrary, we reason about politicians, rather than about
the overall media climate created by all politicians’ joint output, we use speaker-level aggregates as the more
appropriate aggregation.i pp
p
gg
g
Table 1 summarizes the prevalence of the above five word categories via the means and standard deviations
of the respective quote-level aggregates during the pre-campaign period (September 2008 through May 2015). Word category
Mean µ
Std. dev. σ
1/µ
σ/µ
Negative emotion
0.01853
0.00090
54
4.8%
Anger
0.00647
0.00055
155
8.4%
Anxiety
0.00295
0.00022
339
7.3%
Sadness
0.00351
0.00014
285
4.1%
Swear words
0.00043
0.00015
2329
33.9% Table 1. Overall statistics of LIWC negative-language word categories. Means µ and standard deviations σ
were calculated over monthly quote-level aggregates from the pre-campaign period (September 2008–May
2015). The value n = 1/µ in the fourth column implies that, in an average quote, on average every n-th word
belongs to the respective category. www.nature.com/scientificreports/ Obama (if Trump had T quotes and Obama had O
quotes in a given month, the respective red bar covers a fraction T/(T + O) of the full y-range). Whereas the
frequency of negative emotion words had decreased continuously during the first 6.5 years of Obama’s tenure,
it suddenly and lastingly increased in June 2015, when Trump’s primary campaign started and his quote share
began to surpass Obama’s. (b) Regression analysis: The black points again show the fraction of negative emotion
words, but now as z-scores (i.e., after subtracting the pre-campaign mean and dividing by the pre-campaign
standard deviation). In red, we plot regression lines for the periods before and after June 2015. The coefficients
of the ordinary least squares regression model yt = α0 + β0 t + α it + β it t + εt (where t is the number of
months since June 2015, and it indicates whether t ≥0 ; cf. Eq. (1)) quantify the slopes of both lines, as well as
the sudden increase of α = 1.6 pre-campaign standard deviations coinciding with the discontinuity in June 2015
( t = 0 ), as visualized. https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 | Table 1. Overall statistics of LIWC negative-language word categories. Means µ and standard deviations σ
were calculated over monthly quote-level aggregates from the pre-campaign period (September 2008–May
2015). The value n = 1/µ in the fourth column implies that, in an average quote, on average every n-th word
belongs to the respective category. The coefficients of variation, σ/µ , shown in the fifth column, allow to easily
translate pre-campaign standard deviations (as shown on the y-axes of time series plots) into fractions of pre-
campaign means. The most frequent words per category are listed in Supplementary Tables S2 and S3. Results (k–o) Quote-
level aggregation by party performs the analysis of (a–e), but separately for quotes from Democrats vs. Republicans (coefficients omitted for clarity; cf. Supplementary Tables S8 and S9). Significance of regression
coefficients: ***p < 0.001 , **p < 0.01 , * p < 0.05 . We observe drastic shifts toward a more negative tone at the
modeled June 2015 discontinuity (Trump’s campaign start). Figure 2. Temporal evolution of negative language. Columns correspond to negative-language word categories
from LIWC; rows correspond to aggregation methods for computing monthly averages. Points show monthly
averages, expressed as pre-campaign z-scores (i.e., subtracting pre-campaign mean from raw frequency values,
and dividing by pre-campaign standard deviation). Lines (with 95% confidence intervals) were obtained via
ordinary least squares regression, with coefficients shown in legends (cf. Eq. (1) and Fig. 1b for interpretation
of coefficients; tabular summary in Supplementary Tables S4, S6, S8, S9). (a–e) Quote-level aggregation micro-
averages over all quotes per month, i.e., speakers have weight proportional to their number of quotes in the
respective month. Panel (a) shows the same data as Fig. 1. (f–j) Speaker-level aggregation macro-averages by
speaker, i.e., all speakers with at least one quote in a given month have equal weight in that month. (k–o) Quote-
level aggregation by party performs the analysis of (a–e), but separately for quotes from Democrats vs. Republicans (coefficients omitted for clarity; cf. Supplementary Tables S8 and S9). Significance of regression
coefficients: ***p < 0.001 , **p < 0.01 , * p < 0.05 . We observe drastic shifts toward a more negative tone at the
modeled June 2015 discontinuity (Trump’s campaign start). We observe that one in 54 words expresses a negative emotion; one in 155, anger; one in 339, anxiety; and one in
285, sadness. Swear words, at a rate of one in 2329, are least common. Given this wide range of frequencies, and
in order to make effect sizes comparable across word categories, we standardize all monthly scores category-wise
by subtracting the respective pre-campaign mean and dividing by the respective pre-campaign standard devia-
tion. To facilitate the comparability and interpretability of results, standardization always uses the means and
standard deviations computed on quote-level aggregates involving all speakers, even in analyses of speaker-level
aggregates or of quote-level aggregates when omitting individual speakers. The resulting effect sizes, in units of
pre-campaign standard deviations, become more palpable when expressed as multiples of the corresponding
pre-campaign means. Results The coefficients of variation, σ/µ , shown in the fifth column, allow to easily
translate pre-campaign standard deviations (as shown on the y-axes of time series plots) into fractions of pre-
campaign means. The most frequent words per category are listed in Supplementary Tables S2 and S3. https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 | www.nature.com/scientificreports/ Figure 2. Temporal evolution of negative language. Columns correspond to negative-language word categories
from LIWC; rows correspond to aggregation methods for computing monthly averages. Points show monthly
averages, expressed as pre-campaign z-scores (i.e., subtracting pre-campaign mean from raw frequency values,
and dividing by pre-campaign standard deviation). Lines (with 95% confidence intervals) were obtained via
ordinary least squares regression, with coefficients shown in legends (cf. Eq. (1) and Fig. 1b for interpretation
of coefficients; tabular summary in Supplementary Tables S4, S6, S8, S9). (a–e) Quote-level aggregation micro-
averages over all quotes per month, i.e., speakers have weight proportional to their number of quotes in the
respective month. Panel (a) shows the same data as Fig. 1. (f–j) Speaker-level aggregation macro-averages by
speaker, i.e., all speakers with at least one quote in a given month have equal weight in that month. (k–o) Quote-
level aggregation by party performs the analysis of (a–e), but separately for quotes from Democrats vs. Republicans (coefficients omitted for clarity; cf. Supplementary Tables S8 and S9). Significance of regression
coefficients: ***p < 0.001 , **p < 0.01 , * p < 0.05 . We observe drastic shifts toward a more negative tone at the
modeled June 2015 discontinuity (Trump’s campaign start). Figure 2. Temporal evolution of negative language. Columns correspond to negative-language word categories
from LIWC; rows correspond to aggregation methods for computing monthly averages. Points show monthly
averages, expressed as pre-campaign z-scores (i.e., subtracting pre-campaign mean from raw frequency values,
and dividing by pre-campaign standard deviation). Lines (with 95% confidence intervals) were obtained via
ordinary least squares regression, with coefficients shown in legends (cf. Eq. (1) and Fig. 1b for interpretation
of coefficients; tabular summary in Supplementary Tables S4, S6, S8, S9). (a–e) Quote-level aggregation micro-
averages over all quotes per month, i.e., speakers have weight proportional to their number of quotes in the
respective month. Panel (a) shows the same data as Fig. 1. (f–j) Speaker-level aggregation macro-averages by
speaker, i.e., all speakers with at least one quote in a given month have equal weight in that month. Results A data-driven analysis, conducted ex post, revealed that June 2015 is in fact the optimal
discontinuity for modeling the data: out of 140 regression models analogous to Eq. (1), but each using another
one of the 140 months of our analysis period as the discontinuity, the model with the June 2015 discontinuity
yielded the best fit for negative emotion words and anger (Supplementary Fig. S5). (For anxiety and sadness,
slightly better fits were obtained when using different discontinuities; for swear words, a 2009 discontinuity led
to a better fit due to outliers around that time; see Supplementary Fig. S5). Role of speaker prominence. When repeating the analysis using speaker-level, rather than quote-level,
aggregates, i.e., weighing all speakers equally when averaging, all of the above effects persisted qualitatively, but
were reduced quantitatively (Fig. 2f–j): in each of the five word categories, the immediate increase α at the June
2015 discontinuity dropped by between one-third and one-half, remaining significant for negative emotions,
anger, and swear words ( p = 9.1 × 10−5, 0.0025, and 0.030, respectively), but becoming non-significant for
anxiety and sadness ( p = 0.11 and 0.43, respectively). The change of slope observed in the quote-level analysis
also persisted in the speaker-level analysis.hff The fact that speaker-level effects are weaker than quote-level effects indicates that prominent, highly quoted
speakers contribute disproportionally to the increase in negative language. To confirm this conclusion more
directly, we divided the speakers into four quartiles with respect to the number of quotes attributed to them,
and repeated the speaker-level analysis for each quartile individually. Figure 3 shows (1) that the abrupt increase
in negative emotion words emerges in all strata of speaker prominence except the least prominent stratum, and Figure 3. Role of speaker prominence. The set of 18,627 US politicians was split into four evenly-sized quartiles
with respect to their total number of quotes (i.e., prominence); each panel shows the time series for negative
emotion words obtained by performing monthly speaker-level aggregation on the respective quartile separately. That is, the figure shows the data of Fig. 2f after stratifying speakers by prominence. Lines (with 95% confidence
intervals) were obtained via ordinary least squares regression, with coefficients in legends (cf. Eq. (1) and Fig. 1b
for interpretation of coefficients) (tabular summary of regression coefficients in Supplementary Tables S11,
S12, S13, and S14). Results (For anxiety and sadness,
slightly better fits were obtained when using different discontinuities; for swear words, a 2009 discontinuity led
to a better fit due to outliers around that time; see Supplementary Fig. S5). g
pi
g
gi
We first focus on the time series of quote-level aggregates (Fig. 2a–e). The regression coefficients indicate a
significant, sudden increase in the relative frequency of negative emotion words (Fig. 2a) in June 2015, by α = 1.6
( p = 4.1 × 10−6 ) pre-campaign standard deviations (SD), translating to a relative increase of 8% over the pre-
campaign mean (cf. Table 1). All three subcategories of negative emotion words, as well as swear words, also saw
significant jumps in June 2015: anger, by 1.3 SD ( +11% of the pre-campaign mean, p = 0.0015 , Fig. 2b); anxiety,
by 1.5 SD ( +11% , p = 5.6 × 10−4 , Fig. 2c); sadness, by 0.86 SD ( +4% , p = 0.021 , Fig. 2d); and swear words, by
0.92 SD ( +31% , p = 2.9 × 10−6 , Fig. 2e). Note that the pre-campaign regression line for swear words (Fig. 2e)
underestimates the values just before the discontinuity, mostly due to outliers at the left boundary (2008/09). For
swear words, the actual June 2015 jump should thus be considered to be smaller than the estimate α . The June
2015 discontinuity was not only associated with a sudden increase in negative language, but also with a change
in slope: whereas the frequency of negative emotion words (Fig. 2a) had steadily and significantly decreased over
the first 6.5 years of Obama’s tenure by β0 = −0.023 SD per month ( p = 9.5 × 10−7 ), i.e., by about a quarter
SD per year, this trend came to a halt in June 2015, with a (non-significantly) positive slope of β0 + β = 0.0076
(compound p = 0.21 ) from June 2015 onward. These results hold when removing outlier months whose quote-
level aggregate score lies more than three standard deviations from the mean (Supplementary Fig. S1, S5 and S7). gg g
pp
y
g
We emphasize that the June 2015 discontinuity was chosen ex ante based on incoming hypotheses grounded
in the general public’s subjective impression that Donald Trump’s entering the political scene had changed the
tone of US politics1. Results For this purpose, the rightmost column of Table 1 lists coefficients of variation, i.e., ratios
of standard deviations and means. Temporal evolution of negative language. Figure 2 visualizes the evolution of negative language
between September 2008 and April 2020, with one row per aggregation method, one column per word category,
and one point per monthly aggregate score. In order to quantify the shape of the curves, we fitted ordinary least
squares linear regression models with a discontinuity in June 2015, the starting month of Donald Trump’s pri-
mary campaign. For a given word category, we model the aggregate score yt for month t as https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 | www.nature.com/scientificreports/ yt = α0 + β0 t + α it + β it t + εt, (1) where t ∈{−81, . . . , 58} , with t = 0 corresponding to June 2015; it indicates whether t is located before vs. after
the campaign start (i.e., it = 0 for t < 0 , and it = 1 for t ≥0 ); and εt is the residual error. As illustrated in Fig. 1b,
the coefficient α captures the immediate jump coinciding with the campaign start, and β , the change in slope, such
that β0 and β0 + β describe the slopes of the regression lines before and after the campaign start, respectively. Figure 2 plots the fitted regression lines, alongside 95% confidence intervals.ihfi where t ∈{−81, . . . , 58} , with t = 0 corresponding to June 2015; it indicates whether t is located before vs. after
the campaign start (i.e., it = 0 for t < 0 , and it = 1 for t ≥0 ); and εt is the residual error. As illustrated in Fig. 1b,
the coefficient α captures the immediate jump coinciding with the campaign start, and β , the change in slope, such
that β0 and β0 + β describe the slopes of the regression lines before and after the campaign start, respectively. Figure 2 plots the fitted regression lines, alongside 95% confidence intervals.ihfi g
pi
g
,
gi
We first focus on the time series of quote-level aggregates (Fig. 2a–e). The regression coefficients indicate a
significant, sudden increase in the relative frequency of negative emotion words (Fig. Results 2a) in June 2015, by α = 1.6
( p = 4.1 × 10−6 ) pre-campaign standard deviations (SD), translating to a relative increase of 8% over the pre-
campaign mean (cf. Table 1). All three subcategories of negative emotion words, as well as swear words, also saw
significant jumps in June 2015: anger, by 1.3 SD ( +11% of the pre-campaign mean, p = 0.0015 , Fig. 2b); anxiety,
by 1.5 SD ( +11% , p = 5.6 × 10−4 , Fig. 2c); sadness, by 0.86 SD ( +4% , p = 0.021 , Fig. 2d); and swear words, by
0.92 SD ( +31% , p = 2.9 × 10−6 , Fig. 2e). Note that the pre-campaign regression line for swear words (Fig. 2e)
underestimates the values just before the discontinuity, mostly due to outliers at the left boundary (2008/09). For
swear words, the actual June 2015 jump should thus be considered to be smaller than the estimate α . The June
2015 discontinuity was not only associated with a sudden increase in negative language, but also with a change
in slope: whereas the frequency of negative emotion words (Fig. 2a) had steadily and significantly decreased over
the first 6.5 years of Obama’s tenure by β0 = −0.023 SD per month ( p = 9.5 × 10−7 ), i.e., by about a quarter
SD per year, this trend came to a halt in June 2015, with a (non-significantly) positive slope of β0 + β = 0.0076
(compound p = 0.21 ) from June 2015 onward. These results hold when removing outlier months whose quote-
level aggregate score lies more than three standard deviations from the mean (Supplementary Fig. S1, S5 and S7). We emphasize that the June 2015 discontinuity was chosen ex ante based on incoming hypotheses grounded
in the general public’s subjective impression that Donald Trump’s entering the political scene had changed the
tone of US politics1. A data-driven analysis, conducted ex post, revealed that June 2015 is in fact the optimal
discontinuity for modeling the data: out of 140 regression models analogous to Eq. (1), but each using another
one of the 140 months of our analysis period as the discontinuity, the model with the June 2015 discontinuity
yielded the best fit for negative emotion words and anger (Supplementary Fig. S5). www.nature.com/scientificreports/ (1): (2)
ygt = α0 + β0 t + α it + β it t + γ Democratg + δ Governmentg + ζ Congressg + η Femaleg + εgt, (2) where Democratg = 1 (or 0) if group g contains Democrat (or Republican) speakers, and analogously for
Governmentg , Congressg , and Femaleg.ifi where Democratg = 1 (or 0) if group g contains Democrat (or Republican) speakers, and analogously for
Governmentg , Congressg , and Femaleg.ifi g
Inspecting the fitted coefficients (shown in Fig. 4 for quote-level aggregation; for speaker-level aggregation,
see Supplementary Fig. S6), we make two observations: First, the sudden June 2015 jump α in negative language
(Fig. 4b) appears even after adjusting for the four biographic attributes. Second, we observe systematic cor-
relations of negative language with biographic attributes, whereby quotes by members of the opposition party,
Congress members, and Democrats contain, ceteris paribus, significantly more negative language. Moreover,
quotes by females contain more anxiety and sadness, and quotes by males, more negative emotion, anger, and
swear words. The fact that quotes by members of the opposition party contain more negative language may reflect
their role as corrective agents in the democratic process. The fact that quotes by Congress members contain more
negative language echoes previous work that has highlighted high-ranked politicians’ role not only as deputies Figure 4. Biographic correlates of negative language. Coefficients (with 95% confidence intervals) of ordinary
least squares regression (Eq. (2)) for modeling time series of word categories (quote-level aggregation; speaker-
level aggregation in Supplementary Fig. S6) while adjusting for party affiliation ( γ ), the party’s federal role
( δ ), Congress membership ( ζ ), and gender ( η ) (tabular summary in Supplementary Tables S15 and S16). Positive coefficients mark word categories that are, ceteris paribus, used more frequently by Democrats than by
Republicans, by members of the governing than by members of the opposition party, by Congress members
than by others, or by females than by males (and vice versa for negative coefficients). We observe that quotes
by members of the opposition party, Congress members, and Democrats contain significantly more negative
language. Importantly, the sudden June 2015 jump in negative language ( α ) remains significant after adjusting
for biographic attributes. Figure 4. Biographic correlates of negative language. Coefficients (with 95% confidence intervals) of ordinary
least squares regression (Eq. www.nature.com/scientificreports/ www.nature.com/scientificreports/ (2) that quotes by more prominent speakers generally contain more negative emotion words. (Results for other
word categories in Supplementary Fig. S3.) (2) that quotes by more prominent speakers generally contain more negative emotion words. (Results for other
word categories in Supplementary Fig. S3.) Biographic correlates of negative language. The patterns identified above—a sudden increase in neg-
ative language in June 2015 followed by a change in slope—hold across party lines, but are more pronounced
for Republicans, as seen in Fig. 2k–o, which tracks the (quote-level) evolution of negative language over time,
analogously to Fig. 2a–e, but separately for quotes by Democrats vs. Republicans (all α coefficients of Fig. 2k–o
are positive; for Republicans, all are significant ( p < 0.05 ); for Democrats, the coefficients for anger ( α = 0.57 )
and sadness ( α = 0.43 ) are non-significant ( p > 0.05)). For instance, the party-wise estimates of the June 2015
increase in negative emotion words is α = 0.89 pre-campaign SD for Democrats ( p = 0.014 ) and α = 2.3 SD
for Republicans ( p = 5.6 × 10−9). p
(p
)
We further considered the possibility that the distribution of speaker characteristics may have changed over
time; e.g., members of one party or gender may have become more frequently quoted over time. To account
for potential confounding due to such factors, we repeated the regression analysis with added control terms for
four biographic attributes: party affiliation (Republican, Democrat), the party’s federal role (Opposition, Gov-
ernment), Congress membership (Non-Congress, Congress), and gender (Male, Female; due to small sample
size, we discarded speakers of a non-binary gender according to Wikidata). For a given month, party affiliation
fully determines the party’s federal role, so for each month, the set of speakers can be partitioned into 23 = 8
speaker groups, one per valid attribute combination. We computed monthly aggregate scores ygt separately for
each speaker group g, obtaining eight aggregate data points per month, and modeled them jointly using the
following extended version of Eq. Results Significance of regression coefficients: ***p < 0.001 , **p < 0.01 , * p < 0.05 . We observe
that the abrupt increase in negative emotion words emerges in all strata of speaker prominence except the least
prominent stratum, and that quotes by more prominent speakers overall contain more negative emotion words. The figure focuses on one category of negative-language words (negative emotion); for the other four categories,
see Supplementary Fig. S3. Figure 3. Role of speaker prominence. The set of 18,627 US politicians was split into four evenly-sized quartiles
with respect to their total number of quotes (i.e., prominence); each panel shows the time series for negative
emotion words obtained by performing monthly speaker-level aggregation on the respective quartile separately. That is, the figure shows the data of Fig. 2f after stratifying speakers by prominence. Lines (with 95% confidence
intervals) were obtained via ordinary least squares regression, with coefficients in legends (cf. Eq. (1) and Fig. 1b
for interpretation of coefficients) (tabular summary of regression coefficients in Supplementary Tables S11,
S12, S13, and S14). Significance of regression coefficients: ***p < 0.001 , **p < 0.01 , * p < 0.05 . We observe
that the abrupt increase in negative emotion words emerges in all strata of speaker prominence except the least
prominent stratum, and that quotes by more prominent speakers overall contain more negative emotion words. The figure focuses on one category of negative-language words (negative emotion); for the other four categories,
see Supplementary Fig. S3. https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 | www.nature.com/scientificreports/ We further illustrate (Supplementary Fig. S10)
using as examples the two presidents (Barack Obama, Donald Trump), vice presidents (Joe Biden, Mike Pence),
and runners-up (Mitt Romney, Hillary Clinton) from the study period. Four of these six speakers were associ-
ated with a significant ( p < 0.05 ) positive α for negative emotion words, and none with a significant negative α . Interestingly, although both Donald Trump ( α = 3.6 , p = 0.026 ) and Barack Obama ( α = 3.7 , p = 0.0094 ) fol-
lowed the population-wide pattern by increasing their frequency of negative emotion words in June 2015, their
pre- and post-discontinuity slopes were opposite to the population-wide pattern: their language first became
more negative, then less negative. g
g
Next, we sought evidence whether individual politicians contributed particularly strongly to the overall
increase in negative language. We proceeded in an ablation study of the 50 most quoted speakers and all runners-
up for the 2016 Democratic and Republican primaries, totaling 61 speakers. For each of these speakers, we
repeated the quote-level regression (Fig. 2a–e) on a dataset consisting of all quotes except those from the respec-
tive speaker. If α is particularly low when removing a given speaker, that speaker contributed particularly strongly
to the overall June 2015 increase in negative language. Figure 6a shows that no single speaker’s removal leads to
an important change in α for negative emotion words, with one exception: Donald Trump. By removing Donald
Trump’s quotes, the June 2015 increase in negative emotion words drops by 40%, from α = 1.6 to α = 0.98 pre-
campaign SD (more precisely, (1.622 −0.974)/1.622 = 0.40 ). When considering quotes by Republicans only (cf. Figure 5. Role of individual politicians: single-speaker study. Results of ordinary least squares regressions
(Eq. (1)) fitted separately to the time series of each of the 200 most quoted speakers. (a–e) Each speaker’s
α coefficient (capturing the size of the June 2015 jump, with 95% confidence intervals) as a function of the
speaker’s number of quotes. Significant coefficients ( p < 0.05 ) in color, others in gray. (f–j) Fraction of speakers
with positive α among the speakers with at least n quotes, as a function of n. www.nature.com/scientificreports/ (2)) for modeling time series of word categories (quote-level aggregation; speaker-
level aggregation in Supplementary Fig. S6) while adjusting for party affiliation ( γ ), the party’s federal role
( δ ), Congress membership ( ζ ), and gender ( η ) (tabular summary in Supplementary Tables S15 and S16). Positive coefficients mark word categories that are, ceteris paribus, used more frequently by Democrats than by
Republicans, by members of the governing than by members of the opposition party, by Congress members
than by others, or by females than by males (and vice versa for negative coefficients). We observe that quotes
by members of the opposition party, Congress members, and Democrats contain significantly more negative
language. Importantly, the sudden June 2015 jump in negative language ( α ) remains significant after adjusting
for biographic attributes. https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 | www.nature.com/scientificreports/ of their own party, but also as antagonists of the opposing party, epitomized in the finding that “ideological
moderates won’t run”42 for Congress. of their own party, but also as antagonists of the opposing party, epitomized in the finding that “ideological
moderates won’t run”42 for Congress. Role of individual politicians. In order to determine to what extent the above population-level effects
mirror individual-level effects, we fitted regression models (cf. Eq. 1) to individual speakers’ time series and
analyzed the corresponding α coefficients (i.e., the size of the June 2015 jump; for completeness, β in Supple-
mentary Fig. S9). In order to avoid data sparsity issues, this analysis focuses on the 200 most-quoted speakers,
with α plotted in Fig. 5a–e. Additionally, Fig. 5f–j plots the fraction of speakers with positive α among the
speakers with at least n quotes, as a function of n. We observe that, although many individual α coefficients are
non-significant ( p > 0.05 , gray confidence intervals in Fig. 5a–e), the majority of coefficients are positive, par-
ticularly among the top most-quoted speakers (as manifested in the increasing curves of Fig. 5f–j). For instance,
for negative emotion words (Fig. 5f), all of the top four most-quoted politicians have positive α . Among the top
50, 74% have positive α ; among the top 100, 63%; and among the top 200, 59%. In other words, the June 2015
discontinuity emerges not only by aggregating at the population level, but mirrors a disruption that can also be
perceived in the most-quoted politicians’ individual language. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 6. Role of individual politicians: ablation study. Results from ordinary least squares regression (Eq. (1);
quote-level aggregation) on data sets obtained by removing all quotes by one target speaker and retaining all
quotes from all 18,626 other speakers. The 50 most quoted speakers and 11 other runner-up candidates for both
party primaries were used as target speakers. Each point shows the α coefficient (capturing the size of the June
2015 jump, with 95% confidence intervals) obtained after removing the target speaker’s quotes from the analysis,
as a function of the target speaker’s number of quotes. Dashed horizontal lines mark the coefficients obtained on
the full data set without removing any speaker (cf. Fig. 2a–e). We observe that no single speaker’s removal leads
to a notable change in α , except Donald Trump: e.g., by removing Trump’s quotes, α drops by 40% for negative
emotion words (a). Figure 6. Role of individual politicians: ablation study. Results from ordinary least squares regression (Eq. (1);
quote-level aggregation) on data sets obtained by removing all quotes by one target speaker and retaining all
quotes from all 18,626 other speakers. The 50 most quoted speakers and 11 other runner-up candidates for both
party primaries were used as target speakers. Each point shows the α coefficient (capturing the size of the June
2015 jump, with 95% confidence intervals) obtained after removing the target speaker’s quotes from the analysis,
as a function of the target speaker’s number of quotes. Dashed horizontal lines mark the coefficients obtained on
the full data set without removing any speaker (cf. Fig. 2a–e). We observe that no single speaker’s removal leads
to a notable change in α , except Donald Trump: e.g., by removing Trump’s quotes, α drops by 40% for negative
emotion words (a). Fig. 2k–o), α drops by 43% when removing Trump’s quotes, from 2.3 to 1.3 pre-campaign SD (Supplementary
Tables S9 and S10). Put differently, by adding Donald Trump’s quotes, the June 2015 increase in negative emotion
words is boosted by 63%. Note that this is not merely an artifact of Trump’s being quoted especially frequently:
Obama was quoted about twice as frequently as Trump over the course of the 12-year period, yet removing his
quotes does not notably affect the June 2015 increase in negative emotion words. Qualitatively similar results hold
for the other word categories (cf. Fig. 6b–e), in particular for swear words (Fig. www.nature.com/scientificreports/ 6e; β in Supplementary Fig. S11
for completeness). Although the size of the June 2015 jump in negative emotion words decreased drastically
when removing Trump’s quotes, note that it remained highly significant ( p = 0.0032 ). That is, Trump was the
main, but not the sole, driver of the effect. Positive emotion words. Complementary to the five word categories related to negative language ana-
lyzed above, we also conducted an exploratory analysis of positive language, as captured by LIWC’s positive
emotion category. As seen in Fig. 7a–b, the time series of positive emotion words does not simply mirror that of
negative emotion words. In particular, no particular changes are observed in June 2015. Rather, positive emotion
words appear stable well into Trump’s term, and then decline. (The best regression fit is achieved when using
July 2018 as the discontinuity, with a sharp drop in quality of fit after February 2019; Supplementary Fig. S12). As in the case of negative emotion words, the same pattern emerges within each party (Fig. 7c), with a more
pronounced drop in positive emotion words for Democrats than for Republicans. www.nature.com/scientificreports/ We observe that, although many
individual α coefficients are non-significant (a–e), the majority of coefficients are positive, particularly among
the most-quoted speakers (as manifested in the increasing curves of (f–j)). That is, the June 2015 jump in
negative language emerges even at the individual level for a majority of the most-quoted politicians. Figure 5. Role of individual politicians: single-speaker study. Results of ordinary least squares regressions
(Eq. (1)) fitted separately to the time series of each of the 200 most quoted speakers. (a–e) Each speaker’s
α coefficient (capturing the size of the June 2015 jump, with 95% confidence intervals) as a function of the
speaker’s number of quotes. Significant coefficients ( p < 0.05 ) in color, others in gray. (f–j) Fraction of speakers
with positive α among the speakers with at least n quotes, as a function of n. We observe that, although many
individual α coefficients are non-significant (a–e), the majority of coefficients are positive, particularly among
the most-quoted speakers (as manifested in the increasing curves of (f–j)). That is, the June 2015 jump in
negative language emerges even at the individual level for a majority of the most-quoted politicians. https://doi.org/10.1038/s41598-023-36839-1 Scientific Reports | (2023) 13:10495 | Discussionh t
Rather, our results show that political debate during Donald Trump’s entire term was characterized by a nega-
tive tone, and they specifically point to Trump as a key driver of this development: when removing Trump’s quotes
from the corpus, the magnitude of the June 2015 jump in the frequency of negative emotion words drops by 40%. Interestingly, Trump’s own negative tone (Supplementary Fig. S10(z)) followed long-term trends opposite to the
population-wide trends, with an initial increase and a subsequent decrease (and with a sudden June 2015 increase
akin to that of the population). But as his language was overall far more negative than the average (Trump’s mean
monthly average was 8.0 pre-campaign standard deviations larger than the overall mean monthly average), he
strongly skewed the overall tone toward the negative end when he moved to the center of the media’s attention47. Despite Trump’s disproportionate impact, the increase in negative language was, however, not due to Trump
alone. It remained significant in various complementary analyses: when removing Trump’s quotes from the
analysis, when giving equal weight to all speakers, when analyzing each party separately, and when analyzing
the most-quoted speakers individually. The negative tone of others might be partly provoked by Trump’s state-
ments and actions, but as we do not have access to a counterfactual world without Trump, our analysis cannot
speak to this possibility.t p
p
y
Our analysis also cannot disambiguate to what extent the observed shift in negative language is caused by
a real shift in what politicians say vs. a shift in what online media choose to report. It is well known that media
outlets are biased in what they report48–50, typically towards negative news that tend to increase engagement on
readers’ behalf51, and this bias may have drifted during the 12 years analyzed here. Future work may investigate
this possibility by comparing quotes reported in the media to complete records of certain politicians’ utterances
in certain contexts, e.g., via Congressional records or public speeches52. (But whether the shift was caused by
politicians or by the media, the effect would be identical: a more negative tone as perceived by news-reading
citizens.) Individuals also have access to news from a plethora of media types, of which only a subset is covered
by this study. Discussionh Nevertheless, despite the continued influence of traditional outlets and TV stations53, digital sources
have become the primary means by which most individuals consume news, and this trend has been consistently
on the rise in recent years54. y
Moreover, although word-counting is a powerful tool for detecting broad trends in large textual data39,55, and
although our results are robust to the specific choice of dictionary (Empath41 yields qualitatively identical results
to LIWC36; Supplementary Figs. S1, S2, S3, S4, and S11, and Supplementary Table S1), word-counting is crude
and insensitive to nuances in context56. Our findings should thus be considered a starting point and hypothesis
generator for more detailed analyses based on a closer inspection of the text and context of quotes, e.g., using a
combination of advanced natural language processing tools and human annotation in order to shed light on the
relation between negative language and polarization and partisanship: e.g., has politicians’ tone become more
negative specifically when they talk about opponents?h g
pi
y
y
pp
The present study is also limited with respect to its time frame. Although Quotebank34 is the largest existing
corpus of speaker-attributed quotes in terms of size and temporal extent, the 12 years it spans are but a short sliver
of the United States’ long political history. It is thus unclear when the decrease in negative language at the begin-
ning of the corpus (during the initial 6.5 years of Obama’s tenure) started. Gentzkow et al.20 observed a concurrent
decrease in partisan language in Congressional speeches during Obama’s tenure (2009–2016), which might be
yet another manifestation of the processes that underlie the initial decrease in negative language observed here. Gentzkow et al.’s corpus of Congressional speeches, however, spans a much longer time (144 years, 1873–2016),
during which overall partisanship increased much more—especially from the 1980s onward—than it eventually
decreased during Obama’s tenure. We must therefore consider the possibility that, analogously, the 2009–2015
decrease in negative language may have been merely a short anomaly in a longer increasing trend in negative
language. (Unfortunately, Gentzkow et al.’s corpus ends with Obama’s tenure, so we cannot compare trends in
negative quote language to trends in partisan Congress language during Trump’s tenure.) g
q
g
g
p
g
g
g
g
p
We saw that the June 2015 rise in negative language was not accompanied by a simultaneous drop in positive
language. Discussionh The goal of this work has been to determine the accuracy of the average American’s subjective impression (as of
mid 2019) that “the tone and nature of political debate in the United States has become more negative in recent
years”, and that Donald Trump “has changed the tone and nature of political debate [...] for the worse”1. Based
on an analysis of 24 million quotes uttered by 18,627 US politicians between 2008 and 2020, we conclude that
both of the above impressions are largely correct. Figure 7. Temporal evolution of positive emotion words. Points show monthly averages, expressed as pre-
campaign z-scores. One panel per aggregation method for computing monthly averages. We observe that
positive emotion words appear stable well into Trump’s term, and then decline. Figure 7. Temporal evolution of positive emotion words. Points show monthly averages, expressed as pre-
campaign z-scores. One panel per aggregation method for computing monthly averages. We observe that
positive emotion words appear stable well into Trump’s term, and then decline. Scientific Reports | (2023) 13:10495 | https://doi.org/10.1038/s41598-023-36839-1 www.nature.com/scientificreports/ The tone of US politicians (as seen through the lens of online media) indeed became suddenly and signifi-
cantly more negative with the start of the 2016 primary campaigns in June 2015, and the frequency of negative
language remained elevated between then and the end of our study period (April 2020). Intriguingly, the shift
at this incision point coincides with a similar abrupt shift in political polarization on online platforms43,44. The
sudden increase in negative language reported here was not only significant, but also strong; e.g., the frequency
of negative emotion words jumped up by 1.6 pre-campaign standard deviations, or by 8% of the pre-campaign
mean. The disruption becomes particularly stark when contrasted with the first 6.5 years of Obama’s tenure,
during which negative language had decreased steadily—at odds with a commonly held belief that Trump merely
continued an older trend13,14. The potential of negativity, incivility, and fear as tools to support political campaigns
has been long known45,46 and might explain the increase of negative language during the campaigns. It cannot,
however, explain the fact that the boost in negative language continued for years after the campaigns had ended. Materials and methods For a given quote, we maintained only the name with the highest probability and consider it to indicate
the speaker of the quote (a heuristic that was shown to have an accuracy of around 87%34). A speaker name may
be ambiguous. In such cases, Quotebank does not attempt to disambiguate the name, but rather provides a list
of all speakers to whom the name may refer, where speakers are identified by their unique ID from the Wikidata
knowledge base35. In our analysis, we attributed quotes that were linked to ambiguous speaker names (less than
6% of all quotes, see below) to each speaker to whom the respective name may refer. q
p
p
y
To further clean the data set, we discarded quotes that were clearly non-verbal (e.g., consisting of URLs,
HTML tags, or dates only). Moreover, on some days, Spinn3r.com, which provided the news articles for Quote-
bank, failed to deliver content due to technical problems34. We therefore identified missing days as those having
less than 10% of the median number of unique quotes and dropped eight (out of 140) months with 20 or more
missing days: May 2010, June 2010, January 2016, March 2016, June 2016, October 2016, November 2016, Janu-
ary 2017. Quotes by US politicians. Keeping only quotes attributed to US politicians (see above), we obtained 24
million quotes attributed to 18,627 unique US politicians. Out of these, 4487 were female, 14,140 male; 9390
were Democrats, 9237 Republicans; and 1790 were labeled as members of Congress. Out of an original set of
18,954 US politicians appearing in Quotebank, Wikidata listed 327 as (former) members of both parties, usually
because they switched membership during their careers. Out of these 327, we manually checked the 21 politi-
cians with over 10,000 quotes, of whom 16 could be unambiguously assigned to one party for the study period. The remaining 311 politicians were dropped from the analysis. The most prolific speakers were Barack Obama
(1.5m quotes), Donald Trump (763k quotes), Mitt Romney (281k quotes), Hillary Clinton (230k quotes), George
W. Bush (200k quotes), John McCain (161k quotes), and Joe Biden (127k quotes). For a list of the 30 most fre-
quently quoted politicians, see Supplementary Table S17. Materials and methods US politicians. We considered as politicians all people for whom the Wikidata knowledge base35 (version of
27 October 2021) lists “politician” (Wikidata item Q82955) or a subclass thereof as an occupation (P106). Given
our focus on the United States, we included only those politicians whose party affiliation (P102) was listed as
Democrat (Q29552) or Republican (Q29468). We considered as members of Congress those for whom Wikidata
listed a US Congress Bio ID (P1157), making no distinction between former and active members of Congress. Due to the small number of speakers of a non-binary gender, we included only speakers whose gender (P21) was
listed in Wikidata as male (Q6581097) or female (Q6581072). Quotebank. The analyzed quotes were obtained from Quotebank34, a publicly available65 corpus of 235 mil-
lion unique speaker-attributed quotes extracted from 127 million English news articles published between Sep-
tember 2008 and April 2020, provided by the large-scale online media aggregation service Spinn3r.com. While
Spinn3r.com collects and supplies content from a comprehensive set of news domains66, it also includes much
content beyond news alone, including “social media, weblogs, news, video, and live web content”67. Therefore,
Quotebank was extracted from a filtered data set consisting only of content from a set of about 17,000 online
news domains, defined as the set of domains appearing at least once in the large News on the Web corpus68, which
has been collecting large numbers of news articles from Google News and Bing News since 2010 and may thus
be considered to provide a comprehensive list of English-language media outlets. We emphasize that the News
on the Web corpus was only used for defining the set of news domains. It was not used for obtaining the news
articles themselves, which originated from Spinn3r.com only. g
p
y
We use the quote-centric (as opposed to the article-centric) version of Quotebank, which contains one entry
per unique quote and aggregates information from all news articles in which the quote occurs. In constructing
Quotebank, a machine learning algorithm (based on the large pre-trained BERT language model69) was used to
infer, for each quote, a probability distribution over all speaker names mentioned in the text surrounding the
quote (and an additional “no speaker” option), specifying each speaker’s estimated probability of having uttered
the quote. Discussionh Rather, maybe in line with a general positivity bias in human language57, positive language remained
stable until it eventually dropped during Trump’s term. What happened at this point is an open question that
lies beyond the scope of this work. The phenomenon highlights, however, that positive and negative emotion
words are not necessarily complementary. From the start of the 2016 primary campaigns through the first half
of Donald Trump’s term, political tone was both highly positive and highly negative—akin to Trump’s own style,
characterized by typical features of affective polarization such as positive self-representation and negative other-
presentation28,29,31: “Sorry losers and haters, but my I.Q. is one of the highest -and you all know it! Please don’t
feel so stupid or insecure,it’s not your fault”58.h y
This said, a key contribution of this work is the conclusion that, despite Donald Trump’s key role in setting
the tone of political debate, the shift towards a more negative tone permeates all of US politics. The consequences
are tangible, as shown by research that highlights the detrimental effects of affective polarization on altruism59,
trust60, and opinion formation61,62, and by polls showing that politics has become a stressful experience for Scientific Reports | (2023) 13:10495 | https://doi.org/10.1038/s41598-023-36839-1 www.nature.com/scientificreports/ Americans1,63, exacting an ever increasing toll on their physical, emotional, and social well-being5,64. Exposure
to negative political language can also exert a notable impact on an individual’s affective state, leading to nega-
tive emotion biases and influencing reasoning and decision-making2. Finding ways to break out of this cycle of
negativity is one of the big challenges faced by the United States today. Materials and methods While it seems unreasonable that any single person
could utter over 300 different quote-worthy statements a day, the large numbers can be explained by news outlets
attending to different parts of a politician’s spoken output (for instance, a long sentence can be quoted in various
ways). Although, as mentioned, ambiguous names led to some quotes being attributed to multiple speakers, this
happened rarely: the vast majority (94.3%) of quotes were attributed to a single politician, 4.3% to two politi-
cians, 1.2% to three politicians, and 0.13% to four politicians. Supplementary Fig. S14 shows the number of
quotes and the number of unique speakers per month. Aggregation methods. Consider a fixed LIWC word category c and a fixed month t. Let S be the set of
speakers with at least one quote during month t. Let Qs be the set of quotes attributed to speaker s ∈S during
month t, and let Q =
s∈S Qs be the set of all quotes from month t (the few quotes attributed to multiple speak-
ers are included in Q once per speaker). Let ψ(q) be quote q’s score for word category c.hi p
p
)
ψ(q)
q
q
g
y
Then, the quote-level aggregate score for word category c in month t is defined as Scientific Reports | (2023) 13:10495 | https://doi.org/10.1038/s41598-023-36839-1 www.nature.com/scientificreports/ and the speaker-level aggregate score, as
That is, in quote-level aggregation, every speaker contributes with weight proportional to their number of
yquote
t
=
1
|Q|
q∈Q
ψ(q) =
s∈S
|Qs|
|Q|
depends on s
1
|Qs|
q∈Qs
ψ(q)
average of speaker s
,
yspeaker
t
= 1
|S|
s∈S
1
|Qs|
q∈Qs
ψ(q)
=
s∈S
1
|S|
constant
1
|Qs|
q∈Qs
ψ(q)
average of speaker s
. yquote
t
=
1
|Q|
q∈Q
ψ(q) =
s∈S
|Qs|
|Q|
depends on s
1
|Qs|
q∈Qs
ψ(q)
average of speaker s
, and the speaker-level aggregate score, as and the speaker-level aggregate score, as vel aggregate score, as
yspeaker
t
= 1
|S|
s∈S
1
|Qs|
q∈Qs
ψ(q)
=
s∈S
1
|S|
constant
1
|Qs|
q∈Qs
ψ(q)
average of speaker s
. Materials and methods
average of speaker s
average of speaker s That is, in quote-level aggregation, every speaker contributes with weight proportional to their number of
quotes, whereas in speaker-level aggregation, all speakers contribute with equal weight. Code availability y
All analysis code is available on GitHub at https://github.com/epfl-dlab/Negativity_in_2016_campaign. Received: 27 August 2022; Accepted: 11 June 2023 Received: 27 August 2022; Accepted: 11 June 2023 Data availabilityh Data availability
The Quotebank corpus is publicly available on Zenodo at https://doi.org/10.5281/zenodo.4277311. Aggregated
data derived from Quotebank are available on GitHub at https://github.com/epfl-dlab/Negativity_in_2016_
campaign. References References
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68. NOW: News on the Web Corpus [Data set]. URL: https://www.english-corpora.org/now/. 68. NOW: News on the Web Corpus [Data set]. URL: https://www.english corpora.org/now/. 69. Devlin, J., Chang, M.-W., Lee, K., & Kristina, T. BERT: Pre-training of deep bidirectional Transformers for language understand-
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69. Devlin, J., Chang, M.-W., Lee, K., & Kristina, T. BERT: Pre-training of deep bidirectional Transformers for language understand-
ing. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human
Language Technologies. 4171–4186. https://doi.org/10.18653/v1/n19-1423 (2019). © The Author(s) 2023 Author contributions A.S., J.K., and R.W. conceptualized and developed the study with support from A.A. J.K. handled data curation. J.K. carried out the software implementation. J.K. performed the statistical analysis. A.A., J.K., and R.W. wrote
the manuscript with support from A.S. and S.G. J.K. and R.W. visualized the findings with support from A.A. and A.S. J.K. compiled the supplementary information with support from A.A., A.S., and R.W. R.W. provided
compute resources. S.G. and R.W. were in charge of project administration. All authors reviewed the manuscript. All authors contributed to the revised version. Competing interests h p
g
The authors declare no competing interests. Additional information
Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-023-36839-1. Correspondence and requests for materials should be addressed to R.W. Correspondence and requests for materials should be addressed to R.W. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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English
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Atomic layer deposition of vanadium oxides for thin-film lithium-ion battery applications
|
RSC advances
| 2,016
|
cc-by
| 7,017
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Department of Solid State Sciences, Ghent University, Krijgslaan 281 S1, 9000 Gent,
Belgium. E-mail: felix.mattelaer@ugent.be
† Electronic supplementary information (ESI) available: In situ XRD during the
formation
of
crystalline
lms
for
electrochemical
testing,
and
cyclic
voltammetry of the Pt substrate. See DOI: 10.1039/c6ra25742a Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Felix Mattelaer,* Kobe Geryl, Geert Rampelberg, Thomas Dobbelaere,
Jolien Dendooven and Christophe Detavernier Amorphous VO2 thin films are deposited by atomic layer deposition (ALD) using tetrakis[ethylmethylamino]
vanadium (TEMAV) as vanadium precursor and water or ozone as the oxygen source. The crystallisation and
oxidation behaviour is investigated for different oxygen partial pressures between ambient air and 3.7 Pa,
resulting in phase formation diagrams on SiO2, TiN and Pt substrates, demonstrating a series of stable
vanadium oxide phases in the VO2–V2O5 series. Most of the obtained phases exhibit lithium intercalation
behaviour in the 1.5–4.5 V vs. Li+/Li potential range, and demonstrate high volumetric capacities in the
order of V2O5 < VO2 (B) < V6O13 < V3O7 < V4O9, with the latter at more than twice the capacity of the
best commercial cathode materials. Received 24th October 2016
Accepted 30th November 2016
DOI: 10.1039/c6ra25742a
www.rsc.org/advances and interface intercalation dominates over the bulk diffusion.22
However, the thin-lm nature of these batteries inherently leads
to a low energy density. This problem can be overcome by
depositing these thin-lms on complex battery architectures
leading to signicant enhancements in effective surface area
and thus in energy density per footprint area.23–27 Many depo-
sition techniques have been used to deposit a variety of vana-
dium oxides such as PVD,28,29 sol–gel29 and CVD,30 however, only
few techniques have the high step-coverage of atomic layer
deposition (ALD) required to coat the high-aspect-ratio struc-
tures required in 3D thin-lm batteries.31 Several ALD processes
exist for vanadium oxides.7,32–38 1
Introduction 1 The development of an ‘internet of things’ requires both wire-
less sensor networks and autonomous microsystems.1,2 While
the electronics, sensors and wireless communication systems
abide Moore’s law, the energy storage devices lag behind.2,3 To
advance from traditional secondary batteries to energy storage
systems tuned for these micro-devices, all-solid state thin-lm
batteries can provide the answer.4 While the removal of
a liquid component in an all-solid state battery provides a huge
advancement in battery safety and bio-compatibility,5 the thin-
lm approach provides integrability to on-chip devices as well
as improved charge–discharge kinetics. In this work, we will investigate the formation of vanadium
oxide thin lms in the VO2–V2O5 series, based on the atomic
layer deposition of amorphous VO2. We will show that we can
obtain all vanadium oxide phases in the series by changing the
post-deposition annealing conditions, and demonstrate elec-
trochemical activity of different phases. Due to the transition-metal nature of vanadium oxides and
the high number of vanadium–oxygen ratio compositions,
vanadium oxides are heavily investigated materials for appli-
cations such as catalysis,6 optical switching7 and thin-lm
batteries.8–17 Although V2O5 and VO2 (B) are the most investi-
gated cathode materials in lithium ion battery research,8–17 all
vanadium oxides in the Wadsley series (VnO2n+1) are related to
one another18 and show promising electrochemical proper-
ties.19,20 Even though vanadium oxides have a high theoretical
energy density, they suffer from poor charge–discharge kinetics
due to their moderate electronic conductivity and intrinsically
low ionic diffusion.21 RSC Advances RSC Advances This journal is © The Royal Society of Chemistry 2016 2
Experimental The vanadium oxides were grown in an experimental high-
vacuum ALD setup with a base pressure of 107 mbar with
walls heated at 95 C.31,38,39 The ALD process used here was
characterised earlier by Rampelberg et al.7,34–36,40 and is based
on
tetrakis[ethylmethylamino]vanadium
(V(NC2H5CH3)4,
or
TEMAV) in combination with H2O and ozone. The precursor
was held in a stainless steel container at 70 C with argon as
a carrier gas. TEMAV and argon were pulsed at a pressure of 6
103 mbar. As reactant gases H2O and O3 were applied, pulsed
at 7.5 103 mbar and 2 101 mbar, respectively. The ozone
was produced with an OzoneLab™generator from a pure O2 gas
ow, resulting in a minimal concentration of 150 mg ml1. In Upon going from a typical thin-lm battery (1 to 10 mm thick
electrodes) to truly thin-lm electrodes (10 to 100 nm), the
resistance for electronic current drops by orders of magnitude, This journal is © The Royal Society of Chemistry 2016 114658 | RSC Adv., 2016, 6, 114658–114665 RSC Advances
View Article Online RSC Advances
View Article Online View Article Online Paper between pulses, reaction products and remaining precursor or
reactant gas were evacuated using a turbomolecular pump to
a pressure of <2.0 106 mbar. The lms were grown on silicon
substrates covered with 100 nm thermal SiO2, 60 nm PVD TiN
and 80 nm PVD Pt. Two thermal ALD processes were used here:
the TEMAV–H2O process and the TEMAV–O3 process. To ensure
similar
conditions,
both
processes
were
performed
at
a substrate temperature of 150
C with saturated process
parameters, as determined by earlier experiments.7,36 Pulse
times for the TEMAV precursor were 5 and 4 s in the water and
ozone processes. Water and ozone pulse times were 5 s on the
SiO2 substrate. The Pt substrate inuenced the growth, as was
also reported by Premkumar et al.,34 so higher ozone pulse
times (8 s) were required to ensure uniform lms. The growth
rate for the water process was 0.67 A per cycle. The growth rate
for the ozone process was 1.05 A per cycle, a higher value than
reported by Rampelberg et al.,7 but still lower than the reported
value by Premkumar et al.34 was investigated using SEM, and images are shown in Fig. 1 for
both lms on the Pt substrate. A very similar granular
morphology is observed for both processes. Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. X-Ray techniques were used to determine lm thickness (X-
ray reectivity or XRR), crystallinity (X-ray diffraction or XRD)
and lm composition and oxidation state (X-ray photoelectron
spectroscopy or XPS). XRR and XRD were performed in a Bruker
D8 Discover using a copper X-ray source (Cu-Ka radiation at
0.154 nm) and a point detector (for XRR) or a linear detector (for
XRD). To determine the lm crystallinity during annealing in
a controlled ambient, in situ XRD was performed using a linear
detector and a controlled ambient/temperature system. XPS was
performed using Al-Ka radiation (0.834 nm) under a take-off
angle of 45 in a high-vacuum chamber (2 109 mbar). A
resolution of 0.108 eV was obtained. Even though the morphology and oxidation state of the as-
deposited lms are shown to be quite similar, a difference in
lm density was found by evaluating the V XRF counts, nor-
malised to the Si-substrate XRF counts to account for surface
and distance factors. When these values are compared to the
lm thicknesses measured by XRR, it is clear from Fig. 3 that
there is more vanadium per unit thickness in the H2O-deposited
lms than in the O3-deposited lm, a direct proof that the lms
grown by utilizing the water process are denser when compared
to those grown from the ozone process, as is consistent with
XRR and XRF measurements performed in earlier work. The lm morphology was probed using a Bruker Dimension
Edge atomic force microscope (AFM) and lm rms roughnesses
were determined from 1 mm 1 mm AFM images. Electrochemical measurements were performed in an Ar-
lled glove box (O2 < 1 ppm, H2O < 1 ppm) with a Metrohm
Autolab PGSTAT302 connected to a three-electrode setup. Electrical contact to the TiN or Pt current collector was made by
contacting the side of the sample with silver paste to a Cu foil. Lithium ribbon (99.9%, Sigma Aldrich) was used as counter and
reference electrodes, and 1 M LiClO4 in propylene carbonate
(99%, io-li-tec) was used as Li+ electrolyte solution. Cyclic vol-
tammetry (CV) measurements were performed at a 10 mV s1
sweep rate between 1.5 and 4.5 V vs. Li+/Li, or relevant potential
boundaries. Galvanostatic
charge–discharge
measurements
were performed to examine the capacity and thin lm kinetics
at varying current densities. 3.2
VOx crystallisation and oxidation state control for 2 # x
# 2.5 The as-deposited lms using the TEMAV ALD processes are
found to be amorphous by XRD with vanadium in a 4+ oxidation
state. By post-ALD annealing in ambients with carefully
controlled oxygen partial pressures, vanadium oxides in the
VnO2n+1 series could be reached. The crystallisation was Fig. 1
Morphology of the as-deposited VOx films on the Pt substrate
as measured by SEM, showing the H2O-based (left) and O3-based
(right) ALD films. This journal is © The Royal Society of Chemistry 2016 2
Experimental These results imply
that the choice of process barely inuences the as-deposited
lm morphology and topology. Next, the lm composition was investigated using XPS. Since
vanadium oxides are reported to be very sensitive to the pref-
erential sputtering of oxygen during depth proling with XPS,
only the surface spectra are evaluated to determine the
composition and the oxidation state.42 The measured spectra
were calibrated to the O 1s signals at 530.0 eV, since calibrating
using the C 1s peak is not ideal for vanadium oxides.41 As the
V 2p core level binding energy depends strongly on its oxidation
state,7,42 tting can be used to determine the oxidation state of
the as-deposited lms. Furthermore, the separation of the
V 2p3/2 peak from the O 1s VOx-component at 530.0 eV was also
used to compare the two as-deposited ALD lms.42 Fig. 2 shows
the results of this analysis, alongside a V2O5 reference, using the
reported binding energies for the V2p components: 515.8 and
523.2 eV for the V2p3/2 and V2p1/2, and 517.2 and 524.5 eV for
the V2p3/2 and V2p1/2 for the V4+ and V5+ components, respec-
tively. Both as-deposited lms clearly have vanadium in the 4+
oxidation state. 3.1
VOx thin lm deposition by thermal ALD The binding energies are referenced to O 1s calibrated at 530.0 eV.41 Fig. 2
XPS spectra for the VOx film surface: (a) a crystalline V2O5
reference film, (b) as-deposited film using the water-based ALD
process and (c) as-deposited film using the ozone-based ALD process. The binding energies are referenced to O 1s calibrated at 530.0 eV.41 The binding energies are referenced to O 1s calibrated at 530.0 eV. Fig. 3
Relation between the XRF vanadium counts (normalised to the
Si signal) and the measured film thickness (XRR) for different film
thicknesses for both processes. The higher values for the H2O-based
ALD films indicate a higher VOx density for these films. The dashed
lines are a guide to the eye to illustrate this. This article is licensed under a Crea Fig. 4
Crystallisation of the as-deposited VOx thin films on the SiO2
substrate, as studied by in situ XRD in varying oxygen partial pressure at
a heating rate of 0.25 C s1. Symbols indicate VOx crystal states (2 # x
# 2.5), as shown in the legend (top left). Fig. 3
Relation between the XRF vanadium counts (normalised to the
Si signal) and the measured film thickness (XRR) for different film
thicknesses for both processes. The higher values for the H2O-based
ALD films indicate a higher VOx density for these films. The dashed
lines are a guide to the eye to illustrate this. a 3.7 Pa oxygen partial pressure is discussed here (top section of
Fig. 4(b)). One can observe that the lm is initially amorphous by
the lack of diffraction peaks. When heating in a controlled
ambient, the lm crystallises into VO2 (B) just above 400 C, and
nally oxidizes between 500 and 600 C to V6O13. monitored using in situ XRD and the oxidation states were in
accordance to the crystal state, as was conrmed by XPS on
selected quenches (not shown here). Ex situ XRD on selected
quenches conrmed the crystal states at intermediate temper-
atures. The crystallisation of the thin lms was investigated on
three substrates: SiO2, Pt and TiN. The results of the in situ XRD measurements are summarized
in ‘phase formation diagrams’, as shown in Fig. 5 for the crys-
tallisation and oxidation on a SiO2 substrate. This journal is © The Royal Society of Chemistry 2016 3.1
VOx thin lm deposition by thermal ALD First, the properties of the as-deposited amorphous lms were
investigated. The rms roughness of the as-deposited lms on
a Pt substrate, as measured by AFM, was 1.95 and 1.77 nm for
the H2O- and O3-based lms, respectively. The Pt substrate was
also measured, and showed a roughness of 1.75 nm, so the
deposition of a 10 nm lm on the substrate barely increases the
roughness, indicating smooth lms. The surface morphology Fig. 1
Morphology of the as-deposited VOx films on the Pt substrate
as measured by SEM, showing the H2O-based (left) and O3-based
(right) ALD films. This journal is © The Royal Society of Chemistry 2016 RSC Adv., 2016, 6, 114658–114665 | 114659 View Article Online RSC Advances Paper Fig. 2
XPS spectra for the VOx film surface: (a) a crystalline V2O5
reference film, (b) as-deposited film using the water-based ALD
process and (c) as-deposited film using the ozone-based ALD process. The binding energies are referenced to O 1s calibrated at 530.0 eV.41
Fig. 3
Relation between the XRF vanadium counts (normalised to the
Si signal) and the measured film thickness (XRR) for different film
thicknesses for both processes. The higher values for the H2O-based
ALD films indicate a higher VOx density for these films. The dashed
lines are a guide to the eye to illustrate this. Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 2
XPS spectra for the VOx film surface: (a) a crystalline V2O5
reference film, (b) as-deposited film using the water-based ALD
process and (c) as-deposited film using the ozone-based ALD process. The binding energies are referenced to O 1s calibrated at 530.0 eV.41 Fig. 4
Crystallisation of the as-deposited VOx thin films on the SiO2
substrate, as studied by in situ XRD in varying oxygen partial pressure at
a heating rate of 0.25 C s1. Symbols indicate VOx crystal states (2 # x
# 2.5), as shown in the legend (top left). g. 2
ferenc
ocess
he bin Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 2
XPS spectra for the VOx film surface: (a) a crystalline V2O5
reference film, (b) as-deposited film using the water-based ALD
process and (c) as-deposited film using the ozone-based ALD process. 114660 | RSC Adv., 2016, 6, 114658–114665 3.1
VOx thin lm deposition by thermal ALD These should not
be interpreted as thermodynamic phase diagrams, since no
constant-temperature steps were made to allow lm stabilisa-
tion to the equilibrium state, but as phase formation diagrams
displaying the kinetic path the lms go through while being
heated at 0.25 C s1 in the ambients under study (He with
oxygen partial pressure of 3.7, 7.4, 14.8, 29.6 and 48.1 Pa, and
ambient air). First, we will discuss the results on the SiO2 substrate. The
systematic study of the crystallisation behaviour of the ALD VOx
on the SiO2 substrate is presented in Fig. 4(a) and (b) for the H2O-
and O3-ALD deposited lms, respectively. As an example, the
phase evolution of the ozone-grown lm during annealing in This journal is © The Royal Society of Chemistry 2016 114660 | RSC Adv., 2016, 6, 114658–114665 RSC Advances
View Article Online RSC Advances
View Article Online RSC Advances
View Article Online Paper Paper Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 5
Phase formation diagrams for the formation of crystalline VOx
phases (2 # x # 2.5), based on the in situ XRD measurements (Fig. 4) at
0.25 C s1 for He ambients with oxygen partial pressures of 3.7, 7.4,
14.8, 29.6 and 48.1 Pa, and in ambient air. The same set of symbols is
used as in Fig. 4 except for the extrema, namely VO2 and V2O5 states,
since these dominate the phase formation diagrams to a large extent. le. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. article is licensed under a Creative Commons Attribution 3.0 Unported Licence. octahedral sites. The difference lies in the mutual orientation of
the fourfold axis of the oxygen octahedra, being aligned or
perpendicular for the VO2 (B) and VO2 (R), respectively.43 This
translates into a difference in structure as well as in density: VO2
(R) has a higher density (4.67 g cm3) than VO2 (B) (4.03 g
cm3).44 Earlier, we showed that the water-based process leads
to growth of a higher density amorphous VOx layer than the
ozone process. The high density amorphous layer deposited
using the H2O-based ALD process crystallizes into the high
density VO2 (R) phase, while the lower density amorphous layer
deposited using the ozone process crystallizes initially into the
lower density VO2 (B) phase. 3.1
VOx thin lm deposition by thermal ALD So, by choice of ALD process, we
can choose to crystallise the lm in either the VO2 (B) or VO2
(M1) phase for electrochemical testing. Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. We hypothesize that the use of ozone in the ALD process also
has an inuence on the oxidation behaviour. Even though XPS
shows that these lms have the same oxidation state for the
vanadium (4+), we observe a lower temperature for the intro-
duction of higher oxidation state vanadium oxides for the ozone
grown lms. For the lowest oxygen partial pressure we obtain
phase-pure VO2 for both lms. For higher oxygen partial pres-
sures, we see the presence of V4O9 upon crystallisation of the
ozone grown lms, having a higher oxidation state. For the
water-grown lms this was not the case, and we obtained phase-
pure VO2 for all oxygen partial pressures examined (except for
air), before further oxidation occurred. Even though the oxida-
tion state is the same, a stronger oxidant is used during the
ozone-based ALD process, which could incorporate more
oxygen into the lms. Another hypothesis is based on the fact
that the lms are less dense when using the ozone process. This
could allow faster oxygen diffusion into these lms, enhancing
the oxidation kinetics during post-ALD annealing. Fig. 5
Phase formation diagrams for the formation of crystalline VOx
phases (2 # x # 2.5), based on the in situ XRD measurements (Fig. 4) at
0.25 C s1 for He ambients with oxygen partial pressures of 3.7, 7.4,
14.8, 29.6 and 48.1 Pa, and in ambient air. The same set of symbols is
used as in Fig. 4 except for the extrema, namely VO2 and V2O5 states,
since these dominate the phase formation diagrams to a large extent. The in situ XRD data provides a wealth of information on the
oen quite complex phase formation sequence. On SiO2
substrates, phase-pure regions were only observed for the VO2,
V6O13 and V2O5 phases. A clear trend emerges when examining
the inuence of the oxygen partial pressure. When going
through both formation diagrams in Fig. 5 from low to high
oxygen partial pressure, we see that phases emerge and disap-
pear in the order of increasing oxidation state: VO2–V6O13–
V4O9–V3O7–V2O5 with respective average oxidation states for
the V of 4–4.33–4.5–4.67–5. 3.1
VOx thin lm deposition by thermal ALD The inuence of the temperature is
more complex since the phases have no time to settle to an
equilibrium state at each temperature, so thin-lm kinetics will
complicate this behaviour. However, we can see that in general
with increasing temperature the average oxidation state rises to
higher values, showing high-temperature stability for the higher
oxides. The crystallisation of the lms on the Pt and TiN substrates
was examined next, since a current collector is required to test
the vanadium oxides as LIB electrode materials. The results are
shown in Fig. 6. Similar trends were observed, with again
formation of the VO2 (B) or VO2 (M1) as rst phases for the
ozone and water-based ALD, respectively, and the V2O5 phase
occurring at high-temperature and/or high oxygen ambients. However, one can note two main differences when comparing
these phase formation diagrams to those on SiO2. Firstly, the
SiO2 formation diagrams are much richer in phase zones than
their counterparts on Pt and TiN. Furthermore, we observed
that on SiO2 the transformation to higher oxidation state
vanadium oxides occurs at lower temperatures than on the
other investigated substrates. In the case of a TiN substrate, the
vanadium oxide phases with the highest oxidation states appear
at the highest temperatures, or not at all, when compared to
SiO2 and Pt. The Pt case lies in between both other cases. Here,
we see the inuence of the TiN in the substrate. We hypothesise
that the TiN-substrate acts as an oxygen drain, extracting oxygen
from the lm, and thus preventing further oxidation of the
vanadium oxides, as was also observed by the presence of TiO2
rutile diffraction peaks in the XRD scans taken aer the
oxidation experiments. The SiO2 is completely oxidized already,
so it does not act as an oxygen drain, lowering the oxygen
pressure and temperatures required to oxidise the vanadium Furthermore, we can see the remarkable inuence of the as-
deposited lm on the initial crystallisation of the amorphous
layers. Since all parameters are equal except for the ALD process
gas during the ALD process (ozone or water), this translates to
an inuence of the latter on the initial crystallisation. The
ozone-based ALD crystallizes into the VO2 (B)-phase, while that
via
the
water-based
process
crystallizes
into
the
high-
temperature stable (>68 C) VO2 (R)-state (which settles to the
VO2 (M1) state when quenched in that phase). This journal is © The Royal Society of Chemistry 2016 3.1
VOx thin lm deposition by thermal ALD Both these
phases are based on a bcc lattice with vanadium on the This journal is © The Royal Society of Chemistry 2016 RSC Adv., 2016, 6, 114658–114665 | 114661 Paper
View Article Online View Article Online RSC Advances Fig. 6
Phase formation diagrams for the formation of the VOx crystal states (2 # x # 2.5) on TiN substrates (left) and on Pt substrates (right), at
0.25 C s1 for He ambients with oxygen partial pressure of 3.7, 7.4, 14.8, 29.6 and 48.1 Pa, and in ambient air. The absence of the melt-line on the
left figure is related to the presence of rutile TiO2 from the substrate, complicating the analysis of the VO2 (R) phase on the TiN substrate at high
temperatures. d on 08 December 2016. Downloaded on 26/01/2017 16:10:59. nsed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 6
Phase formation diagrams for the formation of the VOx crystal states (2 # x # 2.5) on TiN substrates (left) and on Pt substrates (right), at
0.25 C s1 for He ambients with oxygen partial pressure of 3.7, 7.4, 14.8, 29.6 and 48.1 Pa, and in ambient air. The absence of the melt-line on the
left figure is related to the presence of rutile TiO2 from the substrate, complicating the analysis of the VO2 (R) phase on the TiN substrate at high
temperatures. Fig. 7
Cyclic voltammetry on the selected vanadium oxide thin films,
performed at 10 mV s1 in a three-electrode setup with lithium as
counter and reference electrodes, and 1 M LiClO4 in PC as electrolyte. Potential ranges were chosen according to activity. Table 1
Conversion paths from the as-deposited films to their crys-
tallised and oxidized forms on the Pt-substrate Table 1
Conversion paths from the as-deposited films to their crys-
tallised and oxidized forms on the Pt-substrate
Phase
ALD reactant
Ambient
Temperature
(C)
VO2 (B)
O3
He + 3.7 Pa O2
420
VO2 (M1)
H2O
He + 18 Pa O2
450
V6O13
O3
He + 3.7 Pa O2
550
V4O9
H2O
Ambient air
356
V3O7
O3
He + 48 Pa O2
560
V2O5
H2O or O3
Ambient air
500 oxides. The Pt substrate has a TiN layer underneath. 3.1
VOx thin lm deposition by thermal ALD Since
oxygen can diffuse through the Pt layer, the underlying TiN can
still get oxidized, as was conrmed by XRD. However, this
oxidation is delayed by the presence of the Pt layer. This causes
both observed differences: the phase-richness in the formation
diagrams likely also occurs for TiN or Pt substrates, but at
higher oxygen partial pressures than examined here, when the
supply of oxygen is higher than the harvesting effect of the TiN. 3.3
Electrochemical characterisation of the possible VOx
phases (2 # x # 2.5) Micron-sized LMO is shown as a model bulk cathode, (red circles)46
and more general bulk cathodes (shaded left corner)45 from literature
are shown for comparison. Paper
Creative Commons Attribution 3.0 Unported Licence. oxidations † and results are summarised in Table 1 Only V3O
Fig. 8
Measured delithiation capacity of the examined films on
a logarithmic-linear scale (solid symbols). The data was extrapolated
(dashed lines) resulting in a good match to the data (R2 > 0.98
Micron-sized LMO is shown as a model bulk cathode, (red circles)4
and more general bulk cathodes (shaded left corner)45 from literature
are shown for comparison. Table 2
Delithiation capacities for the examined thin films, calculated
by charging and discharging the films at varying current density ove
several orders of magnitude and extrapolating the measured capacit
to 1C (Fig. 8), which corresponds to the current necessary to reach the
theoretical capacity in 1 hour. Volumetric capacities of commercia
cathode materials are included for comparison45
Potential (V
vs. Li+/Li)
Volum. capacit
(mA h
cm3)
This work
VO2 (M1)
1.5–4.0
No activity
VO2 (B)
1.5–4.0
805 (1C)
V6O13
1.5–4.0
894 (1C)
V4O9
1.5–4.0
1380 (1C)
V3O7
1.5–4.0
1255 (1C)
V2O5 (/LiV2O5)
2.9–3.5
488 (1C)
V2O5 (/Li3V2O5)
1.5–4.0
810 (1C)
Commercial cathode materials
LiCoO2
3.8
550
LiMn2O4
4.1
596
LiFePO4
3.4
589
LiNi0.33Mn0.33Co0.33O2
3.7
600
LiNi0.8Co0.15Al0.05O2
3.8
700
Paper
Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Paper one used for the formation diagrams. Cyclic voltammetry at
10 mV s1 was performed down to 1.5 V vs. Li+/Li to examine the
electrochemical intercalation behaviour of the different vana-
dium oxides. As can be seen in Fig. 7, all phases show a clear
lithiation and delithiation behaviour. However, even though the
VO2 (M1) appeared to show activity, initial galvanostatic charge–
discharge tests showed only very low electrochemical storage
capacity. Furthermore, some peaks of the cyclic voltammogram
appear closely related to the electrochemical activity of the Pt
substrate, as shown in ESI.† Due to the absence of storage of
lithium into these lms, VO2 (M1) was not examined in-depth
further. All other lms showed a clear lithium insertion/
extraction behaviour, indicating lithium can be stored in
these lms reversibly. 3.3
Electrochemical characterisation of the possible VOx
phases (2 # x # 2.5) Micron-sized LMO is shown as a model bulk cathode, (red circles)46
and more general bulk cathodes (shaded left corner)45 from literature
are shown for comparison. Fig. 8
Measured delithiation capacity of the examined films on
a logarithmic-linear scale (solid symbols). The data was extrapolated
(dashed lines) resulting in a good match to the data (R2 > 0.98). Micron-sized LMO is shown as a model bulk cathode, (red circles)46
and more general bulk cathodes (shaded left corner)45 from literature
are shown for comparison. Table 2
Delithiation capacities for the examined thin films, calculated
by charging and discharging the films at varying current density over
several orders of magnitude and extrapolating the measured capacity
to 1C (Fig. 8), which corresponds to the current necessary to reach the
theoretical capacity in 1 hour. Volumetric capacities of commercial
cathode materials are included for comparison45 oxidations,† and results are summarised in Table 1. Only V3O7
was not obtainable in a phase-pure form on the Pt substrate, but
the oxidation path indicated in Table 1 shows only a small
fraction of the V3O7 lm crystallised to V2O5, as was conrmed
by XRD and XPS. This makes the V3O7 almost phase-pure, and
will be denoted further simply as V3O7. The path to V6O13 does
not match the phase formation diagram, since phase-pure
V6O13 was obtained by performing a ramp slower than the oxidations,† and results are summarised in Table 1. Only V3O7
was not obtainable in a phase-pure form on the Pt substrate, but
the oxidation path indicated in Table 1 shows only a small
fraction of the V3O7 lm crystallised to V2O5, as was conrmed
by XRD and XPS. This makes the V3O7 almost phase-pure, and
will be denoted further simply as V3O7. The path to V6O13 does
not match the phase formation diagram, since phase-pure
V6O13 was obtained by performing a ramp slower than the 3.3
Electrochemical characterisation of the possible VOx
phases (2 # x # 2.5) Fig. 7
Cyclic voltammetry on the selected vanadium oxide thin films,
performed at 10 mV s1 in a three-electrode setup with lithium as
counter and reference electrodes, and 1 M LiClO4 in PC as electrolyte. Potential ranges were chosen according to activity. All of the obtained crystalline vanadium oxides (VO2 (B), VO2
(M1), V6O13, V4O9, V3O7 and V2O5) were tested as LIB electrodes
on Pt substrates. Film crystallisation was monitored by in situ
XRD
to
ensure
corresponding
phase
formations
and This journal is © The Royal Society of Chemistry 2016 114662 | RSC Adv., 2016, 6, 114658–114665 RSC Advances
View Article Online RSC Advances
View Article Online oxidations,† and results are summarised in Table 1. Only V3O7
was not obtainable in a phase-pure form on the Pt substrate, but
the oxidation path indicated in Table 1 shows only a small
fraction of the V O lm crystallised to V O
as was conrmed
Fig. 8
Measured delithiation capacity of the examined films on
a logarithmic-linear scale (solid symbols). The data was extrapolated
(dashed lines) resulting in a good match to the data (R2 > 0.98). Micron-sized LMO is shown as a model bulk cathode, (red circles)46
and more general bulk cathodes (shaded left corner)45 from literature
are shown for comparison. Table 2
Delithiation capacities for the examined thin films, calculated
by charging and discharging the films at varying current density over
several orders of magnitude and extrapolating the measured capacity
to 1C (Fig. 8), which corresponds to the current necessary to reach the
theoretical capacity in 1 hour. Volumetric capacities of commercial
cathode materials are included for comparison45
Potential (V
vs. Li+/Li)
Volum. capacity
(mA h
cm3)
This work
VO2 (M1)
1.5–4.0
No activity
VO2 (B)
1.5–4.0
805 (1C)
V6O13
1.5–4.0
894 (1C)
V4O9
1.5–4.0
1380 (1C)
V3O7
1.5–4.0
1255 (1C)
V2O5 (/LiV2O5)
2.9–3.5
488 (1C)
V2O5 (/Li3V2O5)
1.5–4.0
810 (1C)
Commercial cathode materials
LiCoO2
3.8
550
LiMn2O4
4.1
596
LiFePO4
3.4
589
LiNi0.33Mn0.33Co0.33O2
3.7
600
LiNi0.8Co0.15Al0.05O2
3.8
700
Paper
Open Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 8
Measured delithiation capacity of the examined films on
a logarithmic-linear scale (solid symbols). The data was extrapolated
(dashed lines) resulting in a good match to the data (R2 > 0.98). This journal is © The Royal Society of Chemistry 2016 3.3
Electrochemical characterisation of the possible VOx
phases (2 # x # 2.5) y
Galvanostatic charging and discharging was performed on
the lms to determine the available storage capacity and
compare it to V2O5, which is the most investigated form of
vanadium oxide and is generally considered to be the most
promising phase. The lms were cycled at varying current
densities between 0.1C and 100C, and the capacity was extrap-
olated to the 1C capacity to allow direct comparison between the
different VOx phases, as shown in Fig. 8. Extrapolation was
performed by tting a linear relation to the logarithm of the
capacity plotted to the logarithm of the C-rate, which provided
ts with R2 > 0.98, demonstrating the validity of this approach. Table 2 summarizes the extrapolated capacities at 1C. Both
Table 2 and Fig. 8 clearly demonstrate that, although V2O5 is the
most investigated vanadium oxide for LIB cathodes, the
capacity of the stable region (which corresponds to insertion of
one lithium into V2O5), has a limited volumetric capacity. This
is related to the low density of this V2O5 (3.36 g cm3) compared
to that of commercial lithium-ion cathodes such as LiCoO2
(4.9 g cm3).45 All of the other investigated vanadium oxide
phases have capacities well above the commercial cathodes,
which is spearheaded by LiNi0.33Mn0.33Co0.33O2 (NMC) with
a capacity of 600 mA h cm3. The higher capacity for other
vanadium oxides has an origin in increased material density
and insertion range. First, the densities of the lower oxidation
state vanadium oxides are higher than that of V2O5, leading to
a higher volumetric capacity density; V3O7, V4O9, V6O13 and the
VO2 (B) lms have densities of 3.61, 3.78, 3.91 and 4.0 g cm3,
respectively. Second, while V2O5 can only be used in the narrow
range that leads to LiV2O5, i.e. reduction of vanadium from V5+
to an average oxidation state of V4.5+, the vanadium in the series
of vanadium oxides tested here changes its oxidation state
much more, ranging from a change in average oxidation state of
0.62 for VO2 (B) to almost 1.2 for V4O9. So, while V2O5 and VO2
(B) are generally considered the most promising cathode
materials, vanadium oxides in between them exhibit higher
volumetric capacities. Fig. 8
Measured delithiation capacity of the examined films on
a logarithmic-linear scale (solid symbols). The data was extrapolated
(dashed lines) resulting in a good match to the data (R2 > 0.98). en Access Article. Published on 08 December 2016. Downloaded on 26/01/2017 16:10:59.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence 17 N. Ganganagappa and A. Siddaramanna, Mater. Charact.,
2012, 68, 58–62. 18 H. A. Wriedt, Bull. Alloy Phase Diagrams, 1989, 10, 271–277. Acknowledgements 19 M. S. Whittingham, Chem. Rev., 2004, 104, 4271–4302. 20 D. W. Murphy,
P. A. Christian,
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J. V. Waszczak, Inorg. Chem., 1979, 18, 2800–2803. The authors acknowledge the IWT-Vlaanderen, BOF-UGent
(GOA 01G01513), M-ERA LaminaLion, SBO SoS-Lion and the
Hercules foundation for nancial support. The authors also
thank N. Deroo and Dr Ir. K. Devloo-Casier for the XPS
measurements, and O. Janssens for assistance with the SEM
and EDX measurements. J. D. and T. D. acknowledge the
Flemish FWO for a postdoctoral and aspirant fellowship,
respectively. Finally, the authors would like to thank the Air
Liquide Advanced Materials team to provide us with the TEMAV
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that all crystalline phases between VO2 and V2O5 could be ob-
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Air quality and radiative impacts of Arctic shipping emissions in the summertime in northern Norway: from the local to the regional scale
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orrespondence to: Louis Marelle (louis.marelle@latmos.ipsl.fr) and Jennie L. Thomas (jennie.thom ouis Marelle (louis.marelle@latmos.ipsl.fr) and Jennie L. Thomas (jennie.thomas@latmos.ipsl.fr) Received: 15 April 2015 – Published in Atmos. Chem. Phys. Discuss.: 7 July 2015
Revised: 12 January 2016 – Accepted: 1 February 2016 – Published: 29 February 2016 Abstract. In this study, we quantify the impacts of ship-
ping pollution on air quality and shortwave radiative ef-
fect in northern Norway, using WRF-Chem (Weather Re-
search and Forecasting with chemistry) simulations com-
bined with high-resolution, real-time STEAM2 (Ship Traf-
fic Emissions Assessment Model version 2) shipping emis-
sions. STEAM2 emissions are evaluated using airborne mea-
surements from the ACCESS (Arctic Climate Change, Econ-
omy and Society) aircraft campaign, which was conducted
in the summer 2012, in two ways. First, emissions of ni-
trogen oxides (NOx) and sulfur dioxide (SO2) are derived
for specific ships by combining in situ measurements in ship
plumes and FLEXPART-WRF plume dispersion modeling,
and these values are compared to STEAM2 emissions for
the same ships. Second, regional WRF-Chem runs with and
without STEAM2 ship emissions are performed at two differ-
ent resolutions, 3 km × 3 km and 15 km × 15 km, and evalu-
ated against measurements along flight tracks and average
campaign profiles in the marine boundary layer and lower
troposphere. These comparisons show that differences be-
tween STEAM2 emissions and calculated emissions can be
quite large (−57 to +148 %) for individual ships, but that
WRF-Chem simulations using STEAM2 emissions repro-
duce well the average NOx, SO2 and O3 measured during
ACCESS flights. The same WRF-Chem simulations show
that the magnitude of NOx and ozone (O3) production from ship emissions at the surface is not very sensitive (< 5 %)
to the horizontal grid resolution (15 or 3 km), while sur-
face PM10 particulate matter enhancements due to ships are
moderately sensitive (15 %) to resolution. The 15 km reso-
lution WRF-Chem simulations are used to estimate the re-
gional impacts of shipping pollution in northern Norway. Our results indicate that ship emissions are an important
source of pollution along the Norwegian coast, enhancing
15-day-averaged surface concentrations of NOx (∼+80 %),
SO2 (∼+80 %), O3 (∼+5 %), black carbon (∼+40 %), and
PM2.5 (∼+10 %). The residence time of black carbon origi-
nating from shipping emissions is 1.4 days. Over the same
15-day period, ship emissions in northern Norway have a
global shortwave (direct + semi-direct + indirect) radiative
effect of −9.3 mWm−2. 1
Introduction Shipping is an important source of air pollutants and their
precursors, including carbon monoxide (CO), nitrogen ox-
ides (NOx), sulfur dioxide (SO2), volatile organic com-
pounds (VOCs) as well as organic carbon (OC) and black
carbon (BC) aerosols (Corbett and Fischbeck, 1997; Corbett
and Köhler, 2003). It is well known that shipping emissions
have an important influence on air quality in coastal regions, Air quality and radiative impacts of Arctic shipping emissions
in the summertime in northern Norway: from the local to
the regional scale Louis Marelle1,2, Jennie L. Thomas1, Jean-Christophe Raut1, Kathy S. Law1, Jukka-Pekka Jalkanen3,
Lasse Johansson3, Anke Roiger4, Hans Schlager4, Jin Kim4, Anja Reiter4, and Bernadett Weinzierl4,5
1LATMOS/IPSL, UPMC Univ. Paris 06 Sorbonne Universités, UVSQ, CNRS, Paris, France
2TOTAL S.A, Direction Scientifique, Tour Michelet, 92069 Paris La Defense, France
3Finnish Meteorological Institute, Helsinki, Finland Louis Marelle1,2, Jennie L. Thomas1, Jean-Christophe Raut1, Kathy S. Law1, Jukka-Pekka Jalk
Lasse Johansson3, Anke Roiger4, Hans Schlager4, Jin Kim4, Anja Reiter4, and Bernadett Wein
1LATMOS/IPSL, UPMC Univ. Paris 06 Sorbonne Universités, UVSQ, CNRS, Paris, France
2TOTAL S.A, Direction Scientifique, Tour Michelet, 92069 Paris La Defense, France
3Finnish Meteorological Institute, Helsinki, Finland 4Institut für Physik der Atmosphäre, Deutsches Zentrum für Luft- und Raumfahrt (DLR), Oberpfaffenhofen, Germany
5Ludwig Maximilians Universität (LMU), Meteorologisches Institut, 80333, München, Germany espondence to: Louis Marelle (louis.marelle@latmos.ipsl.fr) and Jennie L. Thomas (jennie.thomas@ L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Ships
produced or heavily modified recently must also comply to
lower NOx emissions factors limits, reducing emission fac-
tors (in g kWh−1) by approximately −10 % (after 2000) and
another −15 % (after 2011) compared to ships built before
year 2000 (IMO, 2010). Jonson et al. (2015) showed that the
creation of the North Sea and Baltic Sea SECAs was effective
in reducing current pollution levels in Europe, and that fur-
ther NOx and sulfur emission controls in these regions could
help to achieve strong health benefits by 2030 by reducing
PM levels. on air quality in a now relatively pristine region (e.g., Granier
et al., 2006), and will influence both Arctic and global cli-
mate (Dalsøren et al., 2013; Lund et al., 2012). In addition,
it has recently been shown that routing international mar-
itime traffic through the Arctic, as opposed to traditional
routes through the Suez and Panama canals, will result in
warming in the coming century and cooling on the long term
(150 years). This is due to the opposite sign of impacts due
to reduced SO2 linked to IMO regulations and reduced CO2
and O3 associated with fuel savings from using these shorter
Arctic routes (Fuglestvedt et al., 2014). In addition, sulfate
is predicted to cause a weaker cooling effect for the northern
routes (Fuglestvedt et al., 2014). g
Although maritime traffic is relatively minor at present in
the Arctic compared to global shipping, even a small number
of ships can significantly degrade air quality in regions where
other anthropogenic emissions are low (Aliabadi et al., 2015;
Eckhardt et al., 2013). Dalsøren et al. (2007) and Ødemark
et al. (2012) have shown that shipping emissions also influ-
ence air quality and climate along the Norwegian and Rus-
sian coasts, where current Arctic ship traffic is the largest. Both studies (for years 2000 and 2004) were based on emis-
sion data sets constructed using ship activity data from the
AMVER (Automated Mutual-Assistance VEssel Rescue sys-
tem) and COADS (Comprehensive Ocean–Atmosphere Data
Set) data sets. However, the AMVER data set is biased to-
wards larger vessels (> 20 000 t) and cargo ships (Endresen
et al., 2003), and both data sets have limited coverage in Eu-
rope (Miola and Ciuffo, 2011). L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Future Arctic shipping is expected to have important impacts In addition to its impacts on air quality, maritime traf-
fic already contributes to climate change, by increasing the
concentrations of greenhouse gases (CO2, O3) and aerosols
(SO4, OC, BC) (Capaldo et al., 1999; Endresen et al., 2003). The current radiative forcing of shipping emissions is neg-
ative and is dominated by the cooling influence of sulfate
aerosols formed from SO2 emissions (Eyring et al., 2010). However, due to the long lifetime of CO2 compared to sul-
fate, shipping emissions warm the climate in the long term
(after 350 years; Fuglestvedt et al., 2009). In the future,
global shipping emissions of SO2 are expected to decrease
due to IMO regulations, while global CO2 emissions from
shipping will continue to grow due to increased traffic. This
combination is expected to cause warming relative to the
present day (Fuglestvedt et al., 2009; Dalsøren et al., 2013). In addition to their global impacts, shipping emissions are
of particular concern in the Arctic, where they are projected
to increase in the future as sea ice declines (for details of fu-
ture sea ice, e.g., Stroeve et al., 2011). Decreased summer sea
ice, associated with warmer temperatures, is progressively
opening the Arctic region to transit shipping, and projec-
tions indicate that new trans-Arctic shipping routes should
be available by mid-century (Smith and Stephenson, 2013). Other shipping activities are also predicted to increase, in-
cluding shipping associated with oil and gas extraction (Pe-
ters et al., 2011). Sightseeing cruises have increased signif-
icantly during the last decades (Eckhardt et al., 2013), al-
though it is uncertain whether or not this trend will continue. Future Arctic shipping is expected to have important impacts In this study, we aim to quantify the impacts of shipping
along the Norwegian coast in July 2012, using airborne mea-
surements from the ACCESS (Arctic Climate Change, Econ-
omy and Society) aircraft campaign (Roiger et al., 2015). This campaign (Sect. 2) took place in summer 2012 in north-
ern Norway, and was primarily dedicated to the study of lo-
cal pollution sources in the Arctic, including pollution origi-
nating from shipping. ACCESS measurements are combined
with two modeling approaches, described in Sect. 3. First, we
use the Weather Research and Forecasting (WRF) model to
drive the Lagrangian particle dispersion model FLEXPART-
WRF run in forward mode to predict the dispersion of ship www.atmos-chem-phys.net/16/2359/2016/ Atmos. Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2360 often enhancing ozone (O3) and increasing aerosol concen-
trations (e.g., Endresen et al., 2003). Corbett et al. (2007)
and Winebrake et al. (2009) showed that aerosol pollution
from ships might be linked to cardiopulmonary and lung dis-
eases globally. Because of their negative impacts, shipping
emissions are increasingly subjected to environmental regu-
lations. The International Maritime Organization (IMO) has
designated several regions as Sulfur Emission Control Areas
(SECAs; including the North Sea and Baltic Sea in Europe),
where low sulfur fuels must be utilized to minimize the air
quality impacts of shipping on particulate matter (PM) lev-
els. The sulfur content in ship fuels in SECAs was limited to
1 % by mass in 2010, decreasing to 0.1 % in 2015, while the
global average is 2.4 % (IMO, 2010). Less strict sulfur emis-
sion controls (0.5 %) will also be implemented worldwide, at
the latest in 2025, depending on current negotiations. Ships
produced or heavily modified recently must also comply to
lower NOx emissions factors limits, reducing emission fac-
tors (in g kWh−1) by approximately −10 % (after 2000) and
another −15 % (after 2011) compared to ships built before
year 2000 (IMO, 2010). Jonson et al. (2015) showed that the
creation of the North Sea and Baltic Sea SECAs was effective
in reducing current pollution levels in Europe, and that fur-
ther NOx and sulfur emission controls in these regions could
help to achieve strong health benefits by 2030 by reducing
PM levels. often enhancing ozone (O3) and increasing aerosol concen-
trations (e.g., Endresen et al., 2003). Corbett et al. (2007)
and Winebrake et al. (2009) showed that aerosol pollution
from ships might be linked to cardiopulmonary and lung dis-
eases globally. Because of their negative impacts, shipping
emissions are increasingly subjected to environmental regu-
lations. The International Maritime Organization (IMO) has
designated several regions as Sulfur Emission Control Areas
(SECAs; including the North Sea and Baltic Sea in Europe),
where low sulfur fuels must be utilized to minimize the air
quality impacts of shipping on particulate matter (PM) lev-
els. The sulfur content in ship fuels in SECAs was limited to
1 % by mass in 2010, decreasing to 0.1 % in 2015, while the
global average is 2.4 % (IMO, 2010). Less strict sulfur emis-
sion controls (0.5 %) will also be implemented worldwide, at
the latest in 2025, depending on current negotiations. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions More recently, ship emissions
using new approaches have been developed that use ship ac-
tivity data more representative of European maritime traffic,
based on the AIS (Automatic Identification System) ship po-
sitioning system. These include the STEAM2 (Ship Traffic
Emissions Assessment Model version 2) shipping emissions,
described in Jalkanen et al. (2012) and an Arctic-wide emis-
sion inventory described in Winther et al. (2014). To date,
quantifying the impacts of Arctic shipping on air quality and
climate has also been largely based on global model studies,
which are limited in horizontal resolution. In addition, there
have not been specific field measurements focused on Arc-
tic shipping that could be used to study the local influence
of shipping emissions in the European Arctic and to validate
model predicted air quality impacts. In addition to its impacts on air quality, maritime traf-
fic already contributes to climate change, by increasing the
concentrations of greenhouse gases (CO2, O3) and aerosols
(SO4, OC, BC) (Capaldo et al., 1999; Endresen et al., 2003). The current radiative forcing of shipping emissions is neg-
ative and is dominated by the cooling influence of sulfate
aerosols formed from SO2 emissions (Eyring et al., 2010). However, due to the long lifetime of CO2 compared to sul-
fate, shipping emissions warm the climate in the long term
(after 350 years; Fuglestvedt et al., 2009). In the future,
global shipping emissions of SO2 are expected to decrease
due to IMO regulations, while global CO2 emissions from
shipping will continue to grow due to increased traffic. This
combination is expected to cause warming relative to the
present day (Fuglestvedt et al., 2009; Dalsøren et al., 2013). In addition to their global impacts, shipping emissions are
of particular concern in the Arctic, where they are projected
to increase in the future as sea ice declines (for details of fu-
ture sea ice, e.g., Stroeve et al., 2011). Decreased summer sea
ice, associated with warmer temperatures, is progressively
opening the Arctic region to transit shipping, and projec-
tions indicate that new trans-Arctic shipping routes should
be available by mid-century (Smith and Stephenson, 2013). Other shipping activities are also predicted to increase, in-
cluding shipping associated with oil and gas extraction (Pe-
ters et al., 2011). Sightseeing cruises have increased signif-
icantly during the last decades (Eckhardt et al., 2013), al-
though it is uncertain whether or not this trend will continue. 2
The ACCESS aircraft campaign Fresh ship emissions were sampled less than 4 h after emis-
sion. In addition to the single-plume flights, the 19 July 2012
ACCESS flight targeted aged ship emissions in the marine
boundary layer near Trondheim. Data collected during the
11 and 12 July 2012 flights are used to derive emissions
from operating ships (Sect. 4), and data from the four flights
(11, 12, 19, and 25 July 2012) are used to evaluate regional
chemical transport simulations investigating the impacts of
shipping in northern Norway (Sect. 5). Other flights from
the ACCESS campaign were not used in this study because
their flight objectives biased the measurements towards other
emissions sources (e.g., oil platforms in the Norwegian Sea)
or because they included limited sampling in the boundary
layer (flights north to Svalbard and into the Arctic free tropo-
sphere; Roiger et al., 2015). The ACCESS aircraft campaign took place in July 2012 from
Andenes, Norway (69.3◦N, 16.1◦W); it included character-
ization of pollution originating from shipping (four flights)
as well as other local Arctic pollution sources (details are
available in the ACCESS campaign overview paper; Roiger
et al., 2015). The aircraft (DLR Falcon 20) payload in-
cluded a wide range of instruments measuring meteorolog-
ical variables and trace gases, described in detail by Roiger
et al. (2015). Briefly, O3 was measured by UV (ultravio-
let) absorption (5 % precision, 0.2 Hz), nitrogen oxide (NO),
and nitrogen dioxide (NO2) by chemiluminescence and pho-
tolytic conversion (10 % precision for NO, 15 % for NO2;
1 Hz), and SO2 by chemical ionization ion trap mass spec-
trometry (20 % precision; 0.3 to 0.5 Hz). Aerosol size dis-
tributions between 60 nm and 1 µm were measured using
a Ultra-High Sensitivity Aerosol Spectrometer Airborne. The four flights focused on shipping pollution took place
on 11, 12, 19, and 25 July 2012 and are shown in Fig. 1a
(details on the 11 and 12 July 2012 flights shown in Fig. 1b). The three flights on 11, 12, and 25 July 2012 sampled pollu-
tion from specific ships (referred to as single-plume flights). During these flights, the research aircraft repeatedly sam-
pled relatively fresh emissions from one or more ships dur-
ing flight legs at constant altitudes, at several distances from
the emission source, and in some cases at different altitudes. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2361 Table 1. Description of the ships sampled during the ACCESS
flights on 11 and 12 July 2012. emissions. FLEXPART-WRF results are used in combina-
tion with ACCESS aircraft measurements in Sect. 4 to derive
emissions of NOx and SO2 for specific ships sampled dur-
ing ACCESS. The derived emissions are compared to emis-
sions from the STEAM2 model for the same ships. Then, we
perform simulations with the WRF-Chem model, including
STEAM2 ship emissions, in order to examine in Sect. 5 the
local (i.e., at the plume scale) and regional impacts of ship-
ping pollution on air quality and shortwave radiative effects
along the coast of northern Norway. Ship name
Vessel type
Gross
Fuel type
tonnage
(tons)
Wilson Leer
Cargo ship
2446
Marine gas oil
Costa Deliziosa
Passenger ship
92 720
Heavy fuel oil
Wilson Nanjing
Cargo ship
6118
Heavy fuel oil
Alaed∗
Cargo ship
7579
Heavy fuel oil
∗Ship present in STEAM2, not targeted during the campaign. ∗Ship present in STEAM2, not targeted during the campaign. 2
The ACCESS aircraft campaign In this study, measurements from these single-plume flights
are used in combination with ship plume dispersion simu-
lations (described in Sects. 3.1 and 4.1) to estimate emis-
sions from individual ships. This method relies on knowing
the precise locations of the ships during sampling. Because
those locations are not known for the ship emissions sam-
pled on 25 July 2012 flight, emissions are only calculated
for the three ships targeted during the 11 and 12 July flights
(the Costa Deliziosa, Wilson Leer, and Wilson Nanjing), and
for an additional ship (the Alaed) sampled during the 12 July
flight, whose location could be retrieved from the STEAM2
shipping emission inventory (presented in Sect. 3.3). Table 1
gives more information about these four ships, one large
cruise ship and three cargo ships. On 11 and 12 July 2012,
the research aircraft sampled fresh ship emissions within the
boundary layer, during flight legs at low altitudes (< 200 m). L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Chem. Phys., 16, 2359–2379, 2016 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Atmospheric process
WRF-Chem option
Planetary boundary layer
MYNN (Nakanishi and Niino, 2006)
Surface layer
MM5 Similarity scheme, Carlson–Boland viscous sublayer (Zhang and Anthes, 1982; Carlson and
Boland, 1978)
Land surface
Unified Noah land-surface model (Chen and Dudhia, 2001)
Microphysics
Morrison (Morrison et al., 2009)
Shortwave radiation
Goddard (Chou and Suarez, 1999)
Longwave radiation
RRTM (Mlawer et al., 1997)
Cumulus parameterization
Grell-3D (Grell and Devenyi, 2002)
Photolysis
Fast-J (Wild et al., 2000)
Gas phase chemistry
CBM-Z (Zaveri and Peters, 1999)
Aerosol model
MOSAIC 8 bins (Zaveri et al., 2008) density from the CTRL3 simulation (Sects. 3.2 and 5.1). The
NOx lifetime was estimated to be 12 h on 11 July and 5 h on
12 July. The SO2 lifetime was not taken into account, consis-
tent with the findings of Lee et al. (2011), who reported a life-
time of ∼20 h over the mid-Atlantic during summer, which
is significantly longer than the ages of plumes measured dur-
ing ACCESS. The FLEXPART-WRF output consists of par-
ticle positions, each associated with a pollutant mass; these
particles are mapped onto a 3-D output grid (600 m × 600 m,
with 18 vertical levels between 0 and 1500 ma.s.l.) to derive
fields of volume mixing ratios every minute. Since emissions
are assumed to be constant with time, and since our simu-
lations only take into account transport processes depending
linearly on concentrations, the intensity of these mixing ratio
fields also depend linearly on the emission strength chosen
for the simulation. Therefore, the model results can be scaled
a posteriori to represent any constant emission flux value. 6 h. This WRF meteorological simulation is referred to as
the MET simulation. Ship emissions are represented in the FLEXPART-WRF
plume dispersion simulations as moving 2 m × 2 m × 2 m
box sources, whose locations are updated every 10 s along
the ship trajectory (routes shown in Fig. 1b). In all, 1000
particles are released every 10 s into these volume sources,
representing a constant emission flux with time of an inert
tracer. During the ACCESS flights, targeted ships were mov-
ing at relatively constant speeds during the ∼3 h of the flight,
meaning that fuel consumption and emission fluxes are likely
to be constant during the flights if environmental conditions
(wind speed, waves, and currents) were not varying strongly. FLEXPART-WRF takes into account a simple exponential
decay using a prescribed lifetime. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2362 Figure 1. WRF and WRF-Chem domain (a) outer domains used for the MET, CTRL, and NOSHIP runs. ACCESS flight tracks during 11, 12,
19a (a – denotes that this was the first flight that occurred on this day, flight 19b – the second flight was dedicated to hydrocarbon extraction
facilities) and 25 July 2012 flights are shown in color. (b) Inner domain used for the CTRL3 and NOSHIPS3 simulations, with the tracks of
the four ships sampled during the 11 and 12 July 2012 flights (routes extracted from the STEAM2 inventory). Figure 1. WRF and WRF-Chem domain (a) outer domains used for the MET, CTRL, and NOSHIP runs. ACCESS flight tracks during 11, 12,
19a (a – denotes that this was the first flight that occurred on this day, flight 19b – the second flight was dedicated to hydrocarbon extraction
facilities) and 25 July 2012 flights are shown in color. (b) Inner domain used for the CTRL3 and NOSHIPS3 simulations, with the tracks of
the four ships sampled during the 11 and 12 July 2012 flights (routes extracted from the STEAM2 inventory). Table 2. Parameterizations and options used for the WRF and WRF-Chem simulations. Atmospheric process
WRF-Chem option
Planetary boundary layer
MYNN (Nakanishi and Niino, 2006)
Surface layer
MM5 Similarity scheme, Carlson–Boland viscous sublayer (Zhang and Anthes, 1982; Carlson and
Boland, 1978)
Land surface
Unified Noah land-surface model (Chen and Dudhia, 2001)
Microphysics
Morrison (Morrison et al., 2009)
Shortwave radiation
Goddard (Chou and Suarez, 1999)
Longwave radiation
RRTM (Mlawer et al., 1997)
Cumulus parameterization
Grell-3D (Grell and Devenyi, 2002)
Photolysis
Fast-J (Wild et al., 2000)
Gas phase chemistry
CBM-Z (Zaveri and Peters, 1999)
Aerosol model
MOSAIC 8 bins (Zaveri et al., 2008) Table 2. Parameterizations and options used for the WRF and WRF-Chem simulations Table 2. Parameterizations and options used for the WRF and WRF-Chem simulations. Table 2. Parameterizations and options used for the WRF and WRF-Chem simulations. 3.1
FLEXPART-WRF and WRF Plume
dispersion
simulations
are
performed
with
FLEXPART-WRF for the four ships presented in Ta-
ble 1, in order to estimate their emissions of NOx and
SO2. FLEXPART-WRF (Brioude et al., 2013) is a version
of the Lagrangian particle dispersion model FLEXPART
(Stohl et al., 2005), driven by meteorological fields from
the mesoscale weather forecasting model WRF (Skamarock
et al., 2008). In order to drive FLEXPART-WRF, a meteoro-
logical simulation was performed with WRF version 3.5.1,
from 4 to 25 July 2012, over the domain presented in Fig. 1a. The domain (15 km × 15 km horizontal resolution with 65
vertical eta levels between the surface and 50 hPa) covers
most of northern Norway (∼62 to 75◦N) and includes the
region of all ACCESS flights focused on ship emissions. The
first week of the simulation (4 to 10 July included) is used
for model spin-up. WRF options and parameterizations used
in these simulations are shown in Table 2. Meteorological
initial and boundary conditions are obtained from the FNL
(abbreviation for “final”) analysis from NCEP (National
Centers for Environmental Prediction). The simulation is
also nudged to FNL winds, temperature, and humidity every www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Ship emissions can continue to rise after leaving the ex-
haust, due to their vertical momentum and buoyancy. This
was taken into account in the FLEXPART-WRF simula-
tions by calculating effective injection heights for each tar-
geted ship, using a simple plume rise model (Briggs, 1965). This model takes into account ambient temperature and wind
speed, as well as the volume flow rate and temperature at
the ship exhaust, to calculate a plume injection height above
the ship stack. Ambient temperature and wind speed val-
ues at each ship’s position are obtained from the WRF sim-
ulation. We use an average of measurements by Lyyranen
et al. (1999) and Cooper (2001) for the exhaust tempera-
ture of the four targeted ships (350 ◦C). The volume flows
at the exhaust are derived for each ship using CO2 emis-
sions from the STEAM2 ship emission model (STEAM2
emissions described in Sect. 3.3). Specifically, CO2 emis-
sions from STEAM2 for the four targeted ships are con-
verted to an exhaust gas flow based on the average com-
position of ship exhaust gases measured by Cooper (2001)
and Petzold et al. (2008). Average injection heights, includ-
ing stack heights and plume rise, are found to be approxi-
mately 230 m for the Costa Deliziosa, 50 m for the Wilson
Nanjing, 30 m for the Wilson Leer, and 65 m for the Alaed. In
order to estimate the sensitivity of plume dispersion to these
calculated injection heights, two other simulations are per-
formed for each ship, where injection heights are decreased
and increased by 50 %. Details of the FLEXPART-WRF runs
and how they are used to estimate emissions are presented in
Sect. 4. vated aerosols, and wet scavenging within and below clouds. Aerosol activation changes the cloud droplet number concen-
trations and cloud droplet radii in the Morrison microphysics
scheme, thus influencing cloud optical properties (first indi-
rect aerosol effect). Aerosol activation in MOSAIC also in-
fluences cloud lifetime by changing precipitation rates (sec-
ond indirect aerosol effect). Chemical initial and boundary conditions are taken from
the global chemical-transport model MOZART-4 (model for
ozone and related chemical tracers version 4; Emmons et al.,
2010). In our simulations, the dry deposition routine for trace
gases (Wesely, 1989) was modified to improve dry deposi-
tion on snow, following the recommendations of Ahmadov
et al. (2015). L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions The seasonal variation of dry deposition was
also updated to include a more detailed dependence of dry
deposition parameters on land use, latitude, and date, which
was already in use in WRF-Chem for the MOZART-4 gas-
phase mechanism. Anthropogenic emissions (except ships)
are taken from the HTAPv2 (Hemispheric transport of air
pollution version 2) inventory (0.1◦× 0.1◦resolution). Bulk
VOCs are speciated for both shipping and anthropogenic
emissions, based on Murrells et al. (2010). Ship VOC emis-
sions are speciated using the “other transport” sector (trans-
port emissions, excluding road transport) and anthropogenic
VOC emissions are speciated using the average speciation for
the remaining sectors. DMS emissions are calculated follow-
ing the methodology of Nightingale et al. (2000) and Saltz-
man et al. (1993). The oceanic concentration of DMS in the
Norwegian Sea in July, taken from Lana et al. (2011), is
5.8×10−6 molm−3. Other biogenic emissions are calculated
online by the MEGAN (Model of Emissions of Gases and
Aerosols from Nature; Guenther et al., 2006) model within
WRF-Chem. Sea salt emissions are also calculated online
within WRF-Chem. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions In our case, the lifetime
of NOx relative to reaction with OH was estimated using
results from WRF-Chem simulations presented in Sect. 3.2. Specifically, we use OH concentrations, temperature, and air www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 2363 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 3.2
WRF-Chem In order to estimate the impacts of shipping on air quality
and radiative effects in northern Norway, simulations are per-
formed using the 3-D chemical transport model WRF-Chem
(Weather Research and Forecasting model, including chem-
istry, Grell et al., 2005; Fast et al., 2006). WRF-Chem has
been used previously by Molders et al. (2010) to quantify the
influence of ship emissions on air quality in southern Alaska. Table 2 summarizes all the WRF-Chem options and param-
eterizations used in the present study, detailed briefly below. The gas phase mechanism is the carbon bond mechanism,
version Z (CBM-Z; Zaveri and Peters, 1999). The version of
the mechanism used in this study includes dimethylsulfide
(DMS) chemistry. Aerosols are represented by the 8 bin sec-
tional MOSAIC (Model for Simulating Aerosol Interactions
and Chemistry; Zaveri et al., 2008) mechanism. Aerosol op-
tical properties are calculated by a Mie code within WRF-
Chem, based on the simulated aerosol composition, con-
centrations, and size distributions. These optical properties
are linked with the radiation modules (aerosol direct effect),
and this interaction also modifies the modeled dynamics and
can affect cloud formation (semi-direct effect). The sim-
ulations also include cloud–aerosol interactions, represent-
ing aerosol activation in clouds, aqueous chemistry for acti- The WRF-Chem simulations performed in this study are
summarized in Table 3. The CTRL simulation uses the set-
tings and emissions presented above, as well as ship emis-
sions produced by the model STEAM2 (Sect. 3.3). The NO-
SHIPS simulation is similar to CTRL, but does not include
ship emissions. The NOSHIPS and CTRL simulations are
carried out from 4 to 25 July 2012, over the 15 km × 15 km
simulation domain presented in Fig. 1a. The CTRL3 and NO-
SHIPS3 simulations are similar to CTRL and NOSHIPS, but
are run on a smaller 3 km × 3 km resolution domain, shown
in Fig. 1b, from 10 to 13 July 2012. The CTRL3 and NO-
SHIPS3 simulations are not nudged to FNL and do not in-
clude a subgrid parameterization for cumulus due to their
high resolution. Boundary conditions for CTRL3 and NO-
SHIPS3 are taken from the CTRL and NOSHIPS simulations
(using one-way nesting within WRF-Chem) and are updated
every hour. The CTRL and CTRL3 simulations are not nudged to
the reanalysis fields in the boundary layer, in order to ob-
tain a more realistic boundary layer structure. However,
comparison with ACCESS meteorological measurements www.atmos-chem-phys.net/16/2359/2016/ www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 2364
L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions
Table 3. Description of WRF and WRF-Chem simulations. Name
Description
Period
Remarks
MET
WRF meteorological simulation, 15 km × 15 km res-
olution (d01)
4–25 July 2012
Nudged to FNL
CTRL
WRF-Chem
simulation,
HTAPv2
anthropogenic
emissions, STEAM2 ship emissions, online MEGAN
biogenic emissions, online DMS and sea salt emis-
sions, 15 km × 15 km horizontal resolution (d01)
4–25 July 2012
Nudged to FNL in the free troposphere only
NOSHIPS
CTRL without STEAM2 emissions, 15 km × 15 km
horizontal resolution (d01)
4–25 July 2012
Nudged to FNL in the free troposphere only
CTRL3
CTRL setup and emissions, 3 km × 3 km horizontal
resolution (d02)
10–12 July 2012
Boundary conditions from CTRL
No nudging
No cumulus parameterization
NOSHIPS3
NOSHIPS setup and emissions, 3 km × 3 km hori-
zontal resolution (d02)
10–12 July 2012
Boundary conditions from NOSHIPS
No nudging
No cumulus parameterization L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emission 2364 Table 3. Description of WRF and WRF-Chem simulations. shows that on 11 July 2012 this leads to an overestimation
of marine boundary layer wind speeds (normalized mean
bias = +38 %). Since wind speed is one of the most critical
parameters in the FLEXPART-WRF simulations, we decided
to drive FLEXPART-WRF with the MET simulation instead
of using CTRL or CTRL3. In the MET simulation, results
are also nudged to FNL in the boundary layer in order to
reproduce wind speeds (normalized mean bias of +14 % on
11 July 2012). All CTRL, NOSHIPS, CTRL3, NOSHIPS3
and MET simulations agree well with meteorological mea-
surements during the other ACCESS ship flights. grid every 15 min for the CTRL3 simulation, and were re-
gridded on the WRF-Chem simulation grids. Shipping emis-
sions of NOx, SO2, black carbon, and organic carbon are
presented in Fig. 2 for the 15 km × 15 km simulation do-
main (emissions totals during the simulation period are indi-
cated within the figure panels). For comparison, the HTAPv2
emissions (without shipping emissions) are also shown. Ship
emissions are, on average, located in main shipping lanes
along the Norwegian coastline. However, they also include
less traveled routes, which are apparent closer to shore. www.atmos-chem-phys.net/16/2359/2016/ Other
anthropogenic emissions are mainly located along the Nor-
wegian coast (mostly in southern Norway) or farther inland
and to the south in Sweden and Finland. Over the whole
domain, NOx and OC emissions from shipping are approxi-
mately one-third of total anthropogenic NOx and OC emis-
sions, but represent a lower proportion of anthropogenic SO2
and BC emissions (5 and 10 %, respectively). However, other
anthropogenic emissions are not co-located with shipping
emissions, which represent an important source further north
along the coast, as many ships are in transit between Euro-
pean ports and Murmansk in Russia. Very strong SO2 emis-
sions in Russia are included in the model domain (in the area
highlighted in Fig. 2d), associated with smelting activities
that occur on the Russian Kola Peninsula (Virkkula et al.,
1997; Prank et al., 2010). The Kola Peninsula emissions rep-
resent 79 % of the total HTAPv2 SO2 emissions in the do-
main. 4
Ship emission evaluation In this section, emissions of NOx and SO2 are determined for
the four ships sampled during ACCESS flights (shown in Ta-
ble 1). We compare airborne measurements in ship plumes
and concentrations predicted by FLEXPART-WRF plume
dispersion simulations. In order to derive emission fluxes,
good agreement between measured and modeled plume lo-
cations is required (discussed in Sect. 4.1). The methods,
derived emissions values for the four ships, and comparison
with STEAM2 emissions are presented in Sect. 4.2. Figure 2. (a, c, e, g) STEAM2 ship emissions and (b, d, f,
h) HTAPv2 anthropogenic emissions (without ships) of (a, b) NOx,
(c, d) SO2, (e, f) BC, and (g, h) OC in kg km−2 over the CTRL
and NOSHIPS WRF-Chem domain, during the simulation period
(00:00 UTC 4 July 2012 to 00:00 UTC 26 July 2012). On panel (d),
the location of the intense Kola Peninsula SO2 emissions is high-
lighted by a gray box. The emissions totals for the simulation period
are noted in each panel. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Figure 2. (a, c, e, g) STEAM2 ship emissions and (b, d, f,
h) HTAPv2 anthropogenic emissions (without ships) of (a, b) NOx,
(c, d) SO2, (e, f) BC, and (g, h) OC in kg km−2 over the CTRL
and NOSHIPS WRF-Chem domain, during the simulation period
(00:00 UTC 4 July 2012 to 00:00 UTC 26 July 2012). On panel (d),
the location of the intense Kola Peninsula SO2 emissions is high-
lighted by a gray box. The emissions totals for the simulation period
are noted in each panel. treated in the same way together with all unidentified ships,
using the exhaust parameters of the Wilson Leer and local
meteorological conditions to estimate injection heights. This
means that, for the Costa Deliziosa, Alaed and Wilson Nan-
jing, the plume rise model is used in CTRL with exhaust
parameters from a smaller ship (the Wilson Leer) than in
CTRL3. Because of this, emission injection heights for these
ships are lower in CTRL (0 to 30 m) than in CTRL3 (230 m
for the Costa Deliziosa, 50 m for the Wilson Nanjing, 30 m
for the Wilson Leer, and 65 m for the Alaed). Primary aerosol emissions from STEAM2 (BC, OC, SO4,
and ash) are distributed into the eight MOSAIC aerosol bins
in WRF-Chem, according to the mass size distribution mea-
sured in the exhaust of ships equipped with medium-speed
diesel engines by Lyyranen et al. (1999). The submicron
mode of this measured distribution is used to distribute pri-
mary BC, OC, and SO=
4, while the coarse mode is used to
distribute exhaust ash particles (represented as “other inor-
ganics” in MOSAIC). 3.3
High-resolution ship emissions from STEAM2 STEAM2 is a high-resolution, real-time bottom-up shipping
emissions model based on AIS positioning data (Jalkanen
et al., 2012). STEAM2 calculates fuel consumption for each
ship based on its speed, engine type, fuel type, vessel length,
and propeller type. The model can also take into account the
effect of waves, and distinguishes ships at berth, maneuver-
ing ships, and cruising ships. Contributions from weather ef-
fects were not included in this study, however. The presence
of AIS transmitters is mandatory for large ships (gross ton-
nage > 300 t) and voluntary for smaller ships. Emissions from STEAM2 are compared with emissions
derived from measurements for individual ships in Sect. 4. STEAM2 emissions of CO, NOx, OC, BC (technically ele-
mental carbon in STEAM2), sulfur oxides (SOx), SO4, and
exhaust ashes are also used in the WRF-Chem CTRL and
CTRL3 simulations. SOx are emitted as SO2 in WRF-Chem,
and NOx are emitted as 94 % NO, and 6 % NO2 (EPA, 2000). VOC emissions are estimated from STEAM2 CO emissions
using a bulk VOC / CO mass ratio of 53.15 %, the ratio
used in the Arctic ship inventory from Corbett et al. (2010). STEAM2 emissions were generated on a 5 km × 5 km grid
every 30 min for the CTRL simulation, and on a 1 km × 1 km STEAM2 emissions are based on AIS signals that are
transmitted to base stations on shore that have a limited
range of 50–90 km, which explains why the emissions pre-
sented in Fig. 2 only represent near-shore traffic. In addi-
tion, our study is focused on shipping emissions in north-
ern Norway, therefore STEAM2 emissions were only gener-
ated along the Norwegian coast. As a result, ship emissions
in the northern Baltic and along the northwestern Russian
coast are not included in this study. However, these missing www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 2365 4.1
Ship plume representation in FLEXPART-WRF
and comparison with airborne measurements FLEXPART-WRF plume dispersion simulations driven by
the MET simulation are performed for the four ships sam-
pled during ACCESS (Sect. 3.1). The MET simulation agrees
well with airborne meteorological measurements on both
days (shown in the Supplement, Fig. S1) in terms of wind
direction (mean bias of −16◦on 11 July, +6◦on 12 July)
and wind speed (normalized mean bias of +14 % on 11 July,
−17 % on 12 July). Figure 3 shows the comparison between
maps of the measured NOx and plume locations predicted by
FLEXPART-WRF. This figure also shows the typical mean-
dering pattern of the plane during ACCESS, measuring the
same ship plumes several times as they age, while moving
further away from the ship (Roiger et al., 2015). Wilson Leer
and Costa Deliziosa plumes were sampled during two dif-
ferent runs at two altitudes on 11 July 2012, and presented
in Fig. 3a and b (z = 49 m) and Fig. 3c and d (z = 165 m). During the second altitude level on 11 July (Fig. 3c and d)
the Wilson Leer was farther south and the Costa Deliziosa
had moved further north. Therefore, the plumes are farther shipping emissions are much lower than other anthropogenic
sources inside the model domain. In the CTRL and CTRL3
simulations, ship emissions are injected in altitude using the
plume rise model presented in Sect. 3.1. Stack height and
exhaust fluxes are unknown for most of the ships present in
the STEAM2 emissions, which were not specifically targeted
during ACCESS. For these ships, exhaust parameters for the
Wilson Leer (∼6000 gross tonnage) are used as a compro-
mise between the smaller fishing ships (∼40 % of Arctic
shipping emissions; Winther et al., 2014), and larger ships
like the ones targeted during ACCESS. In the CTRL3 sim-
ulation, the four ships targeted during ACCESS are usually
alone in a 3 km × 3 km grid cell, which enabled us to treat
these ships separately and to inject their emissions in alti-
tude using individual exhaust parameters (Sect. 3.1). In the
CTRL simulation, there are usually several ships in the same
15 km × 15 km grid cell, and the four targeted ships were 4.2
Ship emission derivation and comparison
with STEAM2 This last ship was identified
during the post-campaign analysis, and we were able to ex-
tract its location and emissions from the STEAM2 inventory
in order to perform the plume dispersion simulations shown
here. The NOx and FLEXPART-WRF predicted plume loca-
tions are in good agreement for both ships. apart than during the first pass at 49 m. Modeled and mea-
sured plume locations agree well for the first run (z = 49 m). For the second run (z = 165 m), the modeled plume for the
Costa Deliziosa is, on average, located 4.7 km to the west of
the measured plume. This displacement is small considering
that, at the end of this flight leg, the plume was being sampled
∼80 km away from its source. This displacement is caused
by biases in the simulation (MET) used to drive the plume
dispersion model (−16◦for wind direction, +14 % for wind
speed). On 12 July 2012, the aircraft targeted emissions from
the Wilson Nanjing ship (Fig. 3e and f), but also sampled the
plume of another ship, the Alaed. This last ship was identified
during the post-campaign analysis, and we were able to ex-
tract its location and emissions from the STEAM2 inventory
in order to perform the plume dispersion simulations shown
here. The NOx and FLEXPART-WRF predicted plume loca-
tions are in good agreement for both ships. apart than during the first pass at 49 m. Modeled and mea-
sured plume locations agree well for the first run (z = 49 m). For the second run (z = 165 m), the modeled plume for the
Costa Deliziosa is, on average, located 4.7 km to the west of
the measured plume. This displacement is small considering
that, at the end of this flight leg, the plume was being sampled Ei = E ×
R tend
i
tbegin
i
(SO2(t) −SO2background)dt
R tend
i
tbegin
i
Tracer(t)dt
× MSO2
Mair
(1) Ei = E ×
R tend
i
tbegin
i
(SO2(t) −SO2background)dt
R tend
i
tbegin
i
Tracer(t)dt
× MSO2
Mair
(1) In Eq. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2366 Figure 3. Left panels: ACCESS airborne NOx measurements be-
tween (a) 16:00 and 16:35 UTC, 11 July 2012 (flight leg at Z ∼
49 m), (c) 16:52 and 18:08 UTC, 11 July 2012 (Z ∼165 m), and
(e) 10:53 and 11:51 UTC, 12 July 2012 (Z ∼46 m). Right panels:
corresponding FLEXPART-WRF plumes (relative air tracer mix-
ing ratios): (b, d) Wilson Leer and Costa Deliziosa plumes and
(f) Wilson Nanjing and Alaed plumes. FLEXPART-WRF plumes are
shown for the closest model time step and vertical level. Modeled air tracer mixing ratios are interpolated in space
and time to the aircraft location, and compared with airborne
NOx and SO2 measurements (Fig. 4). Each peak in Fig. 4
corresponds to the aircraft crossing the ship plume once dur-
ing the meandering pattern before turning around for an ad-
ditional plume crossing. Figure 4a and b only show measure-
ments for the first altitude level at z = 49 m on 11 July 2012
(results for the second altitude level are shown in the Supple-
ment in Fig. S2). As expected from the comparison shown
in Fig. 3, modeled peaks are co-located with measured peaks
in Fig. 4. The model is also able to reproduce the gradual de-
crease of concentrations measured in the plume of the Wilson
Nanjing on Fig. 4c–e, as the plane flies further away from the
ship and the plume gets more dispersed. These peak concen-
trations vary less for the measured and modeled plume of the
Costa Deliziosa (Fig. 4a and b). Measured plumes are less
concentrated for the Wilson Leer since it is a smaller vessel,
and for the Alaed because its emissions were sampled further
away from their source. www.atmos-chem-phys.net/16/2359/2016/ www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 4.2
Ship emission derivation and comparison
with STEAM2 In this section, we describe the method for deriving ship
emissions of NOx and SO2 using FLEXPART-WRF and
measurements. This method relies on the fact that in the
FLEXPART-WRF simulations presented in Sect. 3.1, there
is a linear relationship between the constant emission flux of
the tracer chosen for the simulation and the tracer concentra-
tions in the modeled plume. The only source of non-linearity
that cannot be taken into account is changes in the emission
source strength, which is assumed to be constant in time for
the plumes sampled. Given that the ship and meteorologi-
cal conditions were consistent during sampling (shown in the
Supplement, Fig. S1), we expect that these effects would be
very small. In our simulations, this constant emission flux is
picked at E = 0.1 kgs−1 and is identical for all ships. This
initial value E is scaled for each ship by the ratio of the mea-
sured and modeled areas of the peaks in concentration corre-
sponding to plume crossings, as shown in Fig. 4. Equation (1)
shows how SO2 emissions are derived by this method. Figure 3. Left panels: ACCESS airborne NOx measurements be-
tween (a) 16:00 and 16:35 UTC, 11 July 2012 (flight leg at Z ∼
49 m), (c) 16:52 and 18:08 UTC, 11 July 2012 (Z ∼165 m), and
(e) 10:53 and 11:51 UTC, 12 July 2012 (Z ∼46 m). Right panels:
corresponding FLEXPART-WRF plumes (relative air tracer mix-
ing ratios): (b, d) Wilson Leer and Costa Deliziosa plumes and
(f) Wilson Nanjing and Alaed plumes. FLEXPART-WRF plumes are
shown for the closest model time step and vertical level. apart than during the first pass at 49 m. Modeled and mea-
sured plume locations agree well for the first run (z = 49 m). For the second run (z = 165 m), the modeled plume for the
Costa Deliziosa is, on average, located 4.7 km to the west of
the measured plume. This displacement is small considering
that, at the end of this flight leg, the plume was being sampled
∼80 km away from its source. This displacement is caused
by biases in the simulation (MET) used to drive the plume
dispersion model (−16◦for wind direction, +14 % for wind
speed). On 12 July 2012, the aircraft targeted emissions from
the Wilson Nanjing ship (Fig. 3e and f), but also sampled the
plume of another ship, the Alaed. 4.2
Ship emission derivation and comparison
with STEAM2 The number of peaks used to derive emis-
sions for each ship is N = 13 for the Costa Deliziosa, N = 4
for the Wilson Leer, N = 8 for the Wilson Nanjing (N = 4
for SO2) and N = 5 for the Alaed. The derived emissions of NOx (equivalent NO2 mass flux
in kg day−1) and SO2 are given in Table 4. The emissions
extracted from the STEAM2 inventory for the same ships
during the same time period are also shown. STEAM2 SO2
emissions are higher than the value derived for the Costa
Deliziosa, and lower than the value derived for the Wilson
Nanjing. NOx emissions from STEAM2 are higher than our
calculations for all ships. In STEAM2, the NOx emission fac-
tor is assigned according to IMO MARPOL (marine pollu-
tion) Annex VI requirements (IMO, 2008) and engine revolu-
tions per minute (RPM), but all engines subject to these lim-
its must emit less NOx than this required value. For the Wil-
son Leer, two calculated values are reported: one calculated
by averaging the estimates from the four measured peaks,
and one value where an outlier value was removed before
calculating the average. During the 11 July flight, the Wilson
Leer was traveling south at an average speed of 4.5 ms−1,
with relatively slow tailwinds of 5.5 ms−1. Because of this,
the dispersion of this ship’s plume on this day could be sensi-
tive to small changes in modeled wind speeds, and calculated
emissions are more uncertain. 4. (a, c, d) NOx and (b, e) SO2 aircraft measureme Figure 4. (a, c, d) NOx and (b, e) SO2 aircraft measurements Figure 4. (a, c, d) NOx and (b, e) SO2 aircraft measurements
(black) compared to FLEXPART-WRF air tracer mixing ratios in-
terpolated along flight tracks, for the plumes of the (a, b) Costa
Deliziosa and Wilson Leer on 11 July 2012 (first constant altitude
level (Z ∼49 m), also shown in Fig. 3a) and (c, d, e) Wilson Nan-
jing and Alaed on 12 July 2012. Panel (d) shows the same results
as panel (c) in detail. Since model results depend linearly on the
emission flux chosen a priori for each ship, model results have been
scaled so that peak heights are comparable to the measurements. The most important difference between the inventory NOx
and our estimates is ∼150 % for the Costa Deliziosa. 4.2
Ship emission derivation and comparison
with STEAM2 (1), SO2(t) is the measured SO2 mixing ratio (pptv),
SO2background is the background SO2 mixing ratio for each
peak, Tracer(t) is the modeled tracer mixing ratio interpo-
lated along the ACCESS flight track (pptv), tbegin
i
and tend
i
are
the beginning and end time of peak i (modeled or measured,
in s) and MSO2 and Mair are the molar masses of SO2 and
air (gmol−1). This method produces a different SO2 emis-
sion flux value Ei (kgs−1) for each of the i = 1 to N peaks
corresponding to all the crossings of a single ship plume www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2367 Figure 4. (a, c, d) NOx and (b, e) SO2 aircraft measurements
(black) compared to FLEXPART-WRF air tracer mixing ratios in-
terpolated along flight tracks, for the plumes of the (a, b) Costa
Deliziosa and Wilson Leer on 11 July 2012 (first constant altitude
level (Z ∼49 m), also shown in Fig. 3a) and (c, d, e) Wilson Nan-
jing and Alaed on 12 July 2012. Panel (d) shows the same results
as panel (c) in detail. Since model results depend linearly on the
emission flux chosen a priori for each ship, model results have been
scaled so that peak heights are comparable to the measurements. heights if the peak area in tracer concentration changes by
more than 50 % in the injection height sensitivity runs. Us-
ing a lower threshold of 25 % alters the final emission es-
timates by less than 6 %. Peaks sensitive to the calculated
injection height typically correspond to samplings close to
the ship, where the plumes are narrow. An intense SO2 peak
most likely associated with the Costa Deliziosa and sampled
around 17:25 UTC on 11 July 2012 is also excluded from the
calculations, because this large increase in SO2 in an older,
diluted part of the ship plume suggests contamination from
another source. SO2 emissions are not determined for the
Wilson Leer and the Alaed, since SO2 measurements in their
plumes are too low to be distinguished from the background
variability. For the same reason, only the higher SO2 peaks
(four peaks > 1 ppbv) were used to derive emissions for the
Wilson Nanjing. 4.2
Ship emission derivation and comparison
with STEAM2 Rea-
sons for large discrepancy in predicted and measured NOx
emissions of Costa Deliziosa were investigated in more de-
tail. A complete technical description of Costa Deliziosa
was not available, but her sister vessel Costa Luminosa was
described at length recently (RINA, 2010). The details of
Costa Luminosa and Costa Deliziosa are practically identi-
cal and allow for in-depth analysis of emission modeling. With complete technical data, the STEAM2 SOx and NOx
emissions of Costa Deliziosa were estimated to be 2684 and
5243 kg day−1, respectively, whereas our derived estimates
indicate 2399 and 2728 kg day−1 (difference of +12 % for
SOx and +92 % for NOx). The good agreement for SOx in-
dicates that the power prediction at vessel speed reported in by the aircraft. These N different estimates are averaged to-
gether to reduce the uncertainty in the estimated SO2 emis-
sions. A similar approach is used to estimate NOx emissions. The background mixing ratios were determined by applying
a 30 s running average to the SO2 and NOx measurements. Background values were then determined manually from the
filtered time series. For each NOx peak, an individual back-
ground value was identified and used to determine the NOx
enhancement for the same plume. For SO2, a single back-
ground value was used for each flight leg (constant altitude). In order to reduce sensitivity to the calculated emission
injection heights, FLEXPART-WRF peaks that are sensitive
to a ±50 % change in injection height are excluded from
the analysis. Results are considered sensitive to injection www.atmos-chem-phys.net/16/2359/2016/ 4.3
Comparison of STEAM2 to other shipping
emission inventories for northern Norway We compare in Table 5 the July emission totals for NOx,
SO2, BC, OC and SO=
4 in northern Norway (latitudes 60.6
to 73◦N, longitudes 0 to 31◦W) for STEAM2 and four other
shipping emission inventories used in previous studies inves-
tigating shipping impacts in the Arctic. We include emissions
from the Winther et al. (2014), Dalsøren et al. (2009, 2007),
and Corbett et al. (2010) inventories. The highest shipping
emissions in the region of northern Norway are found in the
STEAM2 and Winther et al. (2014) inventories, which are
both based on 2012 AIS ship activity data (Sect. 3.3 for a de-
scription of the methodology used for STEAM2). We note
that, except for OC, the emissions are higher in the Winther
et al. (2014) inventory because of the larger geographical
coverage: Winther et al. (2014) used both ground-based and
satellite retrieved AIS signals, whereas the current study is
restricted to data received by ground based AIS stations (cap-
turing ships within 50 to 90 km of the Norwegian coastline). Despite lower coverage, the horizontal and temporal resolu-
tions are better described in land-based AIS networks than
satellite AIS data. The terrestrial AIS data used in this study
is thus more comparable to the spatial extent and temporal
resolution of the measurements collected close to the Nor-
wegian coast. STEAM2 is the only inventory including sul-
fate emissions, which account for SO2 to SO=
4 conversion in
the ship exhaust. Ship emissions from Dalsøren et al. (2009)
and Corbett et al. (2010) are based on ship activity data from
2004, when marine traffic was lower than in 2012. Further-
more, the gridded inventory from Corbett et al. (2010) does
not include emissions from fishing ships, which represent
close to 40 % of Arctic shipping emissions (Winther et al.,
2014). These emissions could not be precisely distributed
geospatially using earlier methodologies, since fishing ships
do not typically follow a simple course (Corbett et al., 2010). Dalsøren et al. (2007) emissions for coastal shipping in Nor- p
g
p g
The case of Costa Deliziosa underlines the need for accu-
rate and up-to-date technical data for ships when bottom-up
emission inventories are constructed. It also necessitates the
inclusion of the effect of emission abatement technologies
in ship emission inventories. Furthermore, model predictions
for individual vessels are complicated by external contribu-
tions, like weather and sea currents, affecting vessel perfor-
mance. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Table 4. NOx and SO2 emissions estimated from FLEXPART-WRF and ACCESS measurements, compared with STEAM2 emissions. Values in parentheses indicate the relative difference between STEAM2 and calculated values. SO2 emissions were not calculated for the
Wilson Leer and Alaed since the measured SO2 concentrations in the plumes were too low above background. Ship name
NOx calculated
NOx from STEAM2
SO2 calculated
SOx from STEAM2
from measurements
(kg day−1)
from measurements
(kg day−1)
(kg day−1)
(kg day−1)
Costa Deliziosa
2728
6767/5243a (+148/+92 %a)
2399
3285/2684a (+37/+12 %a)
Wilson Leer
167/82b
287 (+72/+250 %b)
NA
88 (NA)
Wilson Nanjing
561
602 (+7 %)
504
219 (−57 %)
Alaed
1362
1809 (+33 %)
NA
1130 (NA)
a The second value corresponds to STEAM2 calculations using complete technical data from the Costa Deliziosa sister ship Costa Luminosa. b Value with outliers
removed. on average in the Norwegian Sea during ACCESS than for
individual ships. AIS and associated fuel flow is well predicted by STEAM2,
but emissions of NOx are twice as high as the value derived
from measurements. In case of Costa Deliziosa, the NOx
emission factor of 10.5 gkWh−1 for a tier II compliant ves-
sel with 500 RPM engine is assumed by STEAM2. Based
on the measurement-derived value, a NOx emission factor of
5.5 gkWh−1 would be necessary, which is well below the tier
II requirements. It was reported recently (IPCO, 2015) that
NOx emission reduction technology was installed on Costa
Deliziosa, but it is unclear whether this technology was in
place during the airborne measurement campaign in 2012. www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 2368 5
Modeling the impacts of ship emissions along the
Norwegian coast In this section, WRF-Chem, using STEAM2 ship emissions,
is employed to study the influence of ship pollution on at-
mospheric composition along the Norwegian coast, at both
the local (i.e., at the plume scale) and regional scale. As
shown in Fig. 4, shipping pollution measured during AC-
CESS is inhomogeneous, with sharp NOx and SO2 peaks in
thin ship plumes, emitted into relatively clean background
concentrations. The measured concentrations are on spa-
tial scales that can only be reproduced using very high-
resolution WRF-Chem simulations (a few kilometers of hor-
izontal resolution), but such simulations can only be per-
formed for short periods and over small domains. Therefore,
high-resolution simulations cannot be used to estimate the
regional impacts of shipping emissions. In order to bridge
the scale between measurements and model runs that can be
used to make conclusions about the regional impacts of ship-
ping pollution, we compare in Sect. 5.1 WRF-Chem simu-
lations using STEAM2 ship emissions, at 3 km × 3 km res-
olution (CTRL3) and at 15 km × 15 km resolution (CTRL). Specifically, we show in Sect. 5.1 that both the CTRL3 and
CTRL simulations reproduce the average regional influence
of ships on NOx, O3, and SO2, compared to ACCESS mea-
surements. In Sect. 5.2 we use the CTRL simulation to quan-
tify the regional contribution of ships to surface pollution and
shortwave radiative fluxes in northern Norway. WRF-Chem results from CTRL and CTRL3 for surface
(∼0 to 30 m) NOx and O3 are shown in Fig. 5. On 11 and
12 July, the aircraft specifically targeted plumes from the Wil-
son Leer, Costa Deliziosa, Wilson Nanjing and, in addition,
sampled emissions from the Alaed, identified later during the
post-campaign analysis (Fig. 3). All these ships are individ-
ually present in the STEAM2 emissions inventory (Sect. 4
and Table 4). Emissions from these ships, as well as from
other vessels traveling in that area, are clearly resolved in the
CTRL3 model results for NOx (Fig. 5a and e). Ship NOx
emissions are smoothed out in the CTRL run, seen in Fig. 5b
and f, and the individual ship plumes cannot be clearly dis-
tinguished in the NOx surface concentrations. The predicted
surface O3 concentrations are shown in Fig. 5c, d, g, and h. On the 11 and 12 July 2012, titration of O3 by NOx from
fresh ship emissions can be identified in Fig. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2369 Table 5. July emission totals in northern Norway (60.6–73◦N, 0 to 31◦W) of NOx, SO2, BC, OC, and SO=
4 in different ship emission
inventories. Table 5. July emission totals in northern Norway (60.6–73◦N, 0 to 31◦W) of NOx, SO2, BC, OC, and SO=
4 in different ship emission
inventories ls in northern Norway (60.6–73◦N, 0 to 31◦W) of NOx, SO2, BC, OC, and SO=
4 in different ship emissio Table 5. July emission totals in northern Norway (60.6–73◦N, 0 to 31◦W) of NOx, SO2, BC, OC, and SO=
4 in different ship emission
inventories. Inventory
Year
NOx (kt)
SO2 (kt)
BC (t)
OC (t)
SO=
4 (t)
STEAM2
2012
7.1
2.4
48.1
123.4
197.3
Winther et al. (2014)
2012
9.3
3.4
47.7
82.9
–
Dalsøren et al. (2009)
2004
3.1
1.9
7.3
24.5
–
Corbett et al. (2010)
2004
2.4
1.6
10.6
32.5
–
Dalsøren et al. (2007)
2000
5.5
1.1
24. 479.3
– 5.1
Model evaluation from the plume scale to the
regional scale wegian waters are estimated based on Norwegian shipping
statistics for the year 2000, and contain higher NOx, BC,
and OC emissions, but less SO2, than the 2004 inventories. This comparison indicates that earlier ship emission inven-
tories usually contain lower emissions in this region, which
can be explained by the current growth in shipping traffic in
northern Norway. This means that up-to-date emissions are
required in order to assess the current impacts of shipping in
this region. It is well known that ship plumes contain fine-scale features
that cannot be captured by most regional or global chem-
ical transport models. This fine plume structure influences
the processing of ship emissions, including O3 and aerosol
formation, which are non-linear processes that largely de-
pend on the concentration of species inside the plume. Some
models take into account the influence of the instantaneous
mixing of ship emissions in the model grid box by includ-
ing corrections to the O3 production and destruction rates
(Huszar et al., 2010) or take into account plume ageing be-
fore dilution by using corrections based on plume chemistry
models (Vinken et al., 2011). Here, we take an alternative
approach by running the model at a sufficient resolution to
distinguish individual ships in the Norwegian Sea (CTRL3
run at 3 km × 3 km resolution), and at a lower resolution
(CTRL run at 15 km × 15 km resolution). It is clear that a
3 km × 3 km horizontal resolution is not sufficiently small to
capture all small-scale plume processes. However, by com-
paring the CTRL3 simulation to ACCESS measurements, we
show in this section that this resolution is sufficient to resolve
individual ship plumes and to reproduce some of the plume
macroscopic properties. The CTRL and CTRL3 simulations
(presented in Table 3) are then compared to evaluate if non-
linear effects are important for this study period and region. 4.3
Comparison of STEAM2 to other shipping
emission inventories for northern Norway However, the STEAM2 emission model is based on
AIS real-time positioning data, which has a much better cov-
erage than activity data sets used to generate older shipping
emission inventories (e.g., COADS and AMVER). These
earlier data sets also have known biases for ships of specific
sizes or types. In addition, components of the STEAM2 in-
ventory, such as fuel consumption, engine loads, and emis-
sion factors have already been studied in detail in the Baltic
Sea by Jalkanen et al. (2009, 2012) and Beecken et al. (2015). Beecken et al. (2015) compared STEAM2 emission factors
to measurements for ∼300 ships in the Baltic Sea. Their re-
sults showed that, while important biases were possible for
individual ships, STEAM2 performed much better on aver-
age for a large fleet. In the Baltic Sea, STEAM2 NOx emis-
sion factors were found to be biased by +4 % for passen-
ger ships, based on 29 ships, and −11 % for cargo ships,
based on 118 ships. For SOx, the biases were respectively +1
and +14 % for the same ships. Therefore, we expect that the
large discrepancy in NOx for one individual ship (the Costa
Deliziosa) has only a small impact on the total regional emis-
sions generated by STEAM2. The results presented later in
Sect. 5.1 also indicate that STEAM2 likely performs better www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 5
Modeling the impacts of ship emissions along the
Norwegian coast 5c and g for
the 3 km run (areas indicated by black arrows on Fig. 5c www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2370 Figure 5. Snapshots of model predicted surface NOx and O3 from the CTRL3 (3 km) simulation (a, c, e, g) and the CTRL (15 km) simula-
tion (b, d, f, h) during the flights on 11 and 12 July 2012. Model results for the CTRL3 simulation are shown over the full model domain. CTRL run results are shown over the same region for comparison. The aircraft flight tracks are indicated in blue. On panels (c) and (g),
black arrows indicate several areas of O3 titration due to high NOx from ships. (i, j) NOx and (k, l) O3 2-day average surface enhancements
(00:00 UTC 11 July 2012 to 00:00 UTC 13 July 2012) due to shipping emissions, (i, k) CTRL3 simulation, (j, l) CTRL simulation. The 2-day
average enhancements of NOx and O3 over the whole area are given below each respective panel. Figure 5. Snapshots of model predicted surface NOx and O3 from the CTRL3 (3 km) simulation (a, c, e, g) and the CTRL (15 km) simula-
tion (b, d, f, h) during the flights on 11 and 12 July 2012. Model results for the CTRL3 simulation are shown over the full model domain. CTRL run results are shown over the same region for comparison. The aircraft flight tracks are indicated in blue. On panels (c) and (g),
black arrows indicate several areas of O3 titration due to high NOx from ships. (i, j) NOx and (k, l) O3 2-day average surface enhancements
(00:00 UTC 11 July 2012 to 00:00 UTC 13 July 2012) due to shipping emissions, (i, k) CTRL3 simulation, (j, l) CTRL simulation. The 2-day
average enhancements of NOx and O3 over the whole area are given below each respective panel. To further investigate the ability of these different model
runs to represent single ship plumes, we compare measured
NOx, SO2, and O3 along the flight track on 11 July 2012
with WRF-Chem predictions (Fig. 6). Corresponding results
for 12 July 2012 are shown in the Supplement (Fig. S3). Large enhancements of NOx and SO2 are seen during plume
crossings in measurements, as already noted in Sect. 4. 5
Modeling the impacts of ship emissions along the
Norwegian coast For
comparison with WRF-Chem, we have averaged the mea-
sured data using a 56 s running average, equivalent to the
aircraft crossing 6 km (two model grid cells) at its average
speed during this flight (107 ms−1). Using a running aver-
age takes into account plume dilution in grid cells, as well as
additional smoothing introduced when modeled results are
spatially interpolated onto the flight track. The CTRL3 sim-
ulation captures both the width and magnitude of NOx and
SO2 peaks, suggesting that the individual plumes are cor-
rectly represented in space and time. During the second part
of the flight (17:20 UTC), the model does not reproduce two
intense measured SO2 peaks. We already noted in Sect. 4.2
that measurements in this part of the flight might be contami-
nated by another source. In contrast, the CTRL run has wider
NOx and SO2 peaks and lower peak concentrations, because
of dilution in larger grids. Another difference between the
simulations is the treatment of plume rise (Sect. 3.3), such and g). However, evidence for O3 titration quickly disap-
pears away from the fresh emissions sources. In contrast,
O3 titration is not apparent in the CTRL run. However, NOx
and O3 patterns and average surface concentrations are very
similar. This is illustrated in the lower panels, showing 2-
day-averaged NOx and O3 enhancements due to ships in the
CTRL3 (CTRL3 – NOSHIPS3) and CTRL (CTRL – NO-
SHIPS) simulations. The results show that changing the hor-
izontal resolution from 3 km × 3 km (1 km × 1 km emissions,
15 min emissions injection) to 15 km × 15 km (5 km × 5 km
emissions, 1 h emissions injection) does not have a large in-
fluence on the domain-wide average NOx (−3.2 %) or O3
(+0.08 ppbv, +4.2 %) enhancements due to ships. This is in
agreement with earlier results by Cohan et al. (2006), who
showed that regional model simulations at similar resolu-
tions (12 km) were sufficient to reproduce the average O3
response. Results by Vinken et al. (2011) suggest that sim-
ulations at a lower resolution more typical of global models
(2◦× 2.5◦) would lead to an overestimation of O3 produc-
tion from ships in this region by 1 to 2 ppbv. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions After the first run at 49 m, a vertical profile
was performed (16:35 to 16:45 UTC) providing information about
the vertical structure of the boundary layer. Figure 7. Observed background-corrected PM1 enhancements in
the plume of the Costa Deliziosa on 11 July 2012 (black squares),
compared to modeled PM1 enhancements in ship plumes (in red),
extracted along the flight track (CTRL3 – NOSHIPS3 PM1). A 56 s
averaging window is applied to the measured data to simulate dilu-
tion in the model grid. Flight altitude is given as dashed black line. Figure 7. Observed background-corrected PM1 enhancements in
the plume of the Costa Deliziosa on 11 July 2012 (black squares),
compared to modeled PM1 enhancements in ship plumes (in red),
extracted along the flight track (CTRL3 – NOSHIPS3 PM1). A 56 s
averaging window is applied to the measured data to simulate dilu-
tion in the model grid. Flight altitude is given as dashed black line. (shown in the Supplement, Fig. S3), with lower model biases
for O3 but a stronger overestimation of NOx. Figure 6. Time series of measured O3 and NOx on 11 July 2012
compared to model results extracted along the flight track for the
CTRL and CTRL3 runs. Observations are in black, the CTRL run
is in red, and the CTRL3 run is in green. A 56 s averaging window is
applied to the measured data for model comparison (approximately
the time for the aircraft to travel 2 × 3 km). Flight altitude is given
as a dashed gray line. After the first run at 49 m, a vertical profile
was performed (16:35 to 16:45 UTC) providing information about
the vertical structure of the boundary layer. In order to evaluate modeled aerosols in ship plumes, mod-
eled aerosols are evaluated using size distributions measured
during the 11 July 2012 flight. Size distributions are inte-
grated to estimate submicron aerosol mass (PM1), assuming
a density of 1700 kgm−3 and spherical particles. This indi-
cates that observed PM1 enhancements in plumes (∼0.1 to
0.5 µgm−3) are relatively low compared to background PM1
(∼0.7 to 1.1 µgm−3), because of the presence of high sea
salt concentrations in the marine boundary layer (54 % of the
modeled background PM1 during ship plume sampling is sea
salt in NOSHIPS3). L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2371 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions
2371
Figure 6. Time series of measured O3 and NOx on 11 July 2012
compared to model results extracted along the flight track for the
CTRL and CTRL3 runs. Observations are in black, the CTRL run
is in red, and the CTRL3 run is in green. A 56 s averaging window is
applied to the measured data for model comparison (approximately
the time for the aircraft to travel 2 × 3 km). Flight altitude is given
as a dashed gray line. After the first run at 49 m, a vertical profile
was performed (16:35 to 16:45 UTC) providing information about
the vertical structure of the boundary layer. Figure 7. Observed background-corrected PM1 enhancements in
the plume of the Costa Deliziosa on 11 July 2012 (black squares),
compared to modeled PM1 enhancements in ship plumes (in red),
extracted along the flight track (CTRL3 – NOSHIPS3 PM1). A 56 s
averaging window is applied to the measured data to simulate dilu-
tion in the model grid. Flight altitude is given as dashed black line. (shown in the Supplement, Fig. S3), with lower model biases
for O3 but a stronger overestimation of NOx. In order to evaluate modeled aerosols in ship plumes, mod-
eled aerosols are evaluated using size distributions measured
during the 11 July 2012 flight. Size distributions are inte-
grated to estimate submicron aerosol mass (PM1), assuming
a density of 1700 kgm−3 and spherical particles. This indi-
cates that observed PM1 enhancements in plumes (∼0.1 to
0.5 µgm−3) are relatively low compared to background PM1
(∼0.7 to 1.1 µgm−3), because of the presence of high sea
salt concentrations in the marine bo ndar la er (54 % of the L. Marelle et al.: Air quality and radiative impacts of Arct
Figure 6. Time series of measured O3 and NOx on 11 July 2012
compared to model results extracted along the flight track for the
CTRL and CTRL3 runs. Observations are in black, the CTRL run
is in red, and the CTRL3 run is in green. A 56 s averaging window is
applied to the measured data for model comparison (approximately
the time for the aircraft to travel 2 × 3 km). Flight altitude is given
as a dashed gray line. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Because of this, comparing modeled and
observed in-plume PM1 directly would be mostly represen-
tative of background aerosols, especially sea salt, which is
not the focus of this paper. Figure 7 shows the comparison
between modeled and measured enhancements in PM1 in the
plume of the Costa Deliziosa (11 July 2012), removing from
the model and measurements the contribution from sea salt
and other aerosols not associated with shipping. Similarly to
Fig. 6, a 56 s moving average was applied to the measure-
ment (representing plume dilution in the model grid). This
comparison indicates a generally good agreement between
modeled and measured PM1 enhancements in ship plumes. There is a discrepancy between the model and the measure-
ments for the first two PM1 plumes measured close to the
ships (around 16:05 UTC), which could be an artifact of the
limited resolution of this simulation (3 km). If these peaks
are excluded, the model slightly overestimates peak PM1 en-
hancements in ship plumes (+26 %). Since this enhancement
is modeled as 80 % SO=
4, this overestimation can be linked to
the +37 % overestimation of SO2 emissions for the Costa
Deliziosa in STEAM2 (Table 4). that the Costa Deliziosa plume is located at lower altitudes
in CTRL than in CTRL3. The CTRL3 simulation tends to
overestimate NOx in ship plumes, which is in agreement
with the results shown in Table 4, indicating that STEAM2
NOx emissions are overestimated for the ships targeted dur-
ing ACCESS. This overestimation is unlikely to be caused
by chemistry issues, since an overestimated NOx lifetime
would lead to comparatively larger biases at the end of the
constant altitude runs, when older parts of the plume were
sampled. Figure 6b shows O3 during the same flight. The
CTRL3 simulation reproduces the ozone variability better
than the CTRL run, but both runs perform relatively well on
average (mean bias = −3 ppbv during the constant altitude
legs). This negative bias is due to a small underestimation
in the background ozone, which could be caused by a num-
ber of reasons, including the boundary chemical conditions
from the MOZART4 model, photolysis rates, cloud proper-
ties and locations, ozone deposition, and/or emissions. Both
measurements and CTRL3 results show evidence of O3 titra-
tion in the most concentrated NOx plumes, where ozone is
1.5 to 3 ppbv lower than out of the plumes. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions However, precise
quantification of this titration is difficult because these val-
ues are the same order of magnitude as the spatial variability
of O3 outside of the plumes. O3 titration is not apparent in
the CTRL run. Results are similar for the 12 July 2012 flight Analysis of O3 maps, average surface enhancements due
to ships (Fig. 5) and analysis of model results along flight
tracks (Fig. 6) show that both runs capture the NOx and
O3 concentrations in this region reasonably well. Further- www.atmos-chem-phys.net/16/2359/2016/ 5
Modeling the impacts of ship emissions along the
Norwegian coast The influence
of model resolution on surface aerosol concentrations is also
moderate, and PM10 due to ships are 15 % lower on average
in CTRL than in CTRL3 (not shown here). and g). However, evidence for O3 titration quickly disap-
pears away from the fresh emissions sources. In contrast,
O3 titration is not apparent in the CTRL run. However, NOx
and O3 patterns and average surface concentrations are very
similar. This is illustrated in the lower panels, showing 2-
day-averaged NOx and O3 enhancements due to ships in the
CTRL3 (CTRL3 – NOSHIPS3) and CTRL (CTRL – NO-
SHIPS) simulations. The results show that changing the hor-
izontal resolution from 3 km × 3 km (1 km × 1 km emissions,
15 min emissions injection) to 15 km × 15 km (5 km × 5 km
emissions, 1 h emissions injection) does not have a large in-
fluence on the domain-wide average NOx (−3.2 %) or O3
(+0.08 ppbv, +4.2 %) enhancements due to ships. This is in
agreement with earlier results by Cohan et al. (2006), who
showed that regional model simulations at similar resolu-
tions (12 km) were sufficient to reproduce the average O3
response. Results by Vinken et al. (2011) suggest that sim-
ulations at a lower resolution more typical of global models
(2◦× 2.5◦) would lead to an overestimation of O3 produc-
tion from ships in this region by 1 to 2 ppbv. The influence
of model resolution on surface aerosol concentrations is also
moderate, and PM10 due to ships are 15 % lower on average
in CTRL than in CTRL3 (not shown here). www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions Atmos. Chem. Phys., 16, 2359–2379, 2016 www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 2372
L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions
Figure 8. Average vertical profiles of (a) NOx, (b) SO2, (c) O3 and (d) PM2.5 observed during the four ACCESS ship flights (in black,
with error bars showing standard deviations), and interpolated along the ACCESS flight tracks in the CTRL simulation (red line) and in the
NOSHIPS simulation (blue line). For PM2.5 only simulation results are shown. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2372 Figure 8. Average vertical profiles of (a) NOx, (b) SO2, (c) O3 and (d) PM2.5 observed during the four ACCESS ship flights (in black,
with error bars showing standard deviations), and interpolated along the ACCESS flight tracks in the CTRL simulation (red line) and in the
NOSHIPS simulation (blue line). For PM2.5 only simulation results are shown. typically activated as cloud condensation nuclei (shown in
Fig. S4 in the Supplement). more, Fig. 7 shows that PM1 enhancements in ship plumes
are well reproduced in the CTRL3 simulation, and we found
that PM10 production from ships over the simulation domain
was not very sensitive to resolution. This suggests that the
CTRL simulation is sufficient to assess the impacts of ship
emissions at a larger scale during July 2012. This is inves-
tigated further by comparing modeled NOx, SO2, and O3 in
the CTRL and NOSHIPS simulations with the average ver-
tical profiles (200–1500 m) measured during four ACCESS
flights from 11 to 25 July 2012 (flights shown in Fig. 1a);
this comparison is shown in Fig. 8. Modeled vertical profiles
of PM2.5 are also shown in Fig. 8. This comparison allows us
to estimate how well CTRL represents the average impact of
shipping over a larger area and a longer period. NOx concentrations are overestimated in the parts of the
profile strongly influenced by shipping emissions. This is
in agreement with the findings of Sect. 4.2, showing that
STEAM2 NOx emissions were overestimated for the ships
sampled during ACCESS. However, the CTRL simulation
performs well on average, suggesting that the STEAM2 in-
ventory is able to represent the average NOx emissions from
ships along the northern Norwegian coast during the study
period. The bias for SO2 is very low compared to results from
Eyring et al. www.atmos-chem-phys.net/16/2359/2016/ (2007), which showed that global models signif-
icantly underestimated SO2 in the polluted marine boundary
layer in July. Since aerosols from ships contain mostly sec-
ondary sulfate formed from SO2 oxidation, the validation of
modeled SO2 presented in Fig. 8 also gives some confidence
in our aerosol results compared to earlier studies investigat-
ing the air quality and radiative impacts of shipping aerosols. We therefore use the 15 km × 15 km CTRL run for further
analysis of the regional influence of ships on pollution and
the shortwave radiative effect in this region in Sect. 5.2. Figure 8 shows that the NOSHIPS simulation significantly
underestimates NOx and SO2, and moderately underesti-
mates O3 along the ACCESS flights, indicating that ship
emissions are needed to improve the agreement between the
model and observations. In the CTRL simulation, NOx, SO2,
and O3 vertical structure and concentrations are generally
well reproduced, with normalized mean biases of +14.2,
−6.8, and −7.0 %, respectively. Correlations between mod-
eled (CTRL) and measured profiles are significant for NOx
and O3 (r2 = 0.82 and 0.90). However, the correlation is very
low between measured and modeled SO2 (r2 = 0.02), and it
is not improved compared to the NOSHIPS simulation. Ships
have the largest influence on NOx and SO2 profiles, a moder-
ate influence on O3 and do not strongly influence PM2.5 pro-
files along the ACCESS flights. However, this small increase
in PM2.5 corresponds to a larger relative increase in sulfate
concentrations and in particle numbers in the size ranges 5.2.1
Surface air pollution from ship emissions in
northern Norway The regional-scale impacts of ships on surface atmospheric
composition in northern Norway are estimated by calculat-
ing the 15-day (00:00 UTC, 11 July 2012 to 00:00 UTC,
26 July 2012) average difference between the CTRL and NO-
SHIPS simulations. Figure 9 shows maps of these anoma- Atmos. Chem. Phys., 16, 2359–2379, 2016 www.atmos-chem-phys.net/16/2359/2016/ L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2373 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions
2373
Figure 9. 15-day average (00:00 UTC 11 July 2012 to 00:00 UTC 26 July 2012) of (top) absolute and (bottom) relative surface enhancements
(CTRL – NOSHIPS) in (a, d) SO2, (b, e) NOx, and (c, e) O3 due to ship emissions in northern Norway from STEAM2. Figure 9. 15-day average (00:00 UTC 11 July 2012 to 00:00 UTC 26 July 2012) of (top) absolute and (bottom) relative surface enhancements
(CTRL – NOSHIPS) in (a, d) SO2, (b, e) NOx, and (c, e) O3 due to ship emissions in northern Norway from STEAM2. lies at the surface, for SO2, NOx, and O3. Ship emissions
have the largest influence on surface NOx and SO2 concen-
trations, with 75 to 100 % increases along the coast. Average
O3 increases from shipping are ∼6 % (∼1.5 ppbv) in the
coastal regions, with slightly lower enhancements (∼1 ppbv,
∼4 %,) further inland over Sweden. lies at the surface, for SO2, NOx, and O3. Ship emissions
have the largest influence on surface NOx and SO2 concen-
trations, with 75 to 100 % increases along the coast. Average
O3 increases from shipping are ∼6 % (∼1.5 ppbv) in the
coastal regions, with slightly lower enhancements (∼1 ppbv,
∼4 %,) further inland over Sweden. lutions. For example Vinken et al. (2011) estimated that in-
stant dilution of shipping NOx emissions in 2◦× 2.5◦model
grids leads to a 1 to 2 ppbv overestimation in ozone in the
Norwegian and Barents seas during July 2005. This effect
could explain a large part of the difference in O3 enhance-
ments from shipping between the simulations of Ødemark
et al. (2012) (2.8◦× 2.8◦resolution) and the simulations pre-
sented in this paper (15 km × 15 km resolution). Dalsøren et al. 5.2.1
Surface air pollution from ship emissions in
northern Norway (2007) studied the impact of maritime traf-
fic in northern Norway in the summer using ship emission
estimates for the year 2000. They found, for July 2000, a 1
to 1.5 % increase in surface O3 from coastal shipping in Nor-
wegian waters. However, unlike the present study, the esti-
mate of Dalsøren et al. (2007) did not include the impact
of international transit shipping along the Norwegian coast. Our estimated impact on O3 in this region (6 % and 1.5 ppbv
increase) is about half of the one determined by Ødemark
et al. (2012) (12 % and 3 ppbv), for the total Arctic fleet in
the summer (June–Aug–Sept) 2004, using ship emissions for
the year 2004 from Dalsøren et al. (2009). It is important
to note that we expect lower impacts of shipping in studies
based on earlier years, because of the continued growth of
shipping emissions along the Norwegian coast (as discussed
in Sect. 4.3 and illustrated in Table 5). However, stronger or
lower emissions do not seem to completely explain the differ-
ent modeled impacts. Ødemark et al. (2012) found that Arctic
ships had a strong influence on surface O3 in northern Nor-
way for relatively low 2004 shipping emissions. This could
be explained by the different processes included in both mod-
els, or by different meteorological situations in the two stud-
ies based on two different meteorological years (2004 and
2012). However, it is also likely that the higher O3 in the
Ødemark et al. (2012) study could be caused, in part, by non-
linear effects associated with global models run at low reso- The impact of ships in northern Norway on surface PM2.5,
BC, and SO=
4 during the same period is shown in Fig. 10. The
impact on PM2.5 is relatively modest, less than 0.5 µgm−3. However, these values correspond to an important relative
increase of ∼10 % over inland Norway and Sweden because
of the low background PM2.5 in this region. Over the sea sur-
face, the relative effect of ship emissions is quite low because
of higher sea salt aerosol background. Aliabadi et al. (2014)
have observed similar increases in PM2.5 (0.5 to 1.9 µgm−3)
in air masses influenced by shipping pollution in the remote
Canadian Arctic. In spite of the higher traffic in northern
Norway, we find lower values than Aliabadi et al. (2014) be-
cause results in Fig. 5.2.1
Surface air pollution from ship emissions in
northern Norway 10 are smoothed by the 15-day average. Impacts on surface sulfate and BC concentrations are quite
large, reaching up to 20 and 50 %, respectively. We note that
Eckhardt et al. (2013) found enhancements in summertime
equivalent BC of 11 % in Svalbard from cruise ships alone. As expected, absolute SO=
4 and BC enhancements in our sim-
ulations are higher in the southern part of the domain, where
ship emissions are the strongest. We estimated the lifetime
(residence time) of BC originating from ship emissions us-
ing the method presented in Samset et al. (2014). This resi-
dence time is defined as the ratio of the average BC burden
from ships divided by the average BC emissions in STEAM2 www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2374 2374
L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions
Figure 10. 15-day average (00:00 UTC 11 July 2012 to 00:00 UTC 26 July 2012) of (top) absolute and (bottom) relative surface enhancements
(CTRL – NOSHIPS) in (a, d) PM2.5, (b, e) BC and (c, f) SO=
4 due to ship emissions in northern Norway from STEAM2. Figure 10. 15-day average (00:00 UTC 11 July 2012 to 00:00 UTC 26 July 2012) of (top) absolute and (bottom) relative surface enhancements
(CTRL – NOSHIPS) in (a, d) PM2.5, (b, e) BC and (c, f) SO=
4 due to ship emissions in northern Norway from STEAM2. lations do not include the effect of BC on snow, since this
effect is not currently included in WRF-Chem. during the simulation. Using this method, we find a BC life-
time of 1.4 days. This short lifetime can be explained by the
negative sea level pressure anomalies over northern Norway
during the ACCESS campaign (Roiger et al., 2015), which
indicates more rain and clouds than normal during summer. Given this short lifetime, BC is not efficiently transported
away from the source region. The shortwave radiative effect at TOA of in-domain ship
emissions is −1.77 Wm−2 (15-day average). We multiply
this value by the area of our simulation domain to obtain a
forcing value in watts (W), and divide it by the surface area
of the Earth in order to obtain an equivalent global radia-
tive effect in mWm−2 that can be compared to results from
global studies. This equivalent global radiative effect at TOA
is −9.3 mWm−2. This value is strongly negative, indicating
that ship emissions cause a net cooling effect in this region
(likely due to sulfate) despite the strong relative increase in
BC concentrations from shipping emissions (up to +50 %,
Fig. 10). This can be explained by the fact that these strong
relative enhancements in BC correspond to low absolute val-
ues (at most 20 ngm−3) above very low background concen-
trations. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions These
results also indicate that shipping emissions comprise
a significant source of NOx and SO2 at low altitudes
during the ACCESS flights, even though specific ship
plume sampling near the surface was excluded from
these profiles. Pollution sampled during these flights
thus represents shipping pollution that had time to mix
vertically in the marine boundary layer and is more rep-
resentative of the regional pollution from shipping in
northern Norway. These results are in agreement with
the recent evaluation of STEAM2 in the Baltic Sea by
Beecken et al. (2015), which showed that STEAM2 per-
formed well for an average fleet (∼200 ships), despite
biases for individual ships. 2. Regional model representation of ship plumes and
their local-scale influence – WRF-Chem runs includ-
ing shipping emissions from STEAM2 are performed
at 15 km × 15 km and 3 km × 3 km horizontal resolu-
tions, and compared with airborne measurements of
NOx and ozone. The high-resolution simulation is bet-
ter at reproducing measured NOx peaks and suggests
some ozone titration in ship plumes, but the NOx and
ozone enhancements due to ships in both simulations
are within less than 5 % of each other when aver-
aged over the whole domain and simulation period. The
3 km × 3 km simulation also reproduces observed PM1
enhancements in ship plumes. Surface PM10 enhance-
ments due to ships are 15 % higher in the 3 km × 3 km
resolution simulation. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 200 µgm−2 along the Norwegian coast, about half of the
value (250 to 300 µgm−2) found by Ødemark et al. (2012). This means that the stronger effect found here is not due to
increased sulfate concentrations from larger emissions, but is
likely due to the way aerosol–cloud interactions are treated
in both models: the indirect aerosol effect was calculated
by Ødemark et al. (2012) based on parameterizations of the
relationship between clouds droplet numbers and aerosol
mass, whereas the MOSAIC aerosol module used in this
study explicitly treats aerosol activation within clouds and
their impacts on cloud properties (Yang et al., 2011). It is
also important to note here that the indirect radiative effect
of shipping emissions is uncertain and that the difference
between the estimate of Ødemark et al. (2012) and the one in
this work can also be explained by these uncertainties. Based
on the work of Eyring et al. (2007), Lauer et al. (2007),
and Fuglestvedt et al. (2008), Eyring et al. (2010) estimated
that the radiative forcing of global shipping emissions
was −0.408 Wm−2, but found an uncertainty range of
±0.425 Wm−2. Ødemark et al. (2012) considered that the
uncertainty in the indirect effect in their simulations was
the same as the uncertainty in the global indirect forcing
of aerosols as estimated by the IPCC (Forster et al., 2007,
Table 2.12). Using this method, Ødemark et al. (2012)
estimated a range of [−3.9 mWm−2, −1.3 mWm−2] for
the global and annual indirect effect of Arctic shipping
emissions. It is important to better understand and constrain
this effect, which would require more aerosol measurements
in shipping lanes (including number concentrations and
aerosol compositions in ship plumes) and more model case
studies. same ships by the STEAM2 emission model. Results
show that STEAM2 overestimates NOx emissions for
the four ships sampled during ACCESS. SO2 emissions
are also determined for two ships. Large biases are pos-
sible for individual ships in STEAM2, especially for
ships for which there is incomplete technical data or
where emission reduction techniques have been em-
ployed. Nevertheless, combining WRF-Chem simula-
tions and STEAM2 emissions leads to reasonable pre-
dictions of NOx, SO2, and O3 compared to ACCESS
profiles in the lower troposphere (normalized mean bi-
ases of +14.2, −6.8, and −7.0 %, respectively). 5.2.2
Shortwave radiative effect of ship emissions in
northern Norway The present-day climate effect of ship emissions is mostly
due to aerosols, especially sulfate, which cool the climate
through their direct and indirect effects (Capaldo et al.,
1999). However, large uncertainties still exist concerning the
magnitude of the aerosol indirect effects (Boucher et al.,
2013). In this section, we determine the total shortwave ra-
diative effect of ships by calculating the difference between
the top-of-atmosphere (TOA) upwards shortwave (0.125 to
10 µm wavelengths) radiative flux in the CTRL and the NO-
SHIPS simulations. Since the CTRL and NOSHIPS simu-
lations take into account aerosol–radiation interactions and
their feedbacks (the so-called direct and semi-direct effects)
as well as cloud–aerosol interactions (indirect effects), this
quantity represents the sum of modeled direct, semi-direct
and indirect effects from aerosols associated with ship emis-
sions. Yang et al. (2011) and Saide et al. (2012) showed that
including cloud aerosol couplings in WRF-Chem improved
significantly the representation of simulated clouds, indicat-
ing that the indirect effect was relatively well simulated using
CBM-Z/MOSAIC chemistry within WRF-Chem. Our calcu- The
radiative
effect
calculated
in
this
study,
−9.3 mWm−2, is similar to the estimate by Ødemark
et al. (2012), who found a direct and indirect shortwave
effect of aerosols from Arctic-wide shipping in July 2004
of −10.4 mWm−2. However, since the present study only
represents the effect of shipping along the Norwegian
coast, this implies that current ship emissions in northern
Norway have a stronger effect in this study than in Ødemark
et al. (2012), which was based on ship emissions from
Dalsøren et al. (2009) corresponding to 24 % less SO2 emis-
sions than STEAM2. Higher emissions in our simulations
could explain the stronger local shortwave effect of Arctic
ships, since this effect is mostly associated with the direct
and indirect effect of sulfate aerosols. However, the total
sulfate column due to ship emissions in our study is 100 to www.atmos-chem-phys.net/16/2359/2016/ Atmos. Chem. Phys., 16, 2359–2379, 2016 2375 6
Conclusions The focus of this work, linking modeling and measure-
ments, is to better quantify regional atmospheric impacts of
ships in northern Norway in July 2012. The study relies on
measurements from the ACCESS aircraft campaign, emis-
sions evaluation, and regional modeling in order to evaluate
both individual ship plumes and their regional-scale effects. STEAM2 emissions, which represent individual ships based
on high-resolution AIS ship positioning data, are compared
with emissions for specific ships derived from measurements
and plume dispersion modeling using FLEXPART-WRF. Re-
gional WRF-Chem simulations run with and without ship
emissions are performed at two different resolutions to quan-
tify the surface air quality changes and radiative effects from
ship emissions in northern Norway in July 2012. The most
important conclusions from our study are 3. Average influence of ship pollution in July 2012 – the
difference between runs with and without ship emis-
sions are compared with campaign average profiles (ex-
cluding flights focused on oil platforms, smelters, and
biomass burning emissions from outside the simula-
tion domain). Including STEAM2 emissions reduces
the mean bias between measured and modeled trace
gases NOx, SO2, and O3. At the surface, ship emissions
enhance 15-day-averaged concentrations along the Nor-
wegian coast by approximately 80 % for NOx, 80 % for
SO2, 5 % for O3, 40 % for BC, and 10 % for PM2.5,
suggesting that these emissions are already having an
impact on atmospheric composition in this region. Re-
gional model results presented in this study predict 3. Average influence of ship pollution in July 2012 – the
difference between runs with and without ship emis-
sions are compared with campaign average profiles (ex-
cluding flights focused on oil platforms, smelters, and
biomass burning emissions from outside the simula-
tion domain). Including STEAM2 emissions reduces
the mean bias between measured and modeled trace
gases NOx, SO2, and O3. At the surface, ship emissions
enhance 15-day-averaged concentrations along the Nor-
wegian coast by approximately 80 % for NOx, 80 % for
SO2, 5 % for O3, 40 % for BC, and 10 % for PM2.5,
suggesting that these emissions are already having an
impact on atmospheric composition in this region. Re-
gional model results presented in this study predict 1. Validation of the STEAM2 emissions – emissions of
NOx and SO2 are determined for individual ships, by
comparing airborne measurements with plume disper-
sion modeling results. L. Marelle et al.: Air quality and radiative impacts of Arctic shipping emissions 2376 lower ozone production from ships compared to cer-
tain earlier studies using global models. However, it is
known that global models run at low resolution tend
to overestimate ozone production (underestimate ozone
titration) from fresh ship emissions because of non-
linearities introduced when diluting concentrated emis-
sions from ships into coarse model grid cells. (Helmholtz-Hochschul-Nachwuchsforschergruppe AerCARE). We
thank the pilots, engineers, and scientists from the DLR flight
department for their excellent support during the field campaign. We also thank the Wilsonship management for reporting the
positions of their vessels during the campaign period. We thank
Jerome Brioude (CIRES) for the development of FLEXPART-WRF
and advice on how to derive ship emissions, and the WRF-Chem
community for making the model available. Computing resources
were provided by IDRIS HPC resources under the allocation 2014–
017141 under GENCI, and by the IPSL CICLAD/CLIMSERV
mesocenter. We thank Stig Dalsøren, Jesper Heile Christensen
and James Corbett for providing their ship emission data sets. We
thank the EDGAR team for compiling the HTAPv2 emissions
(http://edgar.jrc.ec.europa.eu/htap_v2/index.php?SECURE=123). 4. Influence on the radiative budget – northern Norwegian
ship emissions contribute −9.3 mWm−2 to the global
shortwave radiative budget of ship emissions, includ-
ing semi-direct and indirect effects. These results are
more significant than found previously in a study using
a global model that did not explicitly resolve aerosol ac-
tivation in clouds. This suggests that global models may
be underestimating the radiative impacts of shipping in
this region. 4. Influence on the radiative budget – northern Norwegian
ship emissions contribute −9.3 mWm−2 to the global
shortwave radiative budget of ship emissions, includ-
ing semi-direct and indirect effects. These results are
more significant than found previously in a study using
a global model that did not explicitly resolve aerosol ac-
tivation in clouds. This suggests that global models may
be underestimating the radiative impacts of shipping in
this region. Edited by: J. G. Murphy Our study shows that local shipping emissions along the
northern Norwegian coast already have a significant influ-
ence on regional air quality and aerosol shortwave radiative
effects. As Arctic shipping continues to grow and new reg-
ulations are implemented, the magnitude of these impacts
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funding
from
TOTAL SA through an ANRT CIFRE PhD grant. This study
was supported by the French research agency ANR Climate
Impacts of Short-Lived Pollutants and Methane in the Arctic
(CLIMSLIP) project and CNRS/LEFE. The research leading to
these results received funding from the European Union under
grant agreement no. 265863 – ACCESS (http://www.access-eu.org)
– within the Ocean of Tomorrow call of the European Commission
Seventh Framework Programme. B. Weinzierl was funded by
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Lessons Learned and Future Perspectives for Rotavirus Vaccines Switch in the World Health Organization, Regional Office for Africa
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Brief Report
Lessons Learned and Future Perspectives for Rotavirus Vaccines
Switch in the World Health Organization, Regional Office
for Africa Inacio Mandomando 1,2,3
, Augusto Messa, Jr. 1
, Joseph Nsiari-Muzeyi Biey 4, Gilson Paluku 5, Mutale Mumba 6
and Jason M. Mwenda 7,* 1
Centro de Investigação em Saúde de Manhiça (CISM), Maputo P.O. Box 1929, Mozambique
2
Instituto Nacional de Saúde (INS), Maputo P.O. Box 3943, Mozambique
3
ISGlobal, Hospital Clínic, Universitat de Barcelona, 08036 Barcelona, Spain
4
Inter Country Support Team (IST) for West Africa, Regional Office for Africa,
World Health Organization (WHO), Ouagadougou 03 BP 7019, Burkina Faso
5
Inter Country Support Team (IST) for Central Africa, World Health Organization,
Libreville P.O. Box 820, Gabon
6
Inter Country Support Team (IST) for East and Southern Africa, Regional Office for Africa,
World Health Organization, Harare P.O. Box 5160, Zimbabwe
7
Regional Office for Africa, World Health Organization (WHO), Brazzaville P.O. Box 06, Congo
*
Correspondence: mwendaj@who.int 1
Centro de Investigação em Saúde de Manhiça (CISM), Maputo P.O. Box 1929, Mozambique
2 g
(
),
g
g
,
5
Inter Country Support Team (IST) for Central Africa, World Health Organization,
Libreville P.O. Box 820, Gabon Abstract: Background: Following the World Health Organization (WHO) recommendation, 38/47 coun-
tries have introduced rotavirus vaccines into the program of immunization in the WHO Regional
Office for Africa (WHO/AFRO). Initially, two vaccines (Rotarix and Rotateq) were recommended and
recently two additional vaccines (Rotavac and Rotasiil) have become available. However, the global
supply challenges have increasingly forced some countries in Africa to switch vaccine products. Therefore, the recent WHO pre-qualified vaccines (Rotavac, Rotasiil) manufactured in India, offer
alternatives and reduce global supply challenges related to rotavirus vaccines; Methods: Using a
questionnaire, we administered to the Program Managers, Expanded Program for Immunization, we
collected data on vaccine introduction and vaccine switch and the key drivers of the decisions for
switching vaccines products, in the WHO/AFRO. Data was also collected fromliterature review and
the global new vaccine introduction status data base maintained by WHO and other agencies. Results:
Of the 38 countries that introduced the vaccine, 35 (92%) initially adopted Rotateq or Rotarix; and
23% (8/35) switched between products after rotavirus vaccine introduction to either Rotavac (n = 3),
Rotasiil (n = 2) or Rotarix (n = 3). Three countries (Benin, Democratic Republic of Congo and Nigeria)
introduced the rotavirus vaccines manufactured in India. The decision to either introduce or switch
to the Indian vaccines was predominately driven by global supply challenges or supply shortage. Copyright:
© 2023 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/). Citation: Mandomando, I.; Augusto
Messa, Jr.; Biey, J.N.-M.; Paluku, G.;
Mumba, M.; Mwenda, J.M. Lessons
Learned and Future Perspectives for
Rotavirus Vaccines Switch in the
World Health Organization, Regional
Office for Africa. Vaccines 2023, 11,
788. https://doi.org/10.3390/
vaccines11040788
Academic Editor: Pedro Plans-Rubió
Received: 30 November 2022
Revised: 3 March 2023
Accepted: 13 March 2023
Published: 3 April 2023 Citation: Mandomando, I.; Augusto
Messa, Jr.; Biey, J.N.-M.; Paluku, G.;
Mumba, M.; Mwenda, J.M. Lessons
Learned and Future Perspectives for
Rotavirus Vaccines Switch in the
World Health Organization, Regional
Office for Africa. Vaccines 2023, 11,
788. https://doi.org/10.3390/
vaccines11040788 Academic Editor: Pedro Plans-Rubió Brief Report
Lessons Learned and Future Perspectives for Rotavirus Vaccines
Switch in the World Health Organization, Regional Office
for Africa The withdrawal of Rotateq from the African market, or cost-saving for countries that graduated or in
transition from Gavi support was another reason to switch the vaccine; Conclusions: The recently
WHO pre-qualified vaccines have offered the countries, opportunities to adopt these cost-effective
products, particularly for countries that have graduated or transitioning from full Gavi support, to
sustain the demand of vaccines products. Keywords: rotavirus; vaccine; switch; WHO AFR 1. Introduction Since the World Health Organization (WHO) recommendation for the global introduc-
tion of rotavirus vaccine in high disease burden countries [1], Gavi, the Vaccine Alliance,
has provided funding for the introduction of rotavirus vaccine in 53 Gavi-eligible countries
globally [2]. The WHO has been providing technical guidance and support to the African
countries to enable the countries make evidence based decision on the introduction of https://www.mdpi.com/journal/vaccines Vaccines 2023, 11, 788. https://doi.org/10.3390/vaccines11040788 Vaccines 2023, 11, 788 2 of 6 rotavirus vaccines [3]. In sub-Saharan Africa, 38/47 (80%) of the countries introduced the
rotavirus vaccines in their National Immunization Programs [2], with Rotarix being the
most adopted vaccine [4]. However, more recently, additional WHO pre-qualified rotavirus
vaccines manufactured in India: Rotavac (Human neonatal strain 116E G9P [11]) and
RotasIIL (Pentavalent human–bovine reassortant serotypes G (1–4) and G9) are increasingly
being deployed in sub-Saharan Africa [5]. The early adopted rotavirus vaccines have shown beneficial impact on reducing child-
hood morbidity and -mortality due to rotavirus and cost-effective in low- and middle
income countries [6–10]. However, vaccine cost, demand, manufacturer production ca-
pacity and programmatic issues are, among others, the major barriers to the long-term
sustainability of rotavirus vaccination, particularly for countries scheduled to graduate
from Gavi financial support. Also, local Government co-financing is required to meet
operation costs at the country level. On the other hand, cost-effectiveness analysis com-
paring Rotarix, Rotateq and Rotavac showed lower price per dose for Rotavac vaccine
compared to the competitor products [11], and this led countries like Palestine to switch
from Rotarix to Rotavac vaccine after assuming the financial responsibility for rotavirus
vaccine procurement [12]. The decisions influencing to switching from one vaccine product to another should
systematically assess multiple criteria beyond vaccine price include the health, program-
matic and economic aspects. Countries should also fully evaluate all product characteristics
including product presentation, number of doses per course, cold chain volume, cost of
delivery, and wastage [12]. WHO recommends that the choice of rotavirus vaccine product
to be used in a country, either at first introduction or at switch, should be based on disease
burden, programmatic characteristics, vaccine supply, and vaccine price including cost
effectiveness analysis. Current evidence indicates that local data on circulating rotavirus
strains should not drive product choice, as the WHO prequalified rotavirus vaccines have
been shown to provide cross protection against heterologous strains [1]. 1. Introduction A number of countries switched from Rotateq or Rotarix to Rotavac, Rotasiil but the
reason for the decisions to switch vaccines are not yet fully documented. In this evaluation,
we investigated the rotavirus vaccine being used in WHO/AFRO countries and assessed
the reasons for switching vaccine products at a country level. 2. Materials and Methods To assess rotavirus vaccines that are in use in WHO/AFRO countries that participate
in the African Rotavirus Surveillance Network introduced in their immunization programs
and whether these vaccines had changed since the introduction, we collected information by
administering a questionnaire to the Program Managers, Expanded Program for Immuniza-
tion of the countries that had switched or planning to switch the vaccine product. Data was
also collected from literature review by searching the terms or combination of the terms “ro-
tavirus vaccine switch in WHO AFRO” in the PubMed (https://pubmed.ncbi.nlm.nih.gov/,
accessed on 15 February 2023), WHO (https://www.who.int/, accessed on 15 February
2023), International Vaccine Access Center [IVAC] (https://www.jhsph.edu/ivac/, ac-
cessed on 15 February 2023) websites. The data collected included the type of vaccine and
if the country had changed or planned to change products since introduction. In addition,
the data of current status of global rotavirus introductions was accessed [2]. Data that was
collected was entered in the excel sheet, checked for consistency and analysis performed
using Stata version 14 (StataCorp LP, College Station, TX, USA). 3. Results As of 30 October 2022, 38 out of 47 (80%) of the countries in WHO African region had
introduced rotavirus vaccines in their national immunization programs, with Nigeria being
the most recent country that started phased vaccine introduction from August 2022. Of
those, six (Eswatini, Botswana, Mauritius, Namibia, Seychelles and South Africa) are not-
eligible for Gavi funding for vaccine introduction and three countries (Angola, Republic of Vaccines 2023, 11, 788 3 of 6 Congo and Ghana) have graduated or transitioned, and in this case, national Governments
must budget and allocate funds for the procurement of vaccines and operational costs for
vaccine implementation. The remaining are Gavi Phase III eligible (Table 1). Congo and Ghana) have graduated or transitioned, and in this case, national Governments
must budget and allocate funds for the procurement of vaccines and operational costs for
vaccine implementation. The remaining are Gavi Phase III eligible (Table 1). Table 1. Gavi eligibility and World Bank Income grouping of the countries that introduced rotavirus
vaccines (initial introduction) in the WHO/AFRO. 3. Results (
)
/
Country
RV Introduction Date
Vaccine Type
Current GAVI
Eligibility
World Bank Income
Group
Angola
2014-04-28
ROTARIX (RV1)
Graduated
Lower middle income
Benin
2019-12-01
ROTAVAC (RV1)
Gavi Phase III Eligible
Lower middle income
Botswana
2012-07-03
ROTARIX (RV1)
Not Eligible
Upper middle income
Burkina Faso
2013-10-31
ROTASIIL (RV5)
Gavi Phase III Eligible
Low income
Burundi
2013-12-16
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Cameroon
2014-03-28
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Congo
2014-04-24
ROTARIX (RV1)
Graduated
Lower middle income
Congo, Democratic
Republic of the
2019-10-01
ROTASIIL (RV5)
Gavi Phase III Eligible
Low income
Côte d’Ivoire
2017-03-01
RotaTeq (RV5)
Gavi Phase III Eligible
Lower middle income
Eritrea
2014-08-14
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Eswatini
2015-05-12
ROTARIX (RV1)
Not Eligible
Lower middle income
Ethiopia
2013-11-07
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Gambia
2013-08-14
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Ghana
2012-04-26
ROTAVAC (RV1)
Graduated
Lower middle income
Guinea-Bissau
2015-11-24
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Kenya
2014-07-01
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Lesotho
2017-12-18
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Liberia
2016-04-25
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Madagascar
2014-05-05
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Malawi
2012-10-29
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Mali
2014-01-14
RotaTeq (RV5)
Gavi Phase III Eligible
Low income
Mauritania
2014-12-06
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Mauritius
2015-05-01
ROTARIX (RV1)
Not Eligible
Upper middle income
Mozambique
2015-09-04
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Namibia
2014-11-11
ROTARIX (RV1)
Not Eligible
Upper middle income
Niger
2014-08-05
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Nigeria
2022/08/22
ROTAVAC (RV1)
Graduated
Lower middle income
Rwanda
2012-05-25
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Sao Tome and Principe
2016-09-22
RotaTeq (RV5)
Gavi Phase III Eligible
Lower middle income
Senegal
2014-11-28
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Seychelles
2017-09-01
ROTARIX (RV1)
Not Eligible
High income
Sierra Leone
2014-03-28
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
South Africa
2009-08-01
ROTARIX (RV1)
Not Eligible
Upper middle income
United Republic of
Tanzania
2012-12-06
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Togo
2014-06-19
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Uganda
2018-06-26
ROTARIX (RV1)
Gavi Phase III Eligible
Low income
Zambia
2013-11-26
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income
Zimbabwe
2014-05-01
ROTARIX (RV1)
Gavi Phase III Eligible
Lower middle income Of the 38 countries that introduced the rotavirus vaccine in the WHO/AFRO, three
(Benin, Democratic Republic of Congo and Nigeria) were first time introductions of the
recently pre-qualified Indian manufactured vaccines, while the remaining 35 introduced
Rotateq or Rotarix. 3. Results Country
Vaccine
Date of
Introduction
Date of Switch
New Vaccine
Reason for Switch
Burkina Faso
Rotateq
31 October 2013
January, 2019
RotaSIIL
1, 3
Cote d’Ivore
Rotateq
1 March 2017
May, 2019
Rotarix
1, 3
The Gambia
Rotateq
14 October 2013
February, 2017
Rotarix
1, 3
Ghana
Rotarix
26 April 2012
January, 2020
Rotavac
2
Mali
Rotateq
14 January 2014
January, 2020
RotaSIIL
1, 3
Rwanda
Rotateq
25 May 2012
April, 2017
Rotarix
1, 3
São Tomé e Principe
Rotateq
22 September 2016
2018/2019
Rotavac
1, 3
The Gambia, United
Republic of Tanzania
Rotarix
6 December 2012
October, 2022
Rotavac
4
Reason for switch code: 1 Challenges with supply after Rotateq removed from GAVI market; 2 Cost factors
associated with graduation from GAVI support; 3 Challenges in cold chain; 4 Supply shortages. Table 2. Countries that have switched rotavirus vaccines in the WHO African region and the factors
driven the decision. Reason for switch code: 1 Challenges with supply after Rotateq removed from GAVI market; 2 Cost factors
associated with graduation from GAVI support; 3 Challenges in cold chain; 4 Supply shortages. Six countries (Rwanda, The Gambia, Burkina Faso, Cote d’Ivore, Mali, Sao Tome and
Principle) switched from Rotateq to other vaccines because the manufacturer withdrew this
vaccine from African market due to undisclosed reasons. Tanzania was recently forced to
switch due to the supply shortage. While Ghana’s decision to switch vaccine products was
due to cost as the country graduated from GAVI support and had to self-fund the vaccine
procurement (Table 2). 3. Results In 2009, when rotavirus vaccination was being rolled out, only two
vaccine products were available (Rotateq or Rotarix). However, from the first 35 group of
countries to introduce, 23% (n = 8) of the countries have switched the initially adopted
rotavirus vaccines to an alternate, recently prequalified Indian vaccines. Among these eight
countries that switched, five (63%) adopted Indian manufactured vaccines, with Rotavac
being the most frequently adopted (n = 3), while only two have adopted RotaSiiL. The Vaccines 2023, 11, 788
4 of 6
rotavirus vaccines types used during initial introduction in the WHO/AFRO is shown in
Table 2, including the list of countries that switched the initially adopted rotavirus vaccines
and the factors driving the switch. Table 2. Countries that have switched rotavirus vaccines in the WHO African region and the factors
driven the decision. Country
Vaccine
Date of
Introduction
Date of Switch
New Vaccine
Reason for Switch
Burkina Faso
Rotateq
31 October 2013
January, 2019
RotaSIIL
1, 3
Cote d’Ivore
Rotateq
1 March 2017
May, 2019
Rotarix
1, 3
The Gambia
Rotateq
14 October 2013
February, 2017
Rotarix
1, 3
Ghana
Rotarix
26 April 2012
January, 2020
Rotavac
2
Mali
Rotateq
14 January 2014
January, 2020
RotaSIIL
1, 3
Rwanda
Rotateq
25 May 2012
April, 2017
Rotarix
1, 3
São Tomé e Principe
Rotateq
22 September 2016
2018/2019
Rotavac
1, 3
The Gambia, United
Republic of Tanzania
Rotarix
6 December 2012
October, 2022
Rotavac
4
Reason for switch code: 1 Challenges with supply after Rotateq removed from GAVI market; 2 Cost factors
associated with graduation from GAVI support; 3 Challenges in cold chain; 4 Supply shortages. Vaccines 2023, 11, 788 4 of 6 rotavirus vaccines types used during initial introduction in the WHO/AFRO is shown in
Table 2, including the list of countries that switched the initially adopted rotavirus vaccines
and the factors driving the switch. Table 2. Countries that have switched rotavirus vaccines in the WHO African region and the factors
driven the decision. 4. Discussion In the last decade, we have witnessed the widespread adoption of the two second
generation of WHO pre-qualified rotavirus vaccines, internationally licensed for preventing
severe illness due to rotavirus diarrhea in high mortality burden countries, particularly
in sub-Saharan Africa. The rate of rotavirus vaccine introduction was driven by financial
support from Gavi as almost 84% (32/38) of the countries that introduced rotavirus vaccine
in their EPI in the WHO/AFRO, did so with Gavi financial support. However, the WHO
prequalification of additional two rotavirus vaccines: ROTAVAC™(Bharat Biotech, Hyder-
abad, India) and RotaSIIL (Serum Institute of India, Pune, India) in 2018 [1], offers countries
that have not yet introduced the vaccines wider vaccine product choices and pricing [13]. In addition, the competitive market safeguards reasonable pricing and aids countries in
ensuring long-term sustainability of their vaccine programs as countries graduate from
Gavi support. These newer vaccines also provided additional options for countries that previously
introduced the vaccines to consider more cost-effective vaccines [14]. In the WHO/AFRO,
so far eight countries including one that have graduated from Gavi eligibility (Ghana)
have switched the vaccines. The major factors that complicated this switch included the
programmatic factors including (e.g., insufficient cold-chain capacity); the lack of a country-
specific cost effectiveness data, anticipated Gavi transition and global supply shortages
(personal communication EPI Managers). Interestingly, the initial switch was driven either
by manufacturer removal of Rotateq vaccine or the cost-saving on operation costs/co-
financing for countries that introduced this vaccine [15]. For example, the switch in Ghana
was necessitated by anticipated Gavi transition and the recommendation was supported
and endorsed by National Immunization Technical Advisory Group (NITAG) [16]; while
Rwanda, The Gambia, Burkina Faso, Cote d’Ivore, Mali, Sao Tome and Principle were forced
to switch because of the removal of Rotateq from the African market. The sustainability of
rotavirus vaccines production is a matter of concern. Currently, some countries are facing Vaccines 2023, 11, 788 5 of 6 supply shortages of their chosen product, Tanzania was the most recent country to switch
to the Indian-manufactured vaccines, Rotavac supply shortages of their chosen product, Tanzania was the most recent country to switch
to the Indian-manufactured vaccines, Rotavac As many countries will transition from Gavi-eligibility in future, more countries will
have to find additional resources to procure vaccines and fund their vaccine programs
potentially necessitating a switch to a lower cost product. 4. Discussion Notably, previous rotavirus
vaccine switch that necessitated, the countries were informed about the decision to switch
vaccine, meant country had adequate time to plan and manage the switch. More recently,
five countries including Kenya, Senegal, Tanzania, Zambia and Zimbabwe have been
informed by Gavi to switch from Rotarix to Indian manufactured vaccines (RotasIIL or
Rotavac) abruptly due to unforeseen supply constraints. Currently, there is uncertainty in
sustainable supply of early adopted rotavirus vaccines for African countries. To mitigate
this supply constraints for Rotarix, Uganda notified Gavi of the intention to switch to
Indian-manufactured vaccines due to unforeseen supply constraints with their current
vaccine product. It is anticipated this unpredictable vaccine supply may erode the gains
and documented benefits of rotavirus vaccination in Africa. African governments should
support the recent initiatives of vaccine manufacturing as agreed during the African
ministerial conference on immunization and Addis declaration [17] to cushion against this
unpredictable vaccine supply for African countries. p
pp y
Rotateq vaccine was completely withdrawn and no longer in use in the African region
and there is eminent global supply constraint for Rotarix vaccine with five African countries
currently affected. Although, the recently WHO pre-qualified vaccines offer opportunities
for the countries to adopt these cost-effective products with broader availability, particularly
for countries in the trajectory and transitioning from full Gavi support, these challenges
emphasizes the need for future vaccines locally manufactured to sustain the local demand
while the countries with high birth cohort are rolling out the vaccines (e.g., Nigeria and
Democratic Republic of Congo) will sustainable supply. 5. Conclusions The recently WHO pre-qualified vaccines have offered opportunities for more options
for the countries to adopt these cost-effective products, particularly for countries that have
graduated or transitioning from full Gavi support. Sustained supply of vaccines should be
maintained to ensure availability for all countries including those with high birth cohort to
reap the full benefits of these vaccination. Author Contributions: Conceptualization, I.M. and J.M.M.; Methodology, I.M., A.M.J., J.N.-M.B.,
G.P., M.M. and J.M.M.; Software, I.M. and A.M.J.; Validation, I.M., A.M.J., J.N.-M.B. and J.M.M.;
Formal analysis, I.M., A.M.J. and J.M.M.; Investigation, I.M., A.M.J., J.N.-M.B., G.P., M.M. and J.M.M.;
Data curation, I.M., A.M.J., J.N.-M.B. and J.M.M.; Writing—original draft preparation, I.M. and J.M.M.;
Writing—review and editing, I.M., A.M.J., J.N.-M.B., G.P., M.M. and J.M.M.; visualization, I.M. and
J.M.M.; All authors have read and agreed to the published version of the manuscript. Funding: This work was based on review of available data in the Inter-Country Support team, and
no specific funding was requested for this work. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Not applicable. Data Availability Statement: Not applicable. Acknowledgments: The authors thank the staff of the WHO country offices and Ministry of Health
for their support and providing data. CISM is supported by the Government of Mozambique and the
Agencia Española de Cooperacion Internacional para el Desarollo (AECID). Conflicts of Interest: The authors declare no conflict of interests. Conflicts of Interest: The authors declare no conflict of interests. Disclaimer: The findings and conclusions in this paper are those of the authors and do not necessarily
represent the official position of the World Health Organization. Disclaimer: The findings and conclusions in this paper are those of the authors and do not necessarily
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Cost-Effectiveness of Rotavirus Vaccination in Bangladesh, Ghana, and Malawi: A Comparison of Three Rotavirus Vaccines. Vaccine 2018, 36, 7472–7478. [CrossRef] Vaccine 2018, 36, 7472–7478. [CrossRef] 12. Debellut, F.; Jaber, S.; Bouzya, Y.; Sabbah, J.; Barham, M.; Abu-Awwad, F.; Hjaija, D.; Ramlawi, A.; Pecenka, C.; Clark, A.; et al. Introduction of Rotavirus Vaccination in Palestine: An Evaluation of the Costs, Impact, and Cost-Effectiveness of ROTARIX and
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Declaration%20on%20Immunization.pdf (accessed on 19 February 2023). Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual
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Jogos e brincadeiras na educação infantil, análise no pré II do Centro Municipal de Educação Infantil Vinícius de Moraes
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Revista Eventos Pedagógicos
v.3, n.2, p. 131 - 140, Maio - Jul. 2012
JOGOS E BRINCADEIRAS NA EDUCAÇÃO INFANTIL, ANÁLISE NO PRÉ II DO
CENTRO MUNICIPAL DE EDUCAÇÃO INFANTIL VINÍCIUS DE MORAES
Joanil Maria da Silva
Adil Antônio Alves de Oliveira
RESUMO
O presente artigo traz uma análise sobre jogos e brincadeiras na Educação Infantil. A
pesquisa foi realizada no Centro Municipal de Educação Infantil Vinícius de Moraes, na
cidade de Sinop-Mt. O objetivo da pesquisa foi analisar se como são trabalhadas as atividades
com brincadeiras na educação da criança. Em dialogo com a professora e coordenação
pedagógica do CMEI questionamos qual é a importância das brincadeiras no desenvolvimento
processo de aprendizagem como forma de conteúdo realizada nas atividades cotidiana da
instituição, e quando esta é trabalhada. Nesse contexto convidar os professores a refletir
acerca do conhecimento sobre as práticas com brincadeiras que tem desenvolvido com seus
alunos, a partir da bibliografia existente sobre essa temática. Para a realização deste estudo
recorri aos seguintes autores Tizuko Morchida Kishimoto, Philippe Aries, Vygotsky e José
Luiz Straub. Para chegar aos meus objetivos trabalhei com as observações e as entrevistas e
questionário. As respostas obtidas foram analisadas com base nas leituras realizadas e foi
possível verificar que as brincadeiras são as atividades preferidas das crianças. Com isso,
pretendemos que, ao saber das preferências das crianças, os professores desta modalidade de
ensino possam oferecer atividades que permitam um melhor aprendizado por parte delas, uma
vez que o lúdico é um importante instrumento de trabalho para o professor da Educação
Infantil.
Palavras-chave: Educação infantil. Brincadeiras. Lúdico.
Aluna do 7º semestre do curso de Pedagogia do campus universitário de Sinop UNEMAT. Pertence ao grupo
de Orientação do professor Me. Adil Antônio Alves de Oliveira.
Graduado em Psicologia pela Universidade Católica (UCDB) Mestrado em educação pela Universidade
Federal do Rio Grande do Sul (UFRGS).
1 INTRODUÇÃO
A brincadeira faz parte do universo infantil desde os tempos mais distante da História.
Através dela a criança apropria-se da sua imagem, seu espaço, seu meio sociocultural,
realizando inter-relações. Segundo o Referencial Curricular para a Educação Infantil, o
Brincar é um precioso momento de construção pessoal e social, é permeado pelo eixo de
trabalho Movimento, onde a criança movimenta-se construindo sua moralidade, afetividade
perante as situações desafiadoras e significativas presentes no brincar e inerentes à produção
social do conhecimento.
O brincar é a atividade mais importante e clara que dá identidade à infância como o ser
criança. Através do brincar de faz de conta as crianças colocam em pratica suas fantasias,
alterando significados de objetos como, o cabo de vassoura, que vira cavalo, cria e recria a
todo o momento e suas imaginações são super férteis. É no brincar que aparecem as diversas
formas da criança realizar esse feito, seja em grupo, duplas e na maioria das vezes sozinhas. O
brincar carrega tradições, nostalgias, desperta sonhos e instiga a imaginação.
Brincando constrói-se conhecimento, apropria-se da cultura, aprendem-se as tradições,
revivem-se memórias, combinam-se regras, inventam-se novos sentidos e significados,
através de sua linguagem comum a brincadeira é expressão, representação, significação e
reinterpretação da e na cultura.
Com a evolução tecnológica abriram-se caminho para a era da informática e da
eletrônica, o que ocasionou a diminuição dos espaços físicos, levando muitos brinquedos e
brincadeiras ao esquecimento e fazendo com que as crianças deixassem de lado o que de mais
precioso podiam fazer, que é o brincar. Envolvidas com a evolução tecnológica e com os
muitos afazeres como natação, inglês, computador, etc. A falta do brincar ou explorar
diversos espaços e materiais pode limitar o desenvolvimento das suas potencialidades e
habilidades (ARIÉS, 2006).
Para Macedo (2005), o brincar infantil é um processo importante na construção de
conhecimentos e no desenvolvimento integral da criança, independente do local em que vive
do grupo ou da cultura da qual faz parte, proporcionando a mediação entre o real e o
imaginário. O brincar estimula a inteligência porque faz com que a criança solte a sua
imaginação e desenvolva a criatividade, possibilitando o exercício da concentração e da
atenção, levando a criança a absorver-se na atividade.
Freire (1992) também afirma que existe um mundo rico e vasto de cultura infantil,
repleto de movimentos, de jogos, de fantasias, quase sempre ignorados pelas instituições de
Página 132 - Joanil Maria da Silva e Adil Antônio Alves de Oliveira
ensino. Pelo menos até o 4° ano do ensino fundamental, a escola conta com alunos onde a
maior especialidade é brincar e não toma proveito disso para ensinar.
A relação que tenho com as brincadeiras é de longa data, veio da minha infância e
posteriormente da Escola de Educação Infantil onde trabalhei logo que cheguei na cidade.
Desta maneira sempre esteve presente em minha vida. Mas foi na Universidade, no curso de
Pedagogia que percebi a real importância da temática abordada nesta pesquisa. Notei no
decorrer dos estágios que as práticas pedagógicas onde o lúdico se faz presente, tornam-se
contagiante não só para as crianças, mas para os adultos também, porém percebi que nem to
das às pessoas envolvidas com a Educação Infantil levam a questão do brincar a sério.
Depois tive a disciplina de Educação Física onde o professor desenvolveu várias
atividades recreativas, que tive a certeza que esse seria o universo da minha pesquisa, pois
fiquei entusiasmada para realizar as brincadeiras que aprendi com as crianças.
Acredito que as brincadeiras e jogos não são somente um meio para se distrair na hora
do recreio ou nos momentos vagos, mas são também muito importantes, na infância, pois toda
criança precisa brincar, como também um meio que contribui para o seu processo de
desenvolvimento. Para isso, procurei verificar como são trabalhados os jogos e brincadeiras
com crianças da pré-escola.
Diante deste contexto é que propus neste trabalho: verificar a importância de trabalhar
com atividades que se valem de jogos e brincadeiras no processo de produzir e aprender
conhecimentos na educação infantil, bem como analisar e mostrar como esse método de
ensino contribui para o desenvolvimento das crianças.
2 REFERENCIAL TEÓRICO
Sabemos que a brincadeira é uma atividade fundamental para o desenvolvimento
infantil, por meio dela, a criança interage com a realidade, se socializa com as crianças e
outros adultos. Dessa forma, cabe-nos discutir de que forma essa atividade vem sendo
interpretada por alguns estudiosos da Psicologia, dentro dos espaços escolares,
especificadamente na educação infantil.
Para Kishimoto (2011), o brinquedo proporciona uma relação íntima com a criança,
uma relação solta, sem regras que determinem seu uso. O brinquedo estimula a imaginação e
a representação, que muitas vezes pode ser algo do cotidiano, como a representação de
„mamãe e filhinha‟ com o uso de uma boneca. Brinquedos em forma de personagens, como
JOGOS E BRINCADEIRAS NA EDUCAÇÃO INFANTIL, ANÁLISE... - Página 133
monstros, super-heróis e animais, incorporam o imaginário preexistente, algo criado pelos
desenhos animados, filmes, seriados, contos de fadas, enfim.
Porém, cada cultura possui uma forma particular de ver a criança. Assim, ao
confeccionar um brinquedo o fabricante faz de acordo com o a cultura das crianças que irão
brincar.
Para Kishimoto (2011), brincadeira seria toda ação que a criança desempenha ao
concretizar as regras do jogo, ao entrar na ação lúdica, ou seja, a brincadeira seria o lúdico em
ação. Sendo assim, o brinquedo serve de estimulo material, que serve para fluir o imaginário
da criança. O brinquedo está diretamente ligado à criança.
Simultaneamente a brincadeira com o brinquedo é importante para o desenvolvimento
da criança nos níveis social, cognitivo, afetivo e psicomotor, além propiciar a interação entre
as crianças, pela brincadeira elas se comportam diferentemente do comportamento habitual,
em suas praticas do dia-a-dia.
3 METODOLOGIA
É importante descrever os aspectos físicos e humanos de uma escola, para situar a
quem lê o campo da realidade pesquisada. Por isso Esso momento é destinado a esse objetivo.
O CMEI Vinicius de Moraes possui um pátio grande coberto sendo todo cimentado,
não tem um espaço gramado para recreações das crianças. Conta com um parque infantil com
areia e arborizado.
O CMEI é composto por quatro salas de aulas, uma secretaria, uma cozinha e dois
banheiros, sendo um para uso das meninas e o outro para o uso dos meninos.
Durante o período da pesquisa, que se deu no ano de 2012 o CMEI possuía 301 alunos
distribuídos em 12 turmas, sendo crianças na faixa etária de quatro à cinco anos de idade no
pré I, e de cinco a seis anos no pré II.
A instituição está ligada a Secretaria Municipal de Educação, regida por normas e
diretrizes. A Secretaria de Educação se responsabiliza pela compra de materiais pedagógicos,
os quais nem sempre são suficientes para suprir as necessidades. A comunidade participa da
escola sempre que é solicitada.
Os eventos realizados pela escola são: datas comemorativas (páscoa, dia das mães, dia
dos pais, dia das crianças e festa julina), e trabalham os temas diversificados a cada bimestre
para priorizar o conhecimento da criança.
Página 134 - Joanil Maria da Silva e Adil Antônio Alves de Oliveira
Devido à rotina da turma, foi sugerido pela diretora do Centro Municipal de Educação
Infantil, que a entrevista fosse realizada em um pequeno período depois do lanche das
crianças antecedendo a ida ao parque de modo a não atrapalhar as atividades diárias dos
alunos, e com a professora durante o período de hora atividade.
Foi realizada com 26 (vinte e seis) crianças do Pré II e com a professora da turma, uma
entrevista semi estruturada, para a coleta de dados, por ser considerada dentre todas as
técnicas de interrogação a mais flexível. Assim, a entrevista foi a mais adequada para esse
trabalho, pois se tratavam de crianças entre quatro e cinco anos.
Segundo Lüdke e André (1986) o entrevistador deve estar atento para algumas
questões relacionadas à entrevista. Durante entrevista é importante que aconteça uma
interação entre o pesquisador e o pesquisado, dessa forma acontecera uma influência mútua
entre quem pergunta e quem responde. Em uma entrevista bem elaborada é possível a
captação imediata da informação desejada. Por meio da entrevista é possível se fazer um
tratamento de assuntos de natureza pessoal e íntima do indivíduo, pois durante a mesma criase um vínculo entre o entrevistado e o entrevistador.
Nas entrevistas semi-estruturadas não há a imposição de uma ordem de questões. Os
entrevistados discorrem sobre o tema proposto com base nas informações que ele detém, estas
questões são dirigidas aos participantes citados, uma vez que estas deixam o pesquisador
situar relações entre as concepções dos entrevistados e as próprias idéias do pesquisador, num
método de construções e reconstruções que descarta qualquer neutralidade.
[...] privilegia a entrevista semi-estruturada porque esta, ao mesmo tempo que
valoriza a presença do investigador, oferece todas as perspectivas possíveis para que
o informante alcance a liberdade e a espontaneidade necessárias, enriquecendo a
investigação. (TRIVIÑOS, 1997, p 146).
4 ANÁLISE DOS DADOS DA PESQUISA
Como os sujeitos têm idades entre 4 e 5 anos, e que ainda não possuem domínio da
escrita e que a linguagem oral ainda se mostra um tanto limitada, optamos pela entrevista
semiestruturada.
As respostas às perguntas foram muito parecidas possivelmente pelo fato da entrevista
ter sido realizada com todos os alunos juntos, atendendo à sugestão da diretora do Centro
Municipal de Educação Infantil, pois segundo ela se fosse individualmente “tomaria muito
tempo das crianças e atrapalharia o horário de rotina das mesmas”.
JOGOS E BRINCADEIRAS NA EDUCAÇÃO INFANTIL, ANÁLISE... - Página 135
No que se refere à primeira questão: “Você gosta de ir à escola? Porque?”, das 26
crianças entrevistadas, apenas uma não aceitou responder a questão, e uma das crianças
respondeu que nem todos os dias gostava de ir para a escola, e só ia por que a mãe tinha que
trabalhar, as demais, todas afirmaram que gostam de ir para escola, por que brincam,
escrevem e pintam.
A escola para a maioria dos alunos é importante, pois como podemos notar com base
nas respostas elas gostam de estar lá. Esse fato confirma o que o RCNEI em sua introdução
defende como princípios básicos deste nível de ensino:
Respeito à dignidade e aos direitos das crianças, consideradas nas suas diferenças
individuais, sociais, econômicas, culturais, étnicas, religiosas etc.;
Direito das crianças a brincar como forma particular de expressão, pensamento,
interação e comunicação infantil;
O acesso das crianças aos bens socioculturais disponíveis, ampliando o
desenvolvimento das capacidades relativas à expressão, à comunicação, à interação
social, ao pensamento, à ética e à estética;
A socialização das crianças por meio de sua participação e inserção nas mais
diversificadas práticas sociais, sem discriminação de espécie alguma;
O atendimento aos cuidados essenciais associados á sobrevivência e ao
desenvolvimento de sua identidade (BRASIL, 1998, p. 13, vol. 1).
É importante ressaltar que mesmo uma das crianças declarar que não gosta de ir para
escola, o contato dela com o espaço é de suma importância para a socialização e para o
desenvolvimento integral da mesma.
Na segunda questão perguntamos para as crianças o que elas mais gostavam de fazer
na escola, e todas responderam com unanimidade que gostam de brincar. A respeito disso
Wajskop (1997), afirma que o brincar na pré escola é garantia de uma possível educação da
criança em uma perspectiva, criadora voluntária e consciente.
Dentro desse contexto os professores da Educação Infantil devem fazer a brincadeira
presente em seu planejamento diário, almejando o desenvolvimento global de seus alunos nos
aspectos psicomotores a cognitivos.
A professora da turma é formada em Pedagogia, e é o primeiro ano que a mesma
leciona para a Educação Infantil.
Em nossas conversas informais, questionei a professora a respeito do brincar na
Educação infantil, como ela contemplava tal prática em seu planejamento e como as crianças
reagiam diante das propostas planejadas. A professora relatou:
(01) Professora:Vejo a brincadeira como prática indispensável na socialização e
desenvolvimento da criança em todas as áreas, cognitivo, motor e linguístico. O brincar é
Página 136 - Joanil Maria da Silva e Adil Antônio Alves de Oliveira
próprio da criança, qual criança não gosta de brincar? Percebo que quando saímos da sala para
área externa as crianças parecem se sentirem livres, soltos. Brincamos todos os dias no parque
de areia, realizamos também brincadeiras direcionadas no pátio, e toda sexta-feira os alunos
podem trazer brinquedos de casa para a escola.
Segundo Kishimoto (2011, p.189), “a brincadeira é o lúdico em ação”, assim, a
brincadeira deixa de ser “coisa de criança” e passa a ser analisada como “coisa séria”, e esta
pode ter como função ser um recurso didático, com capacidade de compor uma ação docente
garantindo como objetivo o processo de ensino-aprendizagem que se deseja obter.
Para Vygotsky (1991) ao brincar, a criança age além do seu comportamento do
cotidiano habitual. A brincadeira também propicia à criança a capacidade de lidar com os
limites, a atenção, a concentração e a cooperação e interação com outras crianças.
Assim, a brincadeira deve ocupar um lugar central na educação infantil e o professor deve
proporcionar esse contato oferecendo meios necessários para partilhar desse momento com as
crianças.
Referente à terceira questão: “Quando você faz isso? Você faz bastante isso?”, as
crianças afirmaram que brincar no parque de areia é o que mais gostam, pois podem correr à
vontade, fazer castelos de areia, bolo e etc.
Levando-se em conta o local que a escola oferece (areia protegida e tratada; à sombra),
o parque de areia é um recurso fundamental em qualquer espaço de educação infantil, até
mesmo no quintal de casa.
Quando oferecido à criança na escola, a areia molhada vira castelos, cidades, bolo,
macarrão, muros e tudo o que a imaginação dela permitir, conforme as crianças relataram. A
água e a areia são elementos que estimulam os sentidos, ajudam no crescimento e
desenvolvimento além de trabalhar a coordenação motora.
Porém, no interior do parque as crianças fazem uso de determinadas „regrinhas‟ para
que as brincadeiras ocorram com segurança e sem brigas entre elas. A professora coloca que:
(02) Professora: No parque as crianças são orientadas a não jogarem areia uma nas outras,
pois, em situações já ocorridas crianças jogaram areia nos olhos das outras causando ardência.
Não é permitido também ficar em pé nos brinquedos que devem permanecer sentados, que é o
caso do balanço e da gangorra.
JOGOS E BRINCADEIRAS NA EDUCAÇÃO INFANTIL, ANÁLISE... - Página 137
O tanque de areia é o local que permite a interação com outras crianças através da
linguagem, enriquecendo o vocabulário, tornando-os mais criativos e promovendo a
socialização. Além disso, é um lugar que favorece o brincar junto, pois o espaço físico leva as
crianças a planejarem junto o que irão criar. Assim crianças tímidas conseguem trabalhar
melhor e interagir com as demais sem se expor tanto.
Segundo Vygotsky (1991), a imaginação é uma atividade consciente que não está
presente na criança muito pequena. Como todas as funções da consciência, ela surge
originalmente das ações da criança. A brincadeira que comporta uma situação imaginaria
também contém regras. Não uma regra explícita, mas criada pela própria criança.
A areia é um elemento natural, que auxilia ainda no trabalho com crianças agitadas,
pois tranquiliza e tem o poder de fazer com que elas se concentrem na atividade. A professora
da turma falou a respeito dessa euforia, agitação que é normal da criança, e que em
determinados momentos ela utiliza de técnicas de relaxamento para eles se acalmarem.
Com base nos relatos entendemos que o lúdico as ações vividas e sentidas,
caracterizadas pela fantasia, pela imaginação e sonhos que são representados por meio de
materiais simbólicos estão presentes na vida das crianças pesquisadas. E tem por característica
principal o espontâneo funcional e satisfatório. Segundo Almeida (2006) na atividade lúdica,
o importante é o momento vivido durante a ação. Essa atividade propicia momentos de
encontro consigo e com outro, propicia momentos de fantasia e de realidade, momentos que
ao mesmo tempo cuida de si e também do outro.
Com a atividade lúdica no ambiente escolar, a criança aprende de maneira prazerosa, e
facilita uma melhor aprendizagem e melhor aproveitamento do conteúdo. Sendo assim, o
professor ao utilizar atividades lúdicas, deixa de ser o centro e o controlador, e passa a dar
importância à participação do aluno na situação de ensino, dessa maneira o professor estimula
o aluno a trabalhar questões como a espontaneidade e a criatividade.
5 CONCLUSÃO
Diante do objetivo desse trabalho, verificar como as brincadeiras estão sendo
realizadas no Pré II do CMEI Vinicius de Moraes, após as entrevistas realizadas, bem como a
análise delas, concluímos que, por meio do brincar, valores, costumes, crenças, normas e
regras são construídos, transmitidos e apreendidos pelas crianças, por isso é tão importante o
brincar na infância.
Página 138 - Joanil Maria da Silva e Adil Antônio Alves de Oliveira
Por meio dessa pesquisa, pudemos perceber que as atividades preferidas das crianças
do Pré II é o brincar. Percebendo isso, e sabendo da importância desse ato para o
desenvolvimento das crianças sugerimos aos educadores desse nível, que ao prepararem suas
aulas insiram atividades lúdicas com fundamentos pedagógicos para suas aulas. A intervenção
do educador é fundamental, pois o brincar pelo brincar não deve ser uma constante, o papel
mediador do adulto é que proporciona situações de aprendizagem e desenvolvimento.
Esperamos que esse trabalho possa contribuir diretamente, ou indiretamente para a
preparação das aulas das crianças nos CMEIs de Sinop. Também esperamos que os
educadores possam refletir no ato de elaborarem suas aulas, de modo a conciliar atividades
lúdicas com atividades pedagógicas. Para que, desta forma, as brincadeiras das crianças desse
nível não sejam realizadas de forma “solta” e sem fundamentos. A presença das atividades
lúdicas pode facilitar uma melhor aprendizagem, e também um processo de relação social,
seja com as outras crianças de sala como também com o professor, pois o mesmo deve
participar das brincadeiras das crianças, para que as brincadeiras aconteçam de forma
organizada e com sentido pedagógico.
LES JEUX ET LE JOUER DANS L'ÉDUCATION DE LA PETITE ENFANCE,
ANALYSE D’UNE CLASSE D PETITS ENFANTS, NIVEAU II, AU CENTRE
MUNICIPAL D’ÉDUCATION DE LA PETITE ENFANCE VINICIUS DE MORAES
RÉSUMÉ1
La recherche a été menée au Centre Municipal de l'éducation de la Petite Enfance
Vinicius de Moraes, dans la ville de Sinop-MT. L'objectif de cette recherche a été d‟examiner
comment sont traitées activités avec du jeu dans l'éducation de l'enfant. Dans un dialogue
avec la professeur et la coordination pédagogique CMEI la question posé a été quelle sur
l'importance du jeu dans le processus de développement de l'apprentissage comme une forme
de contenu réalisé dans les activités quotidiennes de l'institution, et quand elles sont
travaillées. Dans ce contexte, en invitant les enseignants à réfléchir sur la connaissance des
pratiques avec des jeux que sont fait avec leurs étudiants, à travers de la littérature existante
sur ce thème. Pour cette étude on a recouru aux auteurs suivants Tizuko Morchida Kishimoto,
Luiz Philippe Ariès et Joseph Straub. Pour atteindre mes objectifs, on a travaillé avec des
observations, entrevues et des questionnaires. Les réponses ont été analysées en regardant des
1
Transcrição realizada pelo aluno Fernando Hélio Tavares de Barros (CRLE – Revista Eventos Pedagógicos) e
revisão pelo professor Ederson Lima de Souza (CRLE – Revista Eventos Pedagógicos).
JOGOS E BRINCADEIRAS NA EDUCAÇÃO INFANTIL, ANÁLISE... - Página 139
lectures prises. Il a été vérifié que les jeux sont des activités préférées des enfants. Nous avons
l'intention que, connaissant les préférences des enfants, les enseignants de ce type
d'enseignement peuvent offrir des activités qui permettent un meilleur apprentissage de leur
part, puisque le jeu est un outil important pour l'enseignant de l'éducation de la petite enfance.
Mots-clés: Éducation de la Petite Enfance. Jouer. Jeux.
REFERÊNCIAS
ARIÉS, Philippe. História social da criança e da família. Tradução Dora Flaksman. Rio de
Janeiro: Livros Técnicos e Científicos, 1981.
BRASIL. Ensino fundamental de nove anos: orientações para a inclusão da criança de seis
anos de idade – Brasília: Ministério da Educação, Secretaria de Educação Básica, 2006.
______ . Constituição da República Federativa do Brasil. São Paulo: Imprensa Oficial do
Estado, 1988. Disponível em www.planalto.gov.br/ccivil_03/constituicao/constituiçao.htm.
Acesso em: 02 Ago 2011.
______ . Revista Criança do professor de educação infantil – Brasília: Ministério da
Educação, Secretaria de Educação Básica, 2007. Disponível em
<http://portal.mec.gov.br/seb/arquivos/pdf/Educinf/revista44.pdf>. Acesso em: 02 jun 2012.
KISHIMOTO, Tizuko Morchida. (Org.) Jogo, brinquedo, brincadeira e a educação. 14. ed.
São Paulo: Cortez, 2011.
LÜDKE, Menga; ANDRÉ, Marli E. D. A. Pesquisa em educação: abordagens qualitativas.
São Paulo: EPU, 1986.
TRIVIÑOS, A. N. S. Introdução a Pesquisa em Ciências Sociais: a pesquisa qualitativa em
educação. São Paulo: Atlas, 1997.
VYGOTSKY, L.S. A formação social da mente. São Paulo: Martins, 1987.
Página 140 - Joanil Maria da Silva e Adil Antônio Alves de Oliveira
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The many faces of primary and secondary hepatic lymphoma: imaging manifestations and diagnostic approach
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Aldo Maurici Araújo Alves1,a, Ulysses Santos Torres2,b, Fernanda Garozzo Velloni1,3,c, Bruno Jucá Ribeiro1,d,
Dario Ariel Tiferes1,2,e, Giuseppe D’Ippolito1,2,f 1. Department of Diagnostic Imaging, Escola Paulista de Medicina da Universidade Federal de São Paulo (EPM-Unifesp), São Paulo, SP, Brazil. 2. Grupo Fleury, São Paulo, SP, Brazil. 3. Diagnósticos da América S/A, Barueri, SP, Brazil. Correspondence: Dr. Aldo Maurici Araújo Alves. EPM-Unifesp – Departamento de Diagnóstico por Imagem. Rua Napoleão de B
Clementino. São Paulo, SP, Brazil, 04024-002. Email: aldomaurici@gmail.com. ://orcid.org/0000-0001-7310-5709; b. https://orcid.org/0000-0002-1911-9090; c. https://orcid.org/0000-0002-2019-7918
s://orcid.org/0000-0002-6947-1375; e. https://orcid.org/0000-0003-2339-5730; f. https://orcid.org/0000-0002-2701-1928 Received 31 January 2018. Accepted after revision 3 April 2018. How to cite this article:
Alves AMA, Torres US, Velloni FG, Ribeiro BJ, Tiferes DA, D’Ippolito G. The many faces of primary and secondary hepatic lymphoma: imaging mani-
festations and diagnostic approach. Radiol Bras. 2019 Set/Out;52(5):325–330. Alves AMA, Torres US, Velloni FG, Ribeiro BJ, Tiferes DA, D’Ippolito G. The many faces of primary and secondary hepatic lymphoma: imaging mani-
festations and diagnostic approach. Radiol Bras. 2019 Set/Out;52(5):325–330. Abstract Hepatic lymphoma can be divided into its primary and secondary forms. To be classified as primary hepatic lymphoma, the disease
should be limited to the liver and hilar lymph nodes, with no distant involvement (to the bone marrow or other sites). Primary hepatic
lymphoma is quite rare, accounting for less than 1% of all cases of non-Hodgkin lymphoma, whereas secondary hepatic lymphoma
affects nearly half of such cases. Familiarity with the imaging features of hepatic lymphoma is important for its early diagnosis and
appropriate management. In this essay, we aim to review the roles of computed tomography and magnetic resonance imaging in
identifying and monitoring hepatic lymphomas, using sample cases to describe and illustrate the wide spectrum of imaging findings
in the primary and secondary forms of this disorder. Keywords: Lymphoma; Liver; Magnetic resonance imaging; Tomography, X-ray computed. Resumo O linfoma hepático pode ser dividido em primário e secundário. Para ser classificada como linfoma hepático primário, a doença
deve estar limitada ao fígado e linfonodos hilares, sem acometimento de outros órgãos (incluindo a medula óssea). O linfoma he-
pático primário é muito raro, correspondendo a menos de 1% de todos os linfomas não Hodgkin. Já o envolvimento secundário do
fígado ocorre em quase metade dos casos de linfoma não Hodgkin. O conhecimento dos aspectos de imagem do linfoma hepático
é importante para o diagnóstico precoce e manejo adequado do paciente. et al. / The many faces
Pictorial Essay et al. / The many faces
Pictorial Essay http://dx.doi.org/10.1590/0100-3984.2018.0013 Aldo Maurici Araújo Alves1,a, Ulysses Santos Torres2,b, Fernanda Garozzo Velloni1,3,c, Bruno Jucá Ribeiro1,d,
Dario Ariel Tiferes1,2,e, Giuseppe D’Ippolito1,2,f Com base em imagens de casos, nosso objetivo é revisar
o papel da imagem por tomografia computadorizada e ressonância magnética na identificação e segmento do linfoma hepático,
ilustrando e descrevendo o amplo espectro de achados de imagem observados nas formas primária e secundária da doença. Unitermos: Linfoma; Fígado; Ressonância magnética; Tomografia computadorizada. Unitermos: Linfoma; Fígado; Ressonância magnética; Tomografia computadorizada. The many faces of primary and secondary hepatic lymphoma:
imaging manifestations and diagnostic approach As diversas faces do linfoma hepático primário e secundário: manifestações de imagem e abordagem
diagnóstica Radiol Bras. 2019 Set/Out;52(5):325–330 IMAGING FINDINGS Secondary hepatic lymphoma typically presents as
diffuse infiltration (Figure 2) or multifocal homogeneous
lesions along with extrahepatic disease (splenic lesions,
lymphadenopathy, bone marrow infiltration, etc.). A miliary
pattern is more common in secondary hepatic lymphoma
(Figure 3).i Hepatic lymphoma has a wide range of imaging pre-
sentations, typically being evaluated on computed tomog-
raphy (CT) or magnetic resonance imaging (MRI). It can
appear as a solitary (homogeneous or heterogeneous) mass
or as multiple lesions, with or without a dominant lesion,
or even in a miliary pattern characterized by multiple small
discrete nodules. Other patterns include diffuse infiltration
(with or without hepatomegaly) and a mass in the porta
hepatis. Rarer forms with no defined imaging pattern can
also be seen. Although the imaging findings of primary hepatic
lymphoma and secondary hepatic lymphoma may over-
lap, some features can facilitate the diagnostic discrimi-
nation. Dominant liver lesions, which tend to be hetero-
geneous (Figure 1), are characteristic of primary hepatic
lymphoma and are not expected to be found in secondary
hepatic lymphoma. In addition, even large secondary he-
patic lymphoma lesions tend to be homogeneous before The most common manifestation of primary hepatic
lymphoma is a heterogeneous solitary mass (Figure 1),
whereas multiple lesions are seen in less than 33% of Figure 3. Secondary hepatic lymphoma. Axial contrast-enhanced CT image
showing multiple homogeneous hypoattenuating hepatic lesions (white arrow)
and multiple small hepatic and splenic nodules in a miliary pattern (black ar-
rows). There was also prominent retroperitoneal lymphadenopathy (not shown). Figure 1. Axial portal venous CT image showing a solitary heterogeneous mass
in the left lobe of the liver, with a rim-enhancement (target-like) pattern. The
spleen and periportal nodes were not involved (not shown). The final diagnosis
was primary non-Hodgkin lymphoma, as confirmed by biopsy. Figure 3. Secondary hepatic lymphoma. Axial contrast-enhanced CT image
showing multiple homogeneous hypoattenuating hepatic lesions (white arrow)
and multiple small hepatic and splenic nodules in a miliary pattern (black ar-
rows). There was also prominent retroperitoneal lymphadenopathy (not shown). Figure 1. Axial portal venous CT image showing a solitary heterogeneous mass
in the left lobe of the liver, with a rim-enhancement (target-like) pattern. The
spleen and periportal nodes were not involved (not shown). The final diagnosis
was primary non-Hodgkin lymphoma, as confirmed by biopsy. Figure 2. Axial contrast-enhanced CT images (A,B) showing diffuse infiltration of the liver parenchyma and hepatomegaly. INTRODUCTION Although the pathophysiology of primary hepatic lym-
phoma is poorly understood, it has been associated with
prolonged immunosuppression (including that caused by
infection with HIV) and Epstein-Barr virus, as well as with
hepatitis B and C. The most common subtype of primary
hepatic lymphoma is diffuse large B-cell lymphoma(4). Hepatic lymphoma can be divided into a primary form
and a secondary (metastatic) form, the two forms having
different prognoses. Non-Hodgkin lymphoma predomi-
nates in both forms(1). To be classified as primary hepatic
lymphoma, the disease should be limited to the liver and
hilar lymph nodes, with no distant involvement. Accord-
ing to some authors, the diagnosis of primary hepatic lym-
phoma also requires the absence of distant disease (distant
lymphadenopathy, splenic infiltration or bone marrow dis-
ease) within six months of diagnosis(2). The clinical manifestations of primary and second-
ary hepatic lymphoma include hepatomegaly, right upper
quadrant pain, jaundice, and systemic (B) symptoms (fever,
weight loss, and night sweats)(1). Imaging plays an important role in the diagnosis, stag-
ing, and follow-up of cases of hepatic lymphoma, being
used not only to evaluate the evolution of the disease but
also to guide relevant procedures. The most common extranodal site of involvement by
non-Hodgkin lymphoma is the gastrointestinal tract, sec-
ondary hepatic lymphoma being observed in nearly half of
all patients with such involvement. However, primary he-
patic lymphoma is quite rare, accounting for less than 1%
of all non-Hodgkin lymphomas(3). The management and prognosis of lymphoma are re-
markably different from those of other neoplasms. Hence,
familiarity with the imaging features of hepatic lymphoma Radiol Bras. 2019 Set/Out;52(5):325–330
0100-3984 © Colégio Brasileiro de Radiologia e Diagnóstico por Imagem 325 Radiol Bras. 2019 Set/Out;52(5):325–330 0100-3984 © Colégio Brasileiro de Radiologia e Diagnóstico por Imagem 0100-3984 © Colégio Brasileiro de Radiologia e Diagnóstico por Imagem Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma s AMA et al. / The many faces of primary and secondary hepat cases(5). The diffuse form of primary hepatic lymphoma is
uncommon and is associated with a poor prognosis. More
than one pattern may be present in the same patient(5). is important for its early diagnosis and appropriate man-
agement. IMAGING FINDINGS Analysis of a biopsy sample indicated
that the lesion was non-Hodgkin lymphoma (secondary hepatic lymphoma)
A
B Figure 4. A 32-year-old man with jaundice. On portal phase CT images, a hypovascular lesion is noted in the form of periportal tissue involving the portal vein (black
arrow) and the bile duct, with dilatation of the intrahepatic biliary ducts (arrowheads). Splenomegaly is also seen (asterisk). Analysis of a biopsy sample indicated
that the lesion was non-Hodgkin lymphoma (secondary hepatic lymphoma). A
B B Figure 4. A 32-year-old man with jaundice. On portal phase CT images, a hypovascular lesion is noted in the form of periportal tissue involving the portal vein (black
arrow) and the bile duct, with dilatation of the intrahepatic biliary ducts (arrowheads). Splenomegaly is also seen (asterisk). Analysis of a biopsy sample indicated
that the lesion was non-Hodgkin lymphoma (secondary hepatic lymphoma). chemotherapy. Table 1 lists the imaging characteristics of
the primary and secondary forms. Figure 5. Primary hepatic non-Hodgkin lymphoma. Axial venous phase CT im-
age showing a solitary heterogeneous mass, with a target-like appearance, in
the right lobe of the liver. Note the large nonenhancing central area (asterisk),
consistent with necrosis. Another form of presentation of primary or secondary
hepatic lymphoma is a periportal mass, which generally
presents as an ill-defined, infiltrating, homogeneous and
poorly enhancing hilar tissue (Figure 4). IMAGING FINDINGS There is encasement without occlusion
of the hepatic vessels (black arrow) or celiac trunk (white arrow). Diffuse enlarged retroperitoneal lymph nodes (arrowhead) are also noted. CT-guided biopsy of the
liver resulted in a diagnosis of secondary hepatic non-Hodgkin lymphoma. A
B B Figure 2. Axial contrast-enhanced CT images (A,B) showing diffuse infiltration of the liver parenchyma and hepatomegaly. There is encasement without occlusion
of the hepatic vessels (black arrow) or celiac trunk (white arrow). Diffuse enlarged retroperitoneal lymph nodes (arrowhead) are also noted. CT-guided biopsy of the
liver resulted in a diagnosis of secondary hepatic non-Hodgkin lymphoma. Radiol Bras. 2019 Set/Out;52(5):325–330 326 Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma
Table 1—Imaging characteristics of primary and secondary hepatic lymphoma. Characteristic
Lesion distribution
Morphology
Dominant mass
Splenic and distant lymphadenopathy
Hepatic lymphoma
Primary
Solitary (more common) or multiple
Heterogeneous
Typical
Absent (by definition)
Secondary
Multiple (more common) or diffuse
Homogenous
Uncommon
Present (splenic lesions in 33% of cases) Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma
Table 1—Imaging characteristics of primary and secondary hepatic lymphoma. Characteristic
Lesion distribution
Morphology
Dominant mass
Splenic and distant lymphadenopathy
Hepatic lymphoma
Primary
Solitary (more common) or multiple
Heterogeneous
Typical
Absent (by definition)
Secondary
Multiple (more common) or diffuse
Homogenous
Uncommon
Present (splenic lesions in 33% of cases)
Figure 4. A 32-year-old man with jaundice. On portal phase CT images, a hypovascular lesion is noted in the form of periportal tissue involving the portal vein (black
arrow) and the bile duct, with dilatation of the intrahepatic biliary ducts (arrowheads). Splenomegaly is also seen (asterisk). Analysis of a biopsy sample indicated
that the lesion was non-Hodgkin lymphoma (secondary hepatic lymphoma). A
B Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma
Table 1—Imaging characteristics of primary and secondary hepatic lymphoma. Characteristic
Lesion distribution
Morphology
Dominant mass
Splenic and distant lymphadenopathy
Hepatic lymphoma
Primary
Solitary (more common) or multiple
Heterogeneous
Typical
Absent (by definition)
Secondary
Multiple (more common) or diffuse
Homogenous
Uncommon
Present (splenic lesions in 33% of cases) Figure 4. A 32-year-old man with jaundice. On portal phase CT images, a hypovascular lesion is noted in the form of periportal tissue involving the portal vein (black
arrow) and the bile duct, with dilatation of the intrahepatic biliary ducts (arrowheads). Splenomegaly is also seen (asterisk). CT and MRI features On CT, hepatic lymphoma shows soft tissue attenua-
tion. Necrosis or hemorrhage can also be seen. Calcifica-
tion is quite rare before treatment. The majority of hepatic
lesions show minimal enhancement after the intravenous
administration of a contrast agent. Rim enhancement (a
target-like lesion) has also been described(6) and is more
common in primary hepatic lymphoma (Figures 1 and 5). On MRI, hepatic lymphoma lesions tend to show hy-
pointense or isointense signals on T1-weighted imaging
(T1WI) and hyperintense signals on T2-weighted imag-
ing (T2WI). Although such lesions typically show a ho-
mogenous signal, necrosis or hemorrhage can cause some
heterogeneity(1). A target-like appearance on T2WI, as de-
picted in Figure 6, has also been described(1). Figure 5. Primary hepatic non-Hodgkin lymphoma. Axial venous phase CT im-
age showing a solitary heterogeneous mass, with a target-like appearance, in
the right lobe of the liver. Note the large nonenhancing central area (asterisk),
consistent with necrosis. been reported(1). On diffusion-weighted imaging, hepatic
lymphoma lesions usually demonstrate markedly restricted
diffusion, which is explained by their highly cellular histol-
ogy (Figure 7). On 18F-fluorodeoxyglucose positron emis-
sion tomography/CT (FDG-PET/CT), primary and sec-
ondary lesions both typically show avid hypermetabolism, been reported(1). On diffusion-weighted imaging, hepatic
lymphoma lesions usually demonstrate markedly restricted
diffusion, which is explained by their highly cellular histol-
ogy (Figure 7). On 18F-fluorodeoxyglucose positron emis-
sion tomography/CT (FDG-PET/CT), primary and sec-
ondary lesions both typically show avid hypermetabolism, The pattern of enhancement in hepatic lymphoma is
similar on CT and MRI. Central retention of hepatobili-
ary contrast agent in the delayed (hepatobiliary) phase has 327 Radiol Bras. 2019 Set/Out;52(5):325–330 Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma Figure 6. Primary hepatic lymphoma with a target-like appearance on MRI. Axial T2WI (A) showing a solitary mass, with a signal that is hyperintense in its center
and hypointense at its periphery, in the right lobe of the liver. Axial gadolinium contrast-enhanced MRI scan (B) showing a rim-enhancement pattern. A
B B Figure 6. Primary hepatic lymphoma with a target-like appearance on MRI. Axial T2WI (A) showing a solitary mass, with a signal that is hyperintense in its center
and hypointense at its periphery, in the right lobe of the liver. Axial gadolinium contrast-enhanced MRI scan (B) showing a rim-enhancement pattern. Figure 7. CT and MRI features A 49-year-old man with weight loss and night sweats. MRI images show hyperintensity on T2WI (A), as well as markedly restricted diffusion on diffusion-
weighted imaging with a b value of 1000 s/mm2 (B) and on an apparent diffusion coefficient map (C). The mean apparent diffusion coefficient value was 450 ×
10−6 mm2/s. The final diagnosis was primary hepatic Burkitt’s lymphoma, as confirmed by biopsy and immunochemistry. A
B
C C C B Figure 7. A 49-year-old man with weight loss and night sweats. MRI images show hyperintensity on T2WI (A), as well as markedly restricted diffusion on diffusion-
weighted imaging with a b value of 1000 s/mm2 (B) and on an apparent diffusion coefficient map (C). The mean apparent diffusion coefficient value was 450 ×
10−6 mm2/s. The final diagnosis was primary hepatic Burkitt’s lymphoma, as confirmed by biopsy and immunochemistry. (Figure 8), although it is not pathognomonic, because
lymph nodes in this region may also be involved second-
ary to the dissemination of pelvic malignancies. FDG-PET/CT also being considered the imaging modal-
ity of choice for staging and for assessing treatment re
sponses(6). However, whole-body diffusion-weighted imag-
ing also allows pre- and post-treatment staging, providing
results comparable to those of FDG-PET/CT(7). Rarer forms of hepatic lymphoma Primary lymphoma arising from the bile duct (Fig-
ure 9) is extremely rare, with imaging features overlap-
ping those of cholangiocarcinoma(8). Other rare forms
of hepatic lymphoma include intravascular hepatic lym-
phoma(9) and hepatosplenic T-cell lymphoma(10), both of
which have been scarcely reported in the literature and
have no specifically defined imaging pattern. Imaging tips In addition to clinical and laboratory data favoring the
diagnosis of hepatic lymphoma (e.g., a young age, B symp-
toms, and abnormal bone marrow biopsy), imaging features
can contribute to the diagnostic discrimination. Vascular or
biliary encasement without thrombosis or ductal dilatation
may occur in some cases of hepatic lymphoma (Figure 2),
owing to the absence of fibrous stroma and desmoplastic
tissue(6); that is, these lymphomas may be sufficiently mal-
leable to mold and grow throughout the periportal space
without causing substantial compression of the biliary or
vascular tree. That feature may be observed in intrahepatic
(diffuse or mass-forming) and periportal lesions(6). Atypical findings, mimics, and the differential diagnosis Although not typical, portal vein thrombosis (Figure 8)
and bile duct obstruction may occur in hilar and periportal
hepatic lymphoma (Figures 4 and 9) as well as in mass-
forming intrahepatic lesions (Figure 10). Hepatic lym-
phoma has a wide range of differential diagnoses and can
mimic many conditions, such as intrahepatic cholangiocar-
cinoma, inflammatory pseudotumor, and primary hepatic
neuroendocrine tumor. In addition, because infection with
hepatitis C or B virus is also a risk factor for primary hepatic The coexistence of splenic lesions and extensive (su-
pra- or infra-diaphragmatic) nodal disease favors a diag-
nosis of secondary hepatic lymphoma. An enlarged poste-
rior iliac crest lymph node is a classic sign of lymphoma 328 Radiol Bras. 2019 Set/Out;52(5):325–330 Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma Figure 8. A 70-year-old man with dyspepsia and weight loss. Axial contrast-enhanced CT images showing multiple homogenous hepatic nodules without a domi-
nant mass. Note thrombosis of the left portal vein (black arrow in A), multiple homogeneous lesions in the gastric wall (white arrow in A), and the enlarged lymph
node slightly above the left posterior iliac crest (arrowhead in B). The final diagnosis was non-Hodgkin lymphoma, as confirmed by endoscopic biopsy. B
A B Figure 8. A 70-year-old man with dyspepsia and weight loss. Axial contrast-enhanced CT images showing multiple homogenous hepatic nodules without a domi-
nant mass. Note thrombosis of the left portal vein (black arrow in A), multiple homogeneous lesions in the gastric wall (white arrow in A), and the enlarged lymph
node slightly above the left posterior iliac crest (arrowhead in B). The final diagnosis was non-Hodgkin lymphoma, as confirmed by endoscopic biopsy. Figure 9. A 28-year-old man with jaundice. MRI showing an ill-defined, infiltrative mass extending from the porta hepatis to the parenchyma following the portal
triads. Coronal T2WI (A) showing an area with a slightly hyperintense signal. Magnetic resonance cholangiopancreatography (B) showing dilatation of the segmen-
tal bile ducts. These imaging characteristics are indistinguishable from those of hilar cholangiocarcinoma. The final diagnosis was diffuse large B-cell lymphoma,
as confirmed by biopsy. A
B B B Figure 9. A 28-year-old man with jaundice. MRI showing an ill-defined, infiltrative mass extending from the porta hepatis to the parenchyma following the portal
triads. Atypical findings, mimics, and the differential diagnosis Coronal T2WI (A) showing an area with a slightly hyperintense signal. Magnetic resonance cholangiopancreatography (B) showing dilatation of the segmen-
tal bile ducts. These imaging characteristics are indistinguishable from those of hilar cholangiocarcinoma. The final diagnosis was diffuse large B-cell lymphoma,
as confirmed by biopsy. the rare primary biliary subtype of lymphoma and hepatic
lymphoma manifesting as a mass in the porta hepatis, as
depicted in Figures 4 and 9, respectively, may be indistin-
guishable from cholangiocarcinoma(8). lymphoma, a solitary infiltrative lymphoma in the setting
of cirrhosis may be difficult to differentiate from the dif-
fuse form of hepatocellular carcinoma. Albeit uncommon,
primary hepatic lymphoma can have an appearance similar
to that of hepatocellular carcinoma on contrast-enhanced
images. The differential diagnoses of the multifocal form of
hepatic lymphoma include granulomatous diseases, fungal
infections, and metastasis. Especially in immunosuppressed
patients, including those with HIV infection, which is a risk
factor for lymphoma (Figure 11), it can be difficult to make
the distinction among those entities on the basis of imag-
ing findings alone(1). The diffuse form of hepatic lymphoma
may also be confused with acute hepatitis(1). On imaging, CONCLUSION CT and MRI play important roles in the management
of hepatic lesions, including lymphoma. Although there
are no specific imaging features for hepatic lymphoma
and biopsy is nearly always necessary, familiarity with the
most common imaging features can promote early suspi-
cion and appropriate management, which can improve the
prognosis. 329 Radiol Bras. 2019 Set/Out;52(5):325–330 Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma Alves AMA et al. / The many faces of primary and secondary hepatic lymphoma Figure 10. Secondary hepatic lymphoma in a 58-year-old woman with B symptoms, presenting with the intrahepatic mass-forming and periportal forms. Severe
dilatation of the bile duct in the left lobe of the liver (white arrow in A) caused by a periportal lesion (black arrow in B). The final diagnosis was Burkitt’s lymphoma,
as confirmed by biopsy of the left inguinal lymph node (not shown). A
B B Figure 10. Secondary hepatic lymphoma in a 58-year-old woman with B symptoms, presenting with the intrahepatic mass-forming and periportal forms. Severe
dilatation of the bile duct in the left lobe of the liver (white arrow in A) caused by a periportal lesion (black arrow in B). The final diagnosis was Burkitt’s lymphoma,
as confirmed by biopsy of the left inguinal lymph node (not shown). Figure 11. A 33-year-old man with HIV infection and abdominal pain. Axial contrast-enhanced CT showing hypodense hepatic lesions (A,B) and multiple hypodense
nodules throughout the pancreas. The final diagnosis was diffuse large B-cell lymphoma, as confirmed by biopsy. A
B Figure 11. A 33-year-old man with HIV infection and abdominal pain. Axial contrast-enhanced CT showing hypodense hepatic
nodules throughout the pancreas. The final diagnosis was diffuse large B-cell lymphoma, as confirmed by biopsy. Figure 11. A 33-year-old man with HIV infection and abdominal pain. Axial contrast-enhanced CT showing hypodense hepatic lesions (A,B) and multiple hypodense
nodules throughout the pancreas. The final diagnosis was diffuse large B-cell lymphoma, as confirmed by biopsy. Acknowledgment 5. Maher MM, McDermott SR, Fenlon HM, et al. Imaging of primary
non-Hodgkin’s lymphoma of the liver. Clin Radiol. 2001;56:295–
301. The authors thank Dr. Henrique Simão Trad (Ribeirão
Preto, SP, Brazil) for kindly having provided the case of
figure 9. 6. Tomasian A, Sandrasegaran K, Elsayes KM, et al. Hematologic ma-
lignancies of the liver: spectrum of disease. Radiographics. 2015;35:
71–86. REFERENCES 7. Abdulqadhr G, Molin D, Aström G, et al. Whole-body diffusion-
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clinical and pathological features of 10 patients. J Clin Pathol. 1990;43:1007–13. 2. Anthony PP, Sarsfield P, Clarke T. Primary lymphoma of the liver:
clinical and pathological features of 10 patients. J Clin Pathol. 1990;43:1007–13. 8. Yoon MA, Lee JM, Kim SH, et al. Primary biliary lymphoma mim-
icking cholangiocarcinoma: a characteristic feature of discrepant
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rates, distribution and histological characteristics of primary gastro-
intestinal non-Hodgkin lymphoma in a North American population. Can J Gastroenterol. 2012;26:452–6. 9. Abe H, Kamimura K, Kawai H, et al. Diagnostic imaging of hepatic
lymphoma. Clin Res Hepatol Gastroenterol. 2015;39:435–42. 10. Ashmore P, Patel M, Vaughan J, et al. Hepatosplenic T-cell lympho-
ma: a case series. Hematol Oncol Stem Cell Ther. 2015;8:78–84. 4. Chim CS, Choy C, Ooi GC, et al. Primary hepatic lymphoma. Leuk
Lymphoma. 2001;40:667–70. 4. Chim CS, Choy C, Ooi GC, et al. Primary hepatic lymphoma. Leuk
Lymphoma. 2001;40:667–70. Radiol Bras. 2019 Set/Out;52(5):325–330 330
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Effects of sedentary behaviour interventions on biomarkers of cardiometabolic risk in adults: systematic review with meta-analyses
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British journal of sports medicine
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Abstract living with diabetes: a figure projected to rise to
693 million (≈10% of the population) by 2045.3 Context/purpose Observational and acute laboratory
intervention research has shown that excessive sedentary
time is associated adversely with cardiometabolic
biomarkers. This systematic review with meta-analyses
synthesises results from free living interventions targeting
reductions in sedentary behaviour alone or combined
with increases in physical activity. The evidence tends to indicate that greater time
spent in sedentary behaviour (ie, sitting/reclining at
<1.5 metabolic equivalents (MET))4 is adversely
associated with the risk of cardiovascular disease,
type 2 diabetes and some cancers,5 6 and with levels
of a range of cardiometabolic risk biomarkers.7 8
A less prolonged sedentary accumulation pattern
(ie, more regular breaks, shorter sedentary bouts)
has also been associated with lower body mass
index (BMI).8 It has largely been acute laboratory
interventions (<7 days) using structured protocols
providing experimental evidence that reducing
or breaking up sitting can have beneficial effects
on certain cardiometabolic biomarkers.9–12 For
example, compared with uninterrupted sitting time,
adding short bouts of light or moderate intensity
activity every 20–30 min (generally over a period of
1–5 days) results in improvements to resting blood
pressure,13 14 fasting and postprandial glucose15 16
and insulin,15 17 18 and some lipids.19 For numbered affiliations see
end of article. For numbered affiliations see
end of article. Correspondence to
Dr Paddy C Dempsey, MRC
Epidemiology Unit, Institute of
Metabolic Science, University
of Cambridge, Cambridge
Biomedical Campus, Cambridge,
UK;
Paddy.Dempsey@baker.edu.au
NTH and EW contributed
equally. Accepted 11 March 2020
Published Online First
8 April 2020 Correspondence to
Dr Paddy C Dempsey, MRC
Epidemiology Unit, Institute of
Metabolic Science, University
of Cambridge, Cambridge
Biomedical Campus, Cambridge,
UK; p y
y
Methods Six electronic databases were searched up
to August 2019 for sedentary behaviour interventions
in adults lasting for ≥7 days publishing cardiometabolic
biomarker outcomes covering body anthropometry,
blood pressure, glucose and lipid metabolism, and
inflammation (54 studies). The pooled effectiveness of
intervention net of control on 15 biomarker outcomes
was evaluated using random effects meta-analyses in the
studies with control groups not providing other relevant
interventions (33 studies; 6–25 interventions analysed). Results Interventions between 2 weeks and <6
months in non-clinical populations from North
America, Europe and Australia comprised much of the
evidence base. on October 23, 2024 by guest. Protected by cop
http://bjsm.bmj.com/
Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from ►
►Additional material is
published online only. To view
please visit the journal online
(http://dx.doi.org/10.1136/
bjsports-2019-101154). Abstract Pooled effects revealed small, significant
(p<0.05) beneficial effects on weight (≈ −0.6 kg), waist
circumference (≈ −0.7 cm), percentage body fat (≈ −0.3
%), systolic blood pressure (≈ −1.1 mm Hg), insulin
(≈ −1.4 pM) and high-density lipoprotein cholesterol
(≈ 0.04 mM). Pooled effects on the other biomarkers
(p>0.05) were also small, and beneficial in direction
except for fat-free mass (≈ 0.0 kg). Heterogeneity ranged
widely (I2=0.0–72.9). NTH and EW contributed
equally. Accepted 11 March 2020
Published Online First
8 April 2020 In recognition of the aforementioned evidence,
several countries now, in addition to having guide-
lines concerning physical activity, include guidelines
to reduce the quantity of sedentary behaviour and/
or break it up.20–22 A variety of intervention strat-
egies have been trialled to reduce adults’ levels of
sedentary behaviour, particularly in the workplace
setting.23 24 Reviews indicate these interventions are
often effective for reducing sedentary behaviour,
especially workplace interventions incorporating
environmental modification, ideally as part of
a multicomponent intervention.23 25–27 What is
lacking, however, is an understanding of the nature
and extent of health improvements that might be
obtained when intervening to reduce sedentary
behaviour over longer periods and under free-living
conditions. A preliminary evaluation explored this
topic (in workplace interventions only) but, having
occurred prior to the emergence of several large
trials of sedentary behaviour interventions, did not
present any meta-analyses and could draw no firm
conclusions.28 Conclusions Our review of interventions targeting
sedentary behaviour reductions alone, or combined
with increases in physical activity, found evidence of
effectiveness for improving some cardiometabolic risk
biomarkers to a small degree. There was insufficient
evidence to evaluate inflammation or vascular function. Key limitations to the underlying evidence base include
a paucity of high-quality studies, interventions lasting
for ≥12 months, sensitive biomarkers and clinical study
populations (eg, type 2 diabetes). guest. Protected by copyright. PROSPERO trial registration
number CRD42016041742 PROSPERO trial registration
number CRD42016041742 We therefore conducted a systematic review
with meta-analyses aiming to synthesise the body
of evidence that examined the effectiveness on
biomarkers of cardiometabolic risk of ≥7 days
interventions that targetted sedentary behaviour
(alone or in combination with physical activity) in
free-living conditions. We reviewed the evidence on Review Review on October 23, 2024
http://bjsm.bmj.com/
Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Nyssa T Hadgraft,1,2,3 Elisabeth Winkler,3 Rachel E Climie,2 Megan S Grace,2
Lorena Romero,4 Neville Owen,1,2,3 David Dunstan,2,5,6,7,8 Genevieve Healy,2,3,9
Paddy C Dempsey 1,2,10 ►
►Additional material is
published online only. To view
please visit the journal online
(http://dx.doi.org/10.1136/
bjsports-2019-101154). Accepted 11 March 2020
Published Online First
8 April 2020 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 Effects of sedentary behaviour interventions on
biomarkers of cardiometabolic risk in adults:
systematic review with meta-analyses Nyssa T Hadgraft,1,2,3 Elisabeth Winkler,3 Rachel E Climie,2 Megan S Grace,2
Lorena Romero,4 Neville Owen,1,2,3 David Dunstan,2,5,6,7,8 Genevieve Healy,2,3,9
Paddy C Dempsey 1,2,10 Systematic review
Study inclusion Figure 1 shows the PRISMA flow diagram. In total, 23 976 arti-
cles were identified. Most were rejected at abstract screening,
with 267 articles screened as full text. The criteria mostly
excluded studies on the basis they were not ≥7 days sedentary
behaviour interventions (181/218). Fifty-four studies (55 arti-
cles) were included in the systematic review.33–87 The population, design and intervention characteristics of
the studies are reported in online supplementary table S3 and
aggregated in table 1. Collectively, the 54 studies involved 6330
participants (48% women) with sample sizes usually <100
(k=36) and occasionally >200 (k=8), ranging between 12 and
1113. Study populations were recruited from developed nations,
mostly English-speaking (table 1) usually from North America
(k=20, predominantly the USA), Europe (k=19), Australia
(k=10) and occasionally from Asia (k=4) or Africa (k=1). From
what little and inconsistent data was reported on ethnicity, plus
the study locations, we infer that most study participants were
likely Caucasian or ‘white’ (variously defined) with a smaller
number identifying as African American or African, Hispanic
and Asian ethnicities. Study mean ages ranged from 23 years74
to 71 years.51 Typically, the studies recruited participants from
the general population (k=26) or a population with a chronic
disease risk factor (k=17) (generally overweight and/or obesity,
occasionally in conjunction with another risk factor). Clinical
conditions36 37 39 44 48 59 60 71 72 81 84 were seldom targeted for uest. Protected by copyright. Search strategy and study selection gy
y
Six electronic databases (Ovid Medline, Ovid Embase, EBM
Reviews Cochrane Central, CINAHL, Scopus, Web of Science)
were searched systematically from database inception to 27
August 2019 (7 March 2017; 16 February 2018 and, 27 August
2019). A research librarian (LR) conducted an initial search
for studies in Medline and Embase and used an analysis of text
words and subject terms to develop the search strategies. The
final searches were then executed using the appropriate speci-
fications of each database (LR; see online supplementary table
S1). Using reference management software (Endnote, Clarivate
Analytics, Philadelphia, USA), records were compiled, dupli-
cates were removed, and two authors (NTH and PCD or REC
and MSG) performed title and abstract screening and reviewed
each full-text article was reviewed against the inclusion criteria. Discrepancies were resolved in consultation with an indepen-
dent third reviewer (EW). on October 23, 2024 by guest. Pro
http://bjsm.bmj.com/
54 on 8 April 2020. Downloaded from Methods Analyses were performed in STATA V.16 (StataCorp). Signifi-
cance was set at p<0.05 (two tailed). Pooled effects were esti-
mated based on intervention effects (mean between-groups
difference, in units) for the end-of-intervention endpoint
extracted from each intervention, with the standard errors multi-
plied by
√(
n + 1
)
/2 whenever there were n>1 eligible seden-
tary behaviour intervention arms.32 Pooled effects were primarily
estimated from random effects (Der Simonian Laird) meta-
analysis models, with fixed effects results also reported, along
with heterogeneity estimates (I2 and Cochrane’s Q test) in the
forest plots. A range of sensitivity analyses were also performed. Since Begg’s test for publication bias can be underpowered, we
also reported bias-corrected estimates from Tweedie and Duval’s
trim and fill method. Leave-one-out sensitivity analyses were
performed to consider how dependent conclusions were to
any individual study. Meta-regression models, which explored
possible sources of heterogeneity, are reported in the manuscript
whenever heterogeneity was significant (p<0.05) or substantial
(I2 >0.25), otherwise in online supplementary material. Charac-
teristics considered were: mean participant age, mean outcome
biomarker levels at baseline, degree of intervention effectiveness
for sedentary behaviour (intervention effect on overall sedentary
time in h/day), intervention duration (≤3 months/3–6 months
/>6 months) and study quality (RoB scores). Unadjusted and
age-adjusted models were reported. This study followed the Preferred Reporting Items for Systematic
Reviews and Meta-Analyses (PRISMA)29 and the Meta-analysis
of Observational Studies in Epidemiology30 reporting guidelines. Review supplementary table S2. Study quality was assessed using the risk
of bias (RoB) V.2.0 tool.31 body anthropometry, indicators of blood pressure and related
haemodynamics, biomarkers relevant to the metabolism of
blood glucose and lipids, and inflammatory biomarkers. Introduction Globally, cardiovascular diseases are the leading
cause of death and a major cause of disability and
lost productivity in adults.1 2 In addition, estimates
from 2017 indicate that 451 million people are Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 1 of 13 Inclusion and exclusion criteria
l
l d h Inclusion criteria, applied hierarchically, were: (1) reported
intervening on sedentary behaviour for ≥7 days; (2) human
study; (3) participants all aged ≥18 years; (4) English language;
(5) full-length publication; (6) reported as an outcome at least
one biomarker of cardiometabolic health, specifically concerning
body anthropometry, glucose metabolism, lipid metabolism,
blood pressure and related haemodynamics or inflammation (see
online supplementary table S2); and, (7) used an intervention
study design (single-group preintervention and postintervention,
parallel-group design or crossover). To meet criterion (1), the
intervention needed to target sedentary behaviour directly or
indirectly with replacement of sedentary activity with an alter-
native (eg, treadmill desks), increasing ‘whole-of-day’ activity
(which includes sedentary) or increasing ‘light intensity’ activity
(which is almost the inverse of sedentary) or similar. Studies that
only mentioned intervening on ‘physical activity’ or exercise
could increase these activities at the expense of either sedentary
behaviour or light activity, and therefore did not meet criterion
(1). Further inclusion criteria for the meta-analyses were: (1) a
no-intervention comparison arm (usual care/conditions; atten-
tion control) and (2) no other intervention that was likely to
provide an appreciable impact on cardiometabolic biomarkers
(eg, diet). Physical activity interventions were permitted, since
reducing sedentary time very likely increases some form of phys-
ical activity as a replacement. Achievement of successful seden-
tary behavioural change was not considered a requirement for
inclusion in the meta-analyses (to avoid potentially overstating
effectiveness). Meta-analyses were conducted for each biomarker
reported in at least five studies. Data extraction recruitment; of these only some conditions were pertinent to
cardiovascular health. Many studies (k=25) used screening to
recruit participants at risk for high sedentary behaviour based on
their job (eg, office or desk-based work) and/or their reported All data were extracted, checked and discrepancies resolved by
the review team (NTH, PCD, REC and EW), using standardised
rules created a priori. The rules used for regarding extraction,
contacting authors for missing or questionable data are in online 2 of 13 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 2 of 13 on October 23, 2024 by g
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Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Review
Figure 1 PRISMA diagram of the literature search results. a Exclusion criteria were applied in the following order: (1) not sitting intervention
≥1 week, (2) not a human study, (3) not English language, (4) not full-length publication, (5) not reporting ≥1 biomarker, (6) not randomised, quasi-
randomised or pre–post trial, (7) not adults ≥18 years. b Two articles were identified for one study (Balducci et al,47 Balducci et al72). c k=32 for
anthropometry measures; k=25 for blood pressure measures; k=22 for glucose measures; k=24 lipid measures; k=4 inflammatory measures. PRISMA,
Preferred Reporting Items for Systematic Reviews and Meta-Analyses. behaviours, while 20 studies screened based on physical activity,
and 11 studies screened on both behaviours. supplementary table S3). Workplace interventions were about
half multicomponent (k=13) and half single component (k=14),
on October 23, 2024 by guest. Protec
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Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Figure 1 PRISMA diagram of the literature search results. a Exclusion criteria were applied in the following order: (1) not sitting intervention
≥1 week, (2) not a human study, (3) not English language, (4) not full-length publication, (5) not reporting ≥1 biomarker, (6) not randomised, quasi-
randomised or pre–post trial, (7) not adults ≥18 years. b Two articles were identified for one study (Balducci et al,47 Balducci et al72). c k=32 for
anthropometry measures; k=25 for blood pressure measures; k=22 for glucose measures; k=24 lipid measures; k=4 inflammatory measures. PRISMA,
Preferred Reporting Items for Systematic Reviews and Meta-Analyses. behaviours, while 20 studies screened based on physical activity,
and 11 studies screened on both behaviours. supplementary table S3). Data extraction Workplace interventions were about
half multicomponent (k=13) and half single component (k=14),
while interventions in the remaining non-workplace settings
were mostly multicomponent (k=21, 72%). Workplace inter-
ventions almost all used environmental modification (k=26),
commonly used counselling/education (k=13), sometimes used
device self-monitoring (k=5), device-based social comparison
(k=3), prompting via devices or SMS (k=6) and structured Interventions Table 1 Continued Review f
Table 1 Summary of the study population, design and intervention
characteristics of adult sedentary behaviour interventions ≥7 days with
biomarker outcomes
Characteristic
Count*
Detail
Population / study characteristics (54 studies)
Sample size
Median n / study
57
Lowest=12, highest=1113
Total n
5217
Female n=3065 (48.4%),
male n=3265 (51.6%)
Location
(continent and
country: ISO
2-digit country
codes)
North America
20
USA 16, CA 4
Europe
19
UK 5, DK 4, SE 3, ES 2, NL 1,
DK & GL 1, FI 1, IT 1, UK &
NL & NO & PT 1
Australia
10
Asia
4
TW 2, CN 1, JP 1
Africa
1
ZA 1
Ethnicity
>50% Caucasian /
‘white’
18
<50% Caucasian /
‘white’
2
Not reported
33
Clinical
population
Clinical condition
11
T2D 4, cancer 2, rheumatoid
arthritis 2, obstructive
sleep apnoea 1, intellectual
disability 1, coronary artery
disease 1
Clinical risk factors only
17
Adiposity 14, chronic disease
risk (+adiposity) 3
Healthy / general
26
Screening
Sedentary job /
behaviour
25
11 also screened for PA, 14
did not
Physical activity (PA)
30
11 also screened for PA, 19
did not
Study design
Randomised controlled
trial
39
8 cluster / 31 individually
randomised
34 parallel group / 3
crossover / 1 other †
Non-randomised
controlled trial
5
1 cluster / 4 individually
allocated
5 parallel group / 0 crossover
Multiarm (no controls)
5
1 cluster randomised / 4
individually randomised
Pre–post (single arm)
5
Primary
outcomes
Includes sedentary
22
Includes biomarker(s)
10
Includes both
1
Includes neither
21
PA 8 / PA and diet 1,
unstated 6, feasibility 5,
fitness 1
Intervention characteristics (56 interventions)
Duration
3 months or less
28
>3 to 6 months
16
>6 months
12
Setting
Workplace
27
Community
18
Other
11
Hospital 5, primary care 4,
domestic 1, education 1
N components
Multicomponent
34
Workplace 13, community /
other 21
Single component
22
Workplace 14, community
/ other 8
Continued on October 23, 2024 by guest. Protected by copyright. http://bjsm.bmj.com/
ed: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from T2D, type 2 diabetes. activity sessions (k=2). By contrast, non-workplace interven-
tions almost always used some form of counselling/education
(k=29), commonly used device self-monitoring (k=18) and
occasionally used environmental modification (k=8), prompting
(k=6), structured activity (k=4) and financial incentives (k=1). Interventions The 54 studies delivered 56 sedentary behaviour interven-
tions, mostly in the workplace (k=27) or community (k=18)
settings, with healthcare (k=9), domestic (k=1) and educational
settings (k=1) being less common (table 1, details in online 3 of 13 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 Characteristic
Count*
Detail
Components‡
Counselling / education
41
Workplace 13, community /
other 28
Environmental
modification
34
Workplace 26, community
/ other 8
Prompting
12
Workplace 6, community /
other 6
Structured 'activity'
5
Workplace 2, community /
other 4
Device self-monitoring
23
Workplace 5, community /
other 18
Device social
comparison
7
Workplace 3, community /
other 4
Financial incentives
2
Workplace 1, community /
other 1
Sedentary
targets /
messaging‡
Domain specific
message
29
Accumulation
21
Quantitative volume
target
14
*Count out of 54 studies or 56 interventions as indicated in the table unless other
statistic is mentioned (eg, median). †Almost a randomised controlled trial (parallel groups) except re-enrolled some
controls into the intervention on completion. ‡Not mutually exclusive (interventions can have multiple components, multiple
messages). T2D, type 2 diabetes. Interventions The extent of education or counselling was also highly variable,
ranging from brief advice to theoretically grounded behavioural
counselling. The interventions varied in how they considered sedentary
behaviour. Diverse behaviours were promoted as replacements
for sedentary behaviour: primarily standing, walking or other
stepping, but also sometimes pedalling, ‘incidental’ exercise
(likely predominantly ‘light’ activities), activities of moderate
or greater intensity and sometimes resistance exercise (online
supplementary table S3). Sedentary behaviour targets seldom
were domain specific, referenced accumulation patterns or set
quantitative guidelines on sedentary time (table 1). Primary
outcomes included sedentary behaviour in 23 studies, biomarkers
in 11, and included neither in 20, instead being unstated (k=6),
focused on feasibility (k=5) or involving physical activity with or
without other outcomes (k=9). Evaluation of biomarker indicators of cardiovascular health
The biomarkers selected for review are shown in table 2. Biomarker outcomes nearly always included indicators of
body anthropometry (k=52 studies), and often included indi-
cators of blood pressure (k=37), lipid metabolism (k=33) and
glucose metabolism (k=31). Four studies reported on C reactive
protein.72 73 75 87 Other inflammatory markers, such as tumour
necrosis factor α or interleukin-6, were not found among the
reported outcomes. guest. Protected by copyright. Of the anthropometric indicators, the most commonly
reported were weight (k=45) or BMI (k=39), followed by waist
circumference (k=37). These were almost always collected 4 of 13 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. Interventions doi:10.1136/bjsports-2019-101154 Review
Table 2 Biomarkers reported as outcomes in 54 studies of adult sedentary behaviour interventions ≥7 days
Outcomes
Studies
Detail
Quality factors
Body anthropometry
52
Body weight*
45
45 wt*, 39 body mass index BMI*
Objective† / self-report: 44/1
Waist circumference*
37
37 circumference*, 2 waist:hip ratio
Objective† / self-report: 36/1
Other body measurements
9
7 hip circumference, 1 neck circumference, 2 sagittal abdominal diameter
Body composition
25
BIA: 12
DXA: 5
BIS: 2
BADP: 3
Skinfold(s): 2
Unreported: 1
Total fat
25
20 percentage of body weight*, 11 mass*
Total fat-free or lean
13
12 percentage of body weight, 1 mass*,
Other
5
fat mass or % (4 truncal, 1 arm, 1 leg, 1 android %, 1 gynoid %); fat-free mass
or % (1 arm, 1 leg); 1 skeletal muscle mass; 1 visceral fat area
Blood pressure (BP) regulation
37
Resting BP *
37
37 systolic*, 36 diastolic*, two mean arterial BP
Objective† / self-report: 36/1
Ambulatory BP
0
–
–
Heart rate
5
3 resting, 2 non-resting
Objective† / self-report: 5/0
Detailed vascular health measures
3
1 flow mediated dilation, 1 carotid intima media thickness, 1 aortic
augmentation index, 1 subendocardial variability, 1 pulse wave velocity
Objective† / self-report: 3/0
Glucose metabolism
31
Fasting glucose*
27
Venous / capillary: 20/7
Fasting insulin*
13
HOMA / HOMA-2
7
6 HOMA-IR, 2 HOMA-%B, 1 HOMA2-%B, 1 HOMA2-%S
Postprandial glucose / insulin
4
4 postprandial glucose, 1 postprandial insulin, 1 insulin AUC, 1 glucose AUC, 1
C-ISI
Venous / capillary: 4/0
Duration: all 2 hours test
C-peptide
0
–
HbA1c*
17
15 HbA1c, 2 'estimated average glucose' reported as HbA1c
Venous / capillary: 15/2
Lipid metabolism
33
Cholesterol levels or ratios
33
29 total*, 28 HDL*, 24 LDL*, 1 VLDL, 1 non-LDL, 5 total/HDL, 2 LDL/HDL
Venous / capillary: 25/8
fasted / insufficient / non-fasted state:
25/1/7
Triglycerides*
32
Other
3
1 cholesterol diameter; 1 lipoprotein lipase; 3 apolipoproteins (APO): 3 APO-A1,
3 APO-B, 2 APO-A1/APO-B
Inflammation
4
C reactive protein (CRP)
4
2 CRP; two high-sensitivity CRP
Venous / capillary: 4/0
fasted / insufficient / non-fasted state:
4/0/0
Other: TNF-α, IL-6
0
–
Data were extracted from the earlier paper related to this study Balducci 2017 when it was not reported in the 2019 paper (body fat percentage; fat-free mass; BMI; fasting
insulin; HOMA). Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 on October 23, 2024 by guest. P
http://bjsm.bmj.com/
Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from on October 23, 2024 by guest. Protected by copyright. http://bjsm.bmj.com/
Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from on October 23, 2024 by guest. Protect
http://bjsm.bmj.com/
4 on 8 April 2020. Downloaded from j
y y
AUC, area under the curve; BADP, body air displacement plethysmography; BIA, multifrequency bioimpedance analysis; BIS, bioelectrical impedance spectroscopy; BMI, body
mass index; C-ISI, composite insulin sensitivity index; DXA, dual X-ray absorptiometry; HDL, high-density lipoprotein; HOMA-2, revised homeostatic model assessment; HOMA,
homeostatic model assessment; IL-6, interleukin 6; LDL, low-density lipoprotein; TNF-α, tumour necrosis factor α; VLDL, very-low-density lipoprotein. reported on flow mediated dilatation, carotid artery intima media
thickness, aortic augmentation index and sub endocardial vari-
ability.53 Resting heart rate was collected in three studies.62 69 73 objectively by staff. Body composition outcomes were collected
mostly using multifrequency bioimpedance analysis (k=12) or
reference-grade standards: dual X-ray absorptiometry (k=5) or
body air displacement plethysmography (k=3). Occasionally,
other methods were used (k=4). Studies typically reported on
body fat (k=25) (most commonly as percentage of body weight),
and occasionally fat-free, lean or muscle mass (k=13). Thus,
fewer studies were able to assess changes to specific tissues (eg,
fat, lean tissue) or anatomical sites (eg, truncal fat, measured in
four studies). 23, 2024 by guest. Protected by copyright. Of the glucose metabolism indicators (table 2), most (k=27)
reported on fasting glucose, with only 13 reporting fasting
insulin, and 7 reporting composite indicators of beta-cell func-
tion or insulin resistance (ie, measures from homeostatic model
assessment, HOMA or HOMA-2). Seventeen studies reported
on overall glucose control (HbA1c expressed in various forms),
while four studies reported effects on postprandial glucose and/
or insulin54 58 71 83 and none reported on c-peptide. While venous
bl
d d
h
f
ll
i
f
i
l
(k Of the glucose metabolism indicators (table 2), most (k=27)
reported on fasting glucose, with only 13 reporting fasting
insulin, and 7 reporting composite indicators of beta-cell func-
tion or insulin resistance (ie, measures from homeostatic model
assessment, HOMA or HOMA-2). Seventeen studies reported
on overall glucose control (HbA1c expressed in various forms),
while four studies reported effects on postprandial glucose and/
or insulin54 58 71 83 and none reported on c-peptide. While venous
blood draws were the norm for collecting fasting values (k=20
studies), lower quality fingerstick capillary measures were occa-
sionally used (k=7). None of the studies reported outcomes
from continuous glucose monitoring. uest. Interventions *Outcome included in the meta-analyses: was reported in >5 of the 33 studies eligible for the effectiveness meta-analyses (had control arm, no additional relevant intervention
provided apart from active behaviours). †Measured objectively by research staff. AUC, area under the curve; BADP, body air displacement plethysmography; BIA, multifrequency bioimpedance analysis; BIS, bioelectrical impedance spectroscopy; BMI, body
mass index; C-ISI, composite insulin sensitivity index; DXA, dual X-ray absorptiometry; HDL, high-density lipoprotein; HOMA-2, revised homeostatic model assessment; HOMA,
homeostatic model assessment; IL-6, interleukin 6; LDL, low-density lipoprotein; TNF-α, tumour necrosis factor α; VLDL, very-low-density lipoprotein. o
http://bjsm.bmj.com/
Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from y
Study inclusion Of the 44 controlled intervention studies, 33 studies (34 inter-
ventions) were eligible for the meta-analyses (11 studies had
provided diet intervention). For the 15 biomarkers that met the
inclusion criteria (table 2), the number of studies providing data
and able to be included ranged from 6 for fat mass to 25 for
body weight and blood pressure, and these studies collectively
represented anywhere between 724 and 2076 participants. y
y
Body weight and body fat percentage showed little evidence
of heterogeneity (I2 <25%; p≥0.05) with slightly more substan-
tial (but non-significant) heterogeneity seen for fat mass and
significant heterogeneity seen for waist circumference and fat-
free mass. The heterogeneity in effects on fat-free mass was
completely attenuated (I2=0.0, p=0.790) by omitting a single
study.45 Omission of this same study partially attenuated hetero-
geneity in effects on waist circumference (I2=19.9%, p=0.217). Further exploration of the heterogeneity via meta-regression
(table 5) did not show any significant predictors of effects on
waist circumference. The largest effects and the smallest residual
heterogeneity were seen for RoB scores (residual I2=22.6%,
p=0.192), with effects stronger by just over 1 cm in studies with
high versus low RoB. Meta-regression results for the outcomes
not displaying substantial or significant heterogeneity are shown
in online supplementary table S8. Review cholesterol (k=24) (table 2). These markers are reported widely
in the context of cardiovascular risk. Studies occasionally
reported VLDL cholesterol,69 non-LDL cholesterol40 or choles-
terol ratios.40 42 43 60 70 Three studies reported on apolipopro-
teins (APOA1, APOB and their ratio38 70 73) and one reported
on the diameter of various types of cholesterol.38 None of the
studies mentioned performing detailed profiling of lipid classes
or subclasses. <15 min/day). Effects ranged from +11.3 to −132 min/day (see
online supplementary table S4). Table 3 shows the pooled effects
on biomarkers for the main analyses and sensitivity analyses. Begg’s tests were all p≥0.05 (online supplementary table S7). on October 23, 2024 by guest. Protected by copyright. http://bjsm.bmj.com/
Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Risk of bias RoB overall is reported in online supplementary table S6. To
simplify reporting, criteria scored for groups of outcomes with
similar concerns underlying their bias risk (eg, missing data,
measurement): anthropometric and blood pressure outcomes,
glucose metabolism outcomes and lipid metabolism outcomes. Overall RoB was high (≥1 criteria was ‘high’ risk) in 10 studies
(30%), unclear (ie, 0 ‘high’ risk and ≥1 ‘unclear’ risk) in 17
(52%) studies and ‘low’ (ie, all ‘low’ risk) in 6 studies (18%). The most common contributor to a ‘high’ RoB rating related
to the randomisation process (k=6, 18%),58 64 68 76 79 87 (ie, use RoB overall is reported in online supplementary table S6. To
simplify reporting, criteria scored for groups of outcomes with
similar concerns underlying their bias risk (eg, missing data,
measurement): anthropometric and blood pressure outcomes,
glucose metabolism outcomes and lipid metabolism outcomes. Overall RoB was high (≥1 criteria was ‘high’ risk) in 10 studies
(30%), unclear (ie, 0 ‘high’ risk and ≥1 ‘unclear’ risk) in 17
(52%) studies and ‘low’ (ie, all ‘low’ risk) in 6 studies (18%). The most common contributor to a ‘high’ RoB rating related
to the randomisation process (k=6, 18%),58 64 68 76 79 87 (ie, use
of non-random methods). Four studies were also rated as ‘high’
RoB due to deviations from intended interventions (data not
analysed according to intention-to-treat principles40 58 74 79) and
missing outcome data.76 79 83 87 An unclear risk level was typi-
cally assigned based on inadequate reporting of randomisation
(k=12), concerns with missing outcome data (k=11) and/or
bias in measurement of the outcome (k=9). Low risk was still
permitted with lack of blinding, given the context (behavioural
intervention) in which allocation is impossible to conceal from
participants and is generally known to staff, and in which
outcomes are collected objectively. of non-random methods). Four studies were also rated as ‘high’
RoB due to deviations from intended interventions (data not
analysed according to intention-to-treat principles40 58 74 79) and
missing outcome data.76 79 83 87 An unclear risk level was typi- cally assigned based on inadequate reporting of randomisation
(k=12), concerns with missing outcome data (k=11) and/or
bias in measurement of the outcome (k=9). Low risk was still
permitted with lack of blinding, given the context (behavioural
intervention) in which allocation is impossible to conceal from
participants and is generally known to staff, and in which
outcomes are collected objectively. Blood pressure
P i
i Prior to intervention, participants had a weighted mean
(±pooled SD) blood pressure of 110.0±10.5 mm Hg systolic and
78.4±7.1 mm Hg diastolic, indicating typically healthy levels,
though with some studies attracting samples with average systolic
blood pressure as high as 140 mm Hg or higher55 70 (table 3 and
online supplementary table S4). Pooled effects showed a small
significant reduction in systolic blood pressure (−1.05 mm Hg,
95% CI -2.08 to 0.02) and a smaller non-significant reduction
in diastolic blood pressure (−0.69 mm Hg, 95% CI −1.69 to
0.32; table 3). Forest plots are shown in online supplemen-
tary figure S7 and online supplementary figure 8. Corrections
for small-study effects had no effect on the results and pooled
effects consistently reflected tendencies towards reduced blood
pressure in the leave-one-out sensitivity analyses. Heterogeneity guest. Protected by copyright. Body weight and body composition Consistent with the studies’ selection criteria, prior to interven-
tion, participants had a weighted mean (±pooled SD) BMI of
25.4±3.2 kg/m2, with study means ranging from 22.1 kg/m2 in
a workplace intervention with no weight screening criteria68 to
35.9 kg/m2 in a treadmill intervention for overweight/obese office
workers.56 Baseline anthropometric values are summarised in
table 4 (detail in online supplementary table S4). Pooled effects
showed that the sedentary behaviour interventions tended to
provide small improvements (net of control) in body anthro-
pometry outcomes (table 3). Significant pooled effects in favour
of intervention were seen regarding body weight (−0.56 kg,
95% CI -0.94 to 0.17), waist circumference (−0.72 cm, 95% CI
-1.21 to 0.22), body fat percentage (−0.26%, 95% CI -0.50% to
0.02%), with a tendency towards reduced fat mass (−0.33 kg,
95% CI −0.74 to 0.08) and no large or significant effect on
fat-free mass (0.00 kg, 95% CI −0.52 to 0.53). Effects on BMI
were in a similar direction to those for body weight, but not
statistically significant (−0.07 kg/m2, 95% CI −0.16 to 0.03). Forest plots for body weight and body composition are shown
in online supplementary figure 1–6. Small-study effects did not
lead to overstated findings, as the original findings were no more
favourable than the trimmed and filled results. Also, no single
study seemed to overly influence the conclusions, as improve-
ments observed were always still present to some degree in the
leave-one-out sensitivity analyses. Study designs y
g
Very few studies (k=5) used a single-group pre–post study
design (table 1)46 51 63 69 78; most used two or more groups
(k=49). Usually the additional group (or groups) facilitated
testing effectiveness against a no-intervention or attention
control comparison arm (k=44, with 39 randomised) or occa-
sionally only allowed for comparison of alternate interventions
(k=5, with five randomised).34 44 50 67 84 Most studies (k=42)
intervened for 6 months or less (shortest=2 weeks) while few
(k=10) intervened for 12 months or longer43 44 46 59 60 63 72 73 76 87 intervened for 6 months or less (shortest=2 weeks) while few
(k=10) intervened for 12 months or longer43 44 46 59 60 63 72 73 76 87 (longest=36 months). Only nine studies referred to evaluation
of maintenance of effects following withdrawal of intervention
or intervention contact. on October 23, 2024 by guest. P
http://bjsm.bmj.com/
Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Protected by copyright. Blood pressure was generally assessed with resting blood pres-
sure (k=37), which was typically reported separately as systolic
(k=37) and/or diastolic blood pressure (k=36) and as mean arte-
rial pressure in two studies57 82 (table 2). Usually, staff measured
blood pressure, with participants reporting values from home
monitors in one study.46 Ambulatory blood pressure was not
reported. Detailed biomarkers of vascular health (eg, endothelial
dysfunction, arterial stiffness) were seldom collected. One study The most commonly reported lipid markers were: triglycerides
(k=32); total cholesterol (k=29); high-density lipoprotein
(HDL) cholesterol (k=28) and, low-density lipoprotein (LDL) Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 5 of 13 5 of 13 Review Effectiveness of sedentary behaviour interventions for biomarker
outcomes Boldface indicates pooled effect is p<0.05. *Omitted Healy et al (2017). †Omitted Ashe et al (2015). ‡Omitted Maylor et al (2018). §Omitted Pesola et al (2017). ¶Heterogeneity no longer p<0.05 in leave-one-out sensitivity analysis. **Omitted Danquah et al (2017). ††Omitted Puig-Ribera et al (2015). ‡‡Omitted Healy et al (2013). §§Omitted Kallings et al (2017). ¶¶Omitted Butler et al (2018). ***Omitted Mantzari et al (2018). †††Omitted Lin et al (2017). ‡‡‡Omitted Taylor et al (2016) (Computer intervention). §§§Omitted Balducci (2019). ¶¶¶Omitted Biddle (2015). ****Omitted Thomsen et al (2017). ††††Omitted Aadahl et al (2014). n/a, not applicable. Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Effectiveness of sedentary behaviour interventions for biomarker
outcomes Downloaded fro Table 3 Pooled intervention effects on biomarkers: controlled trials of 34 adult sedentary behaviour interventions ≥7 days
Outcome
Main findings
Publication-bias
corrected
Leave-one-out sensitivity analysis
k
n
All studies
Most benefit
Least benefit
I2, P value
Pooled effect (95% CI)
P value
Pooled (95% CI)
Pooled effect (95% CI)
Pooled effect (95% CI)
Weight, kg
25
1839
23.6%, p=0.142
−0.56 (−0.94 to −0.17)
0.005
n/a
−0.63 (−1.03 to −0.23)*
−0.47 (−0.75 to −0.18)†
Body mass index, kg/m2
24
1843
0.0%, p=0.804
−0.07 (−0.16 to 0.03)
0.167
−0.08 (−0.17 to 0.02)
−0.10 (−0.20 to 0.01)‡
−0.04 (−0.14 to 0.06)§
Waist circumference, cm
19
2076
45.8%, p=0.016
−0.72 (−1.21 to −0.22)
0.004
−1.00 (−1.51 to −0.49)
−0.95 (−1.38 to −0.51)¶**
−0.61 (−1.20 to −0.01)¶††
Body fat, %
16
1618
5.5%, p=0.390
−0.26 (−0.50 to −0.02)
0.034
−0.37 (−0.65 to −0.10)
−0.37 (−0.61 to −0.12)‡
−0.17 (−0.43 to 0.09)**
Fat mass, kg
6
724
26.6%, p=0.235
−0.33 (−0.74 to 0.08)
0.116
n/a
−0.42 (−0.73 to −0.10)‡‡
−0.23 (−0.63 to 0.16)§§
Fat-free mass, kg
7
1011
72.7%, p=0.001
0.00 (−0.52 to 0.53)
0.992
0.48 (−0.02 to 0.98)
0.12 (−0.40 to 0.65)‡
−0.25 (−0.57 to 0.06)¶**
Blood pressure, mm Hg
Systolic
25
1932
8.6%, p=0.341
−1.05 (−2.08 to −0.02)
0.045
n/a
−1.42 (−2.38 to −0.45)‡
−0.75 (−1.81 to 0.31)¶¶
Diastolic
25
1932
52.6%, p=0.001
−0.69 (−1.69 to 0.32)
0.180
n/a
−0.92 (−1.86 to 0.02)***
−0.36 (−1.28 to 0.56)†††
Glucose, mM
19
1518
45.5%, p=0.017
−0.03 (−0.11 to 0.05)
0.526
−0.04 (−0.13 to 0.05)
−0.05 (−0.11 to 0.02)¶‡‡‡
−0.01 (−0.11 to 0.09)¶¶
Insulin, pM
10
1102
64.0%, p=0.003
−1.42 (−2.82 to -0.02)
0.047
−1.03 (−2.48 to 0.42)
−4.13 (−7.48 to -0.78)§§§
−0.45 (−1.60 to 0.69)¶*
HbA1c, %
9
892
72.9%, p=0.000
−0.10 (−0.22 to 0.03)
0.129
−0.03 (−0.16 to 0.09)
−0.14 (−0.29 to 0.01)¶¶¶
−0.05 (−0.17 to 0.07)§§
Cholesterol, mM
Total
23
1798
54.1%, p=0.001
−0.06 (−0.16 to 0.04)
0.213
−0.10 (−0.20 to −0.00)
−0.08 (−0.18 to 0.02)‡‡‡
−0.03 (−0.11 to 0.05)¶****
High-density lipoprotein
22
1760
22.5%, p=0.168
0.04 (0.02 to 0.07)
<0.001
0.05 (0.02 to 0.07)
0.05 (0.03 to 0.07)§
0.03 (0.01 to 0.06)¶¶
Low-density lipoprotein
20
1660
0.0%, p=0.690
−0.02 (−0.07 to 0.04)
0.562
−0.01 (−0.07 to 0.05)
−0.03 (−0.09 to 0.03)‡‡‡
−0.00 (−0.06 to 0.06)††††
Triglycerides, mM
23
1742
49.0%, p=0.005
−0.02 (−0.09 to 0.04)
0.496
−0.06 (−0.13 to 0.01)
−0.04 (−0.10 to 0.03)‡‡
−0.01 (−0.07 to 0.06)§§
k, n = number of interventions, number of individuals (sum of n analysed in each included study). Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 Effectiveness of sedentary behaviour interventions for biomarker
outcomes Effects on biomarkers were evaluated in the context of interven-
tions that had displayed overall sedentary time improvements
net of control that were mostly moderate (k=12, 30 to <60 min/
day), otherwise strong (k=9, ≥60 min/day) or small (15 to
<30 min/day, k=8) or occasionally almost zero (k=3, –15 to 6 of 13 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. Effectiveness of sedentary behaviour interventions for biomarker
outcomes doi:10.1136/bjsports-2019-101154 6 of 13 Review Review
Table 3 Pooled intervention effects on biomarkers: controlled trials of 34 adult sedentary behaviour interventions ≥7 days
Outcome
Main findings
Publication-bias
corrected
Leave-one-out sensitivity analysis
k
n
All studies
Most benefit
Least benefit
I2, P value
Pooled effect (95% CI)
P value
Pooled (95% CI)
Pooled effect (95% CI)
Pooled effect (95% CI)
Weight, kg
25
1839
23.6%, p=0.142
−0.56 (−0.94 to −0.17)
0.005
n/a
−0.63 (−1.03 to −0.23)*
−0.47 (−0.75 to −0.18)†
Body mass index, kg/m2
24
1843
0.0%, p=0.804
−0.07 (−0.16 to 0.03)
0.167
−0.08 (−0.17 to 0.02)
−0.10 (−0.20 to 0.01)‡
−0.04 (−0.14 to 0.06)§
Waist circumference, cm
19
2076
45.8%, p=0.016
−0.72 (−1.21 to −0.22)
0.004
−1.00 (−1.51 to −0.49)
−0.95 (−1.38 to −0.51)¶**
−0.61 (−1.20 to −0.01)¶††
Body fat, %
16
1618
5.5%, p=0.390
−0.26 (−0.50 to −0.02)
0.034
−0.37 (−0.65 to −0.10)
−0.37 (−0.61 to −0.12)‡
−0.17 (−0.43 to 0.09)**
Fat mass, kg
6
724
26.6%, p=0.235
−0.33 (−0.74 to 0.08)
0.116
n/a
−0.42 (−0.73 to −0.10)‡‡
−0.23 (−0.63 to 0.16)§§
Fat-free mass, kg
7
1011
72.7%, p=0.001
0.00 (−0.52 to 0.53)
0.992
0.48 (−0.02 to 0.98)
0.12 (−0.40 to 0.65)‡
−0.25 (−0.57 to 0.06)¶**
Blood pressure, mm Hg
Systolic
25
1932
8.6%, p=0.341
−1.05 (−2.08 to −0.02)
0.045
n/a
−1.42 (−2.38 to −0.45)‡
−0.75 (−1.81 to 0.31)¶¶
Diastolic
25
1932
52.6%, p=0.001
−0.69 (−1.69 to 0.32)
0.180
n/a
−0.92 (−1.86 to 0.02)***
−0.36 (−1.28 to 0.56)†††
Glucose, mM
19
1518
45.5%, p=0.017
−0.03 (−0.11 to 0.05)
0.526
−0.04 (−0.13 to 0.05)
−0.05 (−0.11 to 0.02)¶‡‡‡
−0.01 (−0.11 to 0.09)¶¶
Insulin, pM
10
1102
64.0%, p=0.003
−1.42 (−2.82 to -0.02)
0.047
−1.03 (−2.48 to 0.42)
−4.13 (−7.48 to -0.78)§§§
−0.45 (−1.60 to 0.69)¶*
HbA1c, %
9
892
72.9%, p=0.000
−0.10 (−0.22 to 0.03)
0.129
−0.03 (−0.16 to 0.09)
−0.14 (−0.29 to 0.01)¶¶¶
−0.05 (−0.17 to 0.07)§§
Cholesterol, mM
Total
23
1798
54.1%, p=0.001
−0.06 (−0.16 to 0.04)
0.213
−0.10 (−0.20 to −0.00)
−0.08 (−0.18 to 0.02)‡‡‡
−0.03 (−0.11 to 0.05)¶****
High-density lipoprotein
22
1760
22.5%, p=0.168
0.04 (0.02 to 0.07)
<0.001
0.05 (0.02 to 0.07)
0.05 (0.03 to 0.07)§
0.03 (0.01 to 0.06)¶¶
Low-density lipoprotein
20
1660
0.0%, p=0.690
−0.02 (−0.07 to 0.04)
0.562
−0.01 (−0.07 to 0.05)
−0.03 (−0.09 to 0.03)‡‡‡
−0.00 (−0.06 to 0.06)††††
Triglycerides, mM
23
1742
49.0%, p=0.005
−0.02 (−0.09 to 0.04)
0.496
−0.06 (−0.13 to 0.01)
−0.04 (−0.10 to 0.03)‡‡
−0.01 (−0.07 to 0.06)§§
k, n = number of interventions, number of individuals (sum of n analysed in each included study). Effectiveness of sedentary behaviour interventions for biomarker
outcomes Boldface indicates pooled effect is p<0.05. *Omitted Healy et al (2017) on October 23, 2024 by guest. Protected by copyright. http://bjsm.bmj.com/
t published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from was minimal for systolic blood pressure (I2=8.6, p=0.341)
but extensive for diastolic blood pressure (I2=52.6, p=0.001),
and not explained by any single study. None of the variables in was minimal for systolic blood pressure (I2=8.6, p=0.341)
but extensive for diastolic blood pressure (I2=52.6, p=0.001),
and not explained by any single study. None of the variables in the meta-regressions (table 5) had significant associations with
diastolic blood pressure or reduced the heterogeneity appre-
ciably (residual I2 >50). 7 f 13
H d
f NT
l B J S
M d 2021 55 144 154 d i 10 1136/bj
2019 101154
Table 4 Average biomarker characteristics prior to intervention in controlled trials of 34 adult sedentary behaviour interventions ≥7 days with
biomarker outcomes
k
n
Weighted
mean±pooled SD
Study means
(min–max)
Study with lowest mean
Study with highest mean
Weight, kg
29
2456
71.3±10.6
62.2–99.6
Alkhajah et al68
MacEwen et al40
Body mass index, kg/m2
34
3186
25.4±3.2
22.1–35.9
Alkhajah et al68
Schuna et al56
Waist circumference, cm
21
2630
83.9±7.7
74.4–111.4
Butler et al74
MacEwen et al40
Body fat, %
18
2050
28.1±5.4
24.5–45.5
Dunning et al75
Kozey Keadle et al58
Fat mass, kg
7
753
25.3±7.7
18.4–32.3
Alkhajah et al68
Kallings et al70
Fat-free mass, kg
8
1252
40.0±6.7
44.1–56.5
Alkhajah et al68
Balducci et al72
Systolic BP, mm Hg
25
2461
110.0±10.5
109–142
Dunning et al75
Maxwell-Smith et al
Diastolic BP, mm Hg
25
2457
68.4±6.5
69–86
Peterman et al83
MacEwen et al40; Maxwell-Smith
et al 40
Glucose, mM
19
1975
4.7±1.0
4.1–7.6
Peterman et al83
Balducci et al72
Insulin, pM
11
1495
51.5±44.1
37.1–133.0
Dunning et al75
Kozey Keadle et al58
HbA1c, %
11
1308
4.4±0.6
4.9–7.4
Kallings et al70
Balducci et al72
Total cholesterol, mM
24
2292
4.3±0.6
4.0–5.5
Peterman et al83
Kallings et al70
HDL cholesterol, mM
22
2232
1.2±0.4
1.1–1.8
Peterman et al83
Pesola et al38
LDL cholesterol, mM
21
2142
2.5±0.8
2.5–3.3
Peterman et al83
Kallings et al70
Triglycerides, mM
23
2202
1.1±0.5
0.9–1.9
Alkhajah et al68
Kozey Keadle et al58
BP, blood pressure; HDL, high-density lipoprotein; k, number of interventions; LDL, low-density lipoprotein; n, number of participants. on October 23, 2024 by guest. Protected by copyright.
http://bjsm.bmj.com/
Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Review Review
Table 5 Associations of study characteristics with intervention effects on cardiometabolic biomarkers (meta-regression)
Unadjusted
Age adjusted
k, n
b (95% CI)
P value
I2, p value
k, n
b (95% CI)
P value
I2, p value
Waist circumference, cm
19, 2076
45.8%, p=0.016
19, 2076
45.8%, p=0.016
Mean baseline age, per 10 y
18, 2050
−0.50 (−1.18 to 0.17)
0.144
51.6%, p=0.007
–
–
–
Mean baseline BMI, kg/m2
19, 2076
−0.04 (−0.25 to 0.16)
0.672
48.6%, p=0.011
18, 2050
−0.01 (−0.24 to 0.22)
0.910
54.5%, p=0.005
Mean baseline level
19, 2076
0.01 (−0.08 to 0.09)
0.856
44.9%, p=0.021
18, 2050
0.07 (−0.03 to 0.18)
0.182
45.9%, p=0.023
Sedentary effectiveness, h/day*
19, 2076
−0.62 (−1.42 to 0.18)
0.127
38.7%, p=0.048
18, 2050
−1.05 (−1.96 to −0.14)
0.023
40.3%, p=0.049
Duration (vs ≤3 months)
19, 2076
0.896
51.8%, p=0.007
18, 2050
0.307
57.7%, p=0.003
3–6 months
0.15 (−1.08 to 1.37)
0.816
0.92 (−0.69 to 2.52)
0.262
>6 months
−0.36 (−2.28 to 1.57)
0.717
−0.25 (−2.28 to 1.78)
0.809
Risk of bias (vs high risk)
19, 2076
0.098
22.6%, p=0.192
18, 2050
0.109
25.4%, p=0.174
Some concerns
−0.70 (−2.50 to 1.09)
0.441
−0.52 (−2.39 to 1.34)
0.582
Low risk
−1.47 (−3.10 to 0.16)
0.077
−1.36 (−3.03 to 0.31)
0.110
Fat-free mass, kg
7, 1011
72.7%, p=0.001
7, 1011
72.7%, p=0.001
Mean baseline age, per 10 years
7, 1011
0.14 (−0.60 to 0.88)
0.714
74.5%, p=0.001
–
–
–
Mean baseline BMI, kg/m2
7, 1011
0.07 (−0.18 to 0.32)
0.575
76.8%, p<0.001
7, 1011
0.07 (−0.24 to 0.38)
0.660
79.6%, p=<0.001
Mean baseline level
7, 1011
0.04 (−0.10 to 0.18)
0.540
75.0%, p=0.001
7, 1011
0.06 (−0.16 to 0.27)
0.618
79.4%, p=<0.001
Sedentary effectiveness, hour/day* 7, 1011
0.23 (−0.98 to 1.44)
0.711
77.1%, p<0.001
7, 1011
0.21 (−1.02 to 1.44)
0.738
79.4%, p=<0.001
Duration (>6 vs ≤3 months)†
7, 1011
0.06 (1.23 to 1.36)
0.922
77.1%, p<0.001
7, 1011
−0.14 (−1.86 to 1.58)
0.875
77.6%, p=0.001
Risk of bias (vs high risk)
7, 1011
0.490
69.9%, p=0.010
7, 1011
0.619
74.5%, p=0.008
Some concerns
0.72 (−0.53 to 1.98)
0.258
1.23 (−0.73 to 3.20)
0.219
Low risk
0.12 (−1.10 to 1.34)
0.847
0.37 (−1.07 to 1.81)
0.615
Glucose, mM
19, 1518
45.5%, p=0.017
19, 1518
45.5%, p=0.017
Mean baseline age, per 10 years
19, 1518
−0.01 (−0.08 to 0.07)
0.891
47.9%, p=0.012
–
–
–
Mean baseline BMI, kg/m2
19, 1518
0.01 (−0.01 to 0.03)
0.391
46.0%, p=0.017
19, 1518
0.01 (−0.01 to 0.04)
0.330
48.8%, p=0.012
Mean baseline level
18, 1497
−0.01 (−0.23 to 0.20)
0.908
45.8%, p=0.021
18, 1497
0.03 (−0.23 to 0.29)
0.819
46.0%, p=0.023
Sedentary effectiveness, h/day*
18, 1497
−0.02 (−0.21 to 0.16)
0.804
45.6%, p=0.021
18, 1497
−0.05 (−0.25 to 0.15)
0.632
46.0%, p=0.023
Duration (vs ≤3 months)
19, 1518
0.611
51.5%, p=0.007
19, 1518
0.732
54.0%, p=0.005
3–6 months
−0.00 (−0.19 to 0.19)
0.980
0.04 (−0.24 to 0.32)
0.769
>6 months
−0.12 (−0.37 to 0.13)
0.345
−0.14 (−0.43 to 0.15)
0.355
Risk of bias (vs high risk)
19, 1518
0.424
48.3%, p=0.014
19, 1518
0.543
49.7%, p=0.013
Some concerns
0.18 (−0.13 to 0.48)
0.256
0.21 (−0.12 to 0.54)
0.212
Low risk
0.12 (−0.09 to 0.33)
0.267
0.17 (−0.09 to 0.42)
0.202
Insulin, pM
10, 1102
64.0%, p=0.003
10, 1102
64.0%, p=0.003
Mean baseline age, per 10 years
10, 1102
0.76 (−2.63 to 4.15)
0.660
68.0%, p=0.002
–
–
–
Mean baseline BMI, kg/m2
10, 1102
0.20 (−1.09 to 1.48)
0.764
67.8%, p=0.002
10, 1102
0.02 (−1.60 to 1.65)
0.980
68.8%, p=0.002
Mean baseline level
10, 1102
0.15 (0.03 to 0.27)
0.018
61.1%, p=0.008
10, 1102
0.21 (0.12 to 0.31)
<0.001
0.0%, p=0.641
Sedentary effectiveness, hour/day* 10, 1102
1.65 (−6.15 to 9.45)
0.678
66.5%, p=0.002
10, 1102
3.51 (−6.34 to 13.35)
0.485
45.4%, p=0.077
Duration (vs ≤3 months)
10, 1102
0.014
50.8%, p=0.047
10, 1102
0.268
57.8%, p=0.027
3–6 months
2.14 (−7.20 to 11.48)
0.654
1.87 (−8.64 to 12.38)
0.728
>6 months
7.87 (−0.21 to 15.95)
0.056
6.84 (−2.33 to 16.01)
0.144
Risk of bias (vs high risk)
10, 1102
<0.001
11.9%, p=0.338
10, 1102
0.211
22.8%, p=0.255
Some concerns
−0.24 (−1.42 to 0.94)
0.692
−3.10 (−11.81 to 5.62)
0.486
Low risk
−4.64 (−6.95 to −2.32)
<0.001
−5.60 (−11.33 to 0.14)
0.056
HbA1c, %
9, 892
72.9%, p=0.000
9, 892
72.9%, p=0.000
Mean baseline age, per 10 years
9, 892
−0.10 (−0.18 to −0.02)
0.011
49.5%, p=0.054
–
–
–
Mean baseline BMI, kg/m2
9, 892
−0.01 (−0.05 to 0.03)
0.599
76.3%, p<0.001
9, 892
−0.03 (0.05 to –0.01)
0.004
0.0%, p=0.454
Mean baseline level
9, 892
−0.15 (−0.34 to 0.04)
0.127
76.3%, p<0.001
9, 892
−0.16 (−0.32 to 0.00)
0.055
49.1%, p=0.067
Sedentary effectiveness, hour/day* 9, 892
0.08 (−0.10 to 0.26)
0.379
69.5%, p=0.002
9, 892
−0.02 (−0.20 to 0.17)
0.862
56.4%, p=0.032
Duration (vs ≤3 months)
9, 892
0.994
78.0%, p<0.001
9, 892
0.002
24.7%, p=0.249
3–6 months
−0.02 (−0.35 to 0.32)
0.919
0.04 (−0.14 to 0.23)
0.641
>6 months
−0.02 (−0.38 to 0.35)
0.932
−0.24 (−0.50 to 0.02)
0.069
Risk of bias (vs high risk)
9, 892
0.090
75.4%, p<0.001
9, 892
0.037
59.4%, p=0.031
Some concerns
0.30 (−0.25 to 0.85)
0.287
0.28 (−0.23 to 0.79)
0.286
Low risk
0.50 (−0.02 to 1.02)
0.058
0.40 (−0.09 to 0.89)
0.113
Diastolic blood pressure, mm
Hg
25, 1932
52.6%, p=0.001
25, 1932
52.6%, p=0.001
Mean baseline age, per 10 years
25, 1932
−0.38 (–1.30 to 0.54)
0.421
54.4%, p<0.001
–
–
–
Mean baseline BMI, kg/m2
24, 1903
−0.01 (−0.32 to 0.30)
0.946
53.2%, p=0.001
24, 1903
0.03 (–0.31 to 0.36)
0.885
55.2%, p =<0.001
Continued
on October 23, 2024 by guest. Effectiveness of sedentary behaviour interventions for biomarker
outcomes Table 4 Average biomarker characteristics prior to intervention in controlled trials of 34 adult sedentary behaviour interventions ≥7 days with
biomarker outcomes teristics prior to intervention in controlled trials of 34 adult sedentary behaviour interventions ≥7 days with 7 of 13 on October 23, 2024 by guest. Protected by copyright.
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Unadjusted
Age adjusted
k, n
b (95% CI)
P value
I2, p value
k, n
b (95% CI)
P value
I2, p value
Mean baseline level
24, 1911
−0.16 (−0.44 to 0.12)
0.250
52.0%, p=0.002
24, 1911
−0.11 (−0.42 to 0.20)
0.492
52.5%, p=0.002
Sedentary effectiveness, hour/day* 23, 1882
−1.07 (−2.83 to 0.69)
0.232
52.9%, p=0.002
23, 1882
−1.69 (−3.40 to 0.02)
0.053
43.2%, p=0.019
Duration (vs ≤3 months)
25, 1932
0.655
56.2%, p<0.001
25, 1932
0.712
57.9%, p =<0.001
3–6 months
0.22 (−2.50 to 2.94)
0.874
0.40 (−2.64 to 3.43)
0.798
>6 months
−1.20 (−3.97 to 1.57)
0.397
−1.14 (−4.19 to 1.92)
0.465
Risk of bias (vs high risk)
25, 1932
0.699
55.1%, p<0.001
25, 1932
0.629
57.1%, p =<0.001
Some concerns
1.20 −2.05 to 4.45)
0.468
1.82 (1.90 to 5.53)
0.338
Low risk
1.03 (−1.58 to 3.64)
0.439
1.35 (1.56 to 4.25)
0.363
Total cholesterol, mM
23, 1798
54.1%, p=0.001
23, 1798
54.1%, p=0.001
Mean baseline age, per 10 years
23, 1798
−0.14 (−0.22 to -0.07)
<0.001
17.1%, p=0.233
–
–
–
Mean baseline BMI, kg/m2
23, 1798
0.01 (−0.02 to 0.04)
0.664
54.6%, p=0.001
23, 1798
0.01 (−0.01 to 0.03)
0.398
17.4%, p=0.233
Mean baseline level
23, 1798
−0.24 (−0.50 to 0.02)
0.066
45.7%, p=0.011
23, 1798
−0.05 (−0.30 to 0.21)
0.713
20.6%, p=0.195
Sedentary effectiveness, hour/day* 23, 1798
0.08 (−0.04 to 0.20)
0.206
40.3%, p=0.027
23, 1798
0.01 (−0.10 to 0.12)
0.812
19.5%, p=0.208
Duration (vs ≤3 months)
23, 1798
0.573
54.6%, p=0.001
23, 1798
0.003
20.4%, p=0.202
3–6 months
0.07 (−0.17 to 0.31)
0.577
0.06 (−0.12 to 0.24)
0.493
>6 months
0.13 (−0.12 to 0.39)
0.306
0.11 (−0.08 to 0.30)
0.259
Risk of bias (vs high risk)
23, 1798
0.044
47.2%, p=0.009
23, 1798
<0.001
13.7%, p=0.284
Some concerns
−0.34 (−0.65 to –0.04)
0.028
−0.21 (−0.48 to 0.06)
0.134
Low risk
−0.11 (−0.39 to 0.16)
0.419
−0.05 (−0.29 to 0.19)
0.689
Triglycerides, mM
23, 1742
49.0%, p=0.005
23, 1742
49.0%, p=0.005
Mean baseline age, per 10 y
23, 1742
−0.05 (−0.11 to 0.02)
0.149
51.3%, p=0.003
–
–
–
Mean baseline BMI, kg/m2
23, 1742
0.00 (−0.02 to 0.02)
0.962
50.3%, p=0.004
23, 1742
0.01 (−0.02 to 0.03)
0.667
52.4%, p=0.003
Mean baseline level
22, 1721
−0.20 (−0.63 to 0.22)
0.350
45.1%, p=0.014
22, 1721
−0.13 (−0.53 to 0.26)
0.508
31.7%, p=0.087
Sedentary effectiveness, h/day*
22, 1721
−0.06 (−0.17 to 0.05)
0.279
45.9%, p=0.012
22, 1721
−0.13 (−0.21 to –0.05)
0.001
0.0%, p=0.507
Duration (vs ≤3 months)
23, 1742
0.645
53.4%, p=0.002
23, 1742
0.447
55.7%, p=0.001
3–6 months
−0.07 (−0.24 to 0.10)
0.402
−0.05 (−0.24 to 0.14)
0.639
>6 months
−0.06 (−0.25 to 0.13)
0.516
−0.07 (−0.28 to 0.13)
0.481
Risk of bias (vs high risk)
23, 1742
0.396
53.6%, p=0.002
23, 1742
0.485
55.7%, p=0.001
Some concerns
−0.13 (−0.33 to 0.07)
0.218
−0.07 (−0.34 to 0.19)
0.587
Low risk
−0.10 (−0.28 to 0.07)
0.245
−0.06 (−0.28 to 0.16)
0.573
Table presents unstandardised regression coefficient (b) and 95% CI and p value from meta-regression of controlled trials of adult sedentary behaviour interventions ≥7 days. on October 23, 2024 by guest. Pro
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154 on 8 April 2020. Downloaded from on October 23, 2024 by guest. Protected by copyright. bjsm.bmj.com/ Glucose metabolism Insulin outcomes were significantly beneficially associated with
lower baseline levels, shorter intervention duration and higher
RoB, with limited residual heterogeneity after accounting for
RoB (I2=11.9, p=0.338); however, only the association with
baseline level remained significant accounting for age (residual
I2=0.0, p=0.641). Higher participant age significantly predicted
enhanced HbA1c outcomes, and led to lower heterogeneity
(residual I2=49.5, p=0.054) while in age-adjusted models,
effects were significantly beneficially associated with higher
BMI, longer intervention duration and lower RoB, and a border-
line association with higher baseline levels. The model with age
and BMI had no residual heterogeneity (I2=0.0, p=0.454). Prior to intervention, fasting glucose averaged 4.7±1.0 mM,
indicating levels consistent with healthy metabolism or predi-
abetes rather than diabetes. However, the studies covered a
diverse spectrum from 4.1 mM in a study of healthy adults83 to
7.6 mM in a study of type 2 diabetes patients aged 40–80 years.72
Baseline insulin and HbA1c levels averaged 51.5±44.1 pM and
4.4%±0.6% were also quite variable across studies (table 3
and online supplementary table S5). Pooled effects pointed to
small benefits to glucose metabolism, which were statistically
significant only for fasting insulin (−1.42 pM, 95% CI -2.82
to 0.02) and small non-significant tendencies towards lower
fasting glucose (−0.03 mM, 95% CI −0.11 to 0.05) and HbA1c
(−0.10%, 95% CI −0.22% to 0.03%). Forest plots are shown in
online supplementary figure 9–11. Small-study effects may have
overstated effects on insulin and HbA1c. ober 23, 2024 by guest. Protected by copyright. y
yp
p
g
y
Baseline insulin and HbA1c levels averaged 51.5±44.1 pM and
4.4%±0.6% were also quite variable across studies (table 3
and online supplementary table S5). Pooled effects pointed to
small benefits to glucose metabolism, which were statistically
significant only for fasting insulin (−1.42 pM, 95% CI -2.82
to 0.02) and small non-significant tendencies towards lower
fasting glucose (−0.03 mM, 95% CI −0.11 to 0.05) and HbA1c
(−0.10%, 95% CI −0.22% to 0.03%). Forest plots are shown in
online supplementary figure 9–11. Small-study effects may have
overstated effects on insulin and HbA1c. guest. Protected by copyright. Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 on October 23, 2024 by guest. Protected by copyright.
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Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Italics indicates
overall p value (omnibus test). k=total number of interventions included and n=total number of individuals analysed in the included interventions, in the meta-regressions or main meta-analysis (boldface). Residual heterogeneity (I2 and p from Cochrane’s Q test) with overall heterogeneity in the main meta-analysis shown in boldface. *Estimated effectiveness of intervention on overall sedentary time (net of control). †No studies in the 3–6 months duration category. BMI, body mass index. Table 5 Continued
http://bjsm. Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from Lipid metabolism Sometimes a single study devi-
ating from the general pattern appeared to be the issue, while
other key factors (different for each outcome) tended to be due
to participant age and BMI, study duration and RoB. There
were very few studies with each characteristic; consequently,
the CIs around effects were quite wide, and findings should
not be taken to indicate non-significant predictors in the meta-
regressions were unimportant. The low number of studies
was also the reason stratified analyses were not performed to
inform the effectiveness of specific types of interventions, for
specific populations (eg, men, women, older adults and those
with clinical conditions such as type 2 diabetes). Some potential
success factors not able to be explored were ethnicity (poorly
reported), sex, behaviour settings and dose response. Prior
findings have sometimes suggested the biological responses to
sedentary time may vary depending on the setting or context
in which it occurs,88 89 by ethnicity,90–92 by sex18 91 93 94 and by
the activity replacing sedentary time.95–98 There was limited heterogeneity in outcomes concerning
HDL and LDL cholesterol (I2 <25, p≥0.05) and more
substantial and significant heterogeneity in total cholesterol
(I2=54.1, p=0.001) and triglycerides (I2=49.0, p=0.005). Removing one study36 markedly lowered the total cholesterol
heterogeneity (I2=21.1, p=0.183) while the same was not
the case for triglycerides. Meta-regressions (table 5) showed
significantly greater reductions in total cholesterol were seen
with higher age, and higher RoB, with limited residual hetero-
geneity left after accounting for age (I2=17.1, p=0.233) while
in age-adjusted models, significant predictors of greater reduc-
tions were shorter study duration and higher RoB. It appears
multiple factors may have contributed to the heterogeneity
in triglyceride outcomes. None of the variables significantly
predicted effects on triglycerides and residual heterogeneity
remained high in all models (residual I2=45.1–53.6). In age-
adjusted models, less effectiveness in improving sedentary
behaviour outcomes significantly predicted greater reductions
in triglycerides (−0.13 mM, 95% CI -0.21 to 0.05), with very
limited heterogeneity left when considering both these factors
simultaneously (I2=0.0, p=0.507), which also involved
excluding one study74 due to missing data. The systematic review showed some key considerations
for interpreting the effectiveness findings. The sedentary
behaviour interventions performed were highly varied in
terms of their setting, use of behavioural change components,
and the degree of emphasis on sedentary behaviour; thus, the
heterogeneous outcomes were not highly surprising. Discussion
S
l
i Several reviews have reported on sedentary behaviour inter-
ventions in relation to sedentary behaviour outcomes23 26 27 and
found them to be effective, to varying degrees. These reviews
indicated success seemed to vary depending on factors including
the focus on sedentary behaviour (alone vs in combination with
other lifestyle behaviours) and the type of intervention (with
multicomponent workplace interventions being particularly
successful). The current systematic review with meta-analyses
considered these interventions in the context of their effect on
biomarkers of cardiometabolic health, finding a small body of
evidence. In total, 54 studies were identified, with 33 eligible
for the meta-analyses, and with 6–25 controlled interventions
ultimately included in meta-analyses concerning body anthro-
pometry, blood pressure and haemodynamics, glucose metabo-
lism and lipid metabolism. To overcome the limitations of the current evidence base
the next logical step would be individual patient data meta-
analysis, with interventions collecting ‘dose’ data regarding
sedentary behaviour and the activities that may replace it
in the most harmonisable way possible, even if this is only
possible in a subsample of participants. Ideally, the measure-
ment should allow both calculation of some total dose (eg, in
MET hours), as well as partial out time spent sedentary and in
various alternative behaviours, delineated by intensity, posture
and accumulation method (eg, sedentary/sitting, standing,
light movement, moderate movement, vigorous movement
and bouted vs non-bouted forms of the relevant behaviours). Such an approach may help to determine the populations for
which each intervention may be effective, as well as ascertain
which specific behaviours (if any) may achieve the greatest
biomarker improvements. Broadly, the meta-analyses provided some support for small
improvements in selected indicators of body anthropometry,
blood pressure, glucose metabolism and lipid metabolism with
intervention, with none of the outcomes tending to worsen
with intervention. Specifically, significant improvements were
seen in body weight, waist circumference, percentage body
fat, systolic blood pressure, insulin and HDL cholesterol. For
some outcomes, findings varied widely from study to study,
while for others they were quite consistent, with heterogeneity
ranging widely (I2=0.0–72.9). It may be the case that some
types of interventions are effective (and others ineffective),
and/or the interventions may be effective in some populations
but not others. The sensitivity analyses and meta-regressions guest. Protected by copyright. Other key features identified within the current evidence base
are the type, reporting (or lack thereof) and specificity/sensi-
tivity of biomarker outcomes collected. Lipid metabolism Prior to intervention, baseline levels averaged 4.3±0.6 mM
total cholesterol, 1.2±0.4 mM HDL, 2.5±0.8 mM LDL and
1.1±0.5 mM triglycerides, with comparatively limited varia-
tion across studies relative to other biomarkers (table 4, online
supplementary table S5). Small significant improvements in
response to sedentary behaviour interventions were seen in
HDL cholesterol (0.04 mM, 95% CI 0.02 to 0.07) alongside Glucose, insulin and HbA1c all showed substantial hetero-
geneity (I2=45.5 for glucose to I2=72.9 for insulin; p<0.05),
which remained present in all the leave-one-out sensitivity anal-
yses, except for glucose, where removing a single workplace
study49 that had failed to elicit changes in sedentary behaviour
markedly attenuated the heterogeneity (I2=28.4, p=0.126). Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 9 of 13 9 of 13 Review Review on October 23, 2024
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Br J Sports Med: first published as 10.1136/bjsports-2019-101154 on 8 April 2020. Downloaded from a small, non-significant improvement in total cholesterol
(−0.06 mM, 95% CI −0.16 to 0.04) and very small, non-
significant effects on LDL cholesterol (−0.02 mM, 95% CI
−0.07 to 0.04), and triglycerides (−0.02 mM, 95% CI −0.09
to 0.04). Forest plots for cholesterol and triglycerides are
shown in online supplementary figure S12 and online supple-
mentary figure 13–15. Small-study effects if anything limited
the effects seen for lipid metabolism, with trimmed-and-filled
estimates all either larger or virtually unchanged, and with a
significant effect on total cholesterol emerging (−0.10 mM,
95% CI -0.20 to 0.00). a small, non-significant improvement in total cholesterol
(−0.06 mM, 95% CI −0.16 to 0.04) and very small, non-
significant effects on LDL cholesterol (−0.02 mM, 95% CI
−0.07 to 0.04), and triglycerides (−0.02 mM, 95% CI −0.09
to 0.04). Forest plots for cholesterol and triglycerides are
shown in online supplementary figure S12 and online supple-
mentary figure 13–15. Small-study effects if anything limited
the effects seen for lipid metabolism, with trimmed-and-filled
estimates all either larger or virtually unchanged, and with a
significant effect on total cholesterol emerging (−0.10 mM,
95% CI -0.20 to 0.00). provided some insight into potential factors underlying some
of the heterogeneous results. Lipid metabolism Also,
some caution should be exerted in extrapolating findings to
groups with limited or no representation in the evidence base. Evidence has mostly been collected from studies of Caucasian
or ‘white’ populations (variously defined) of working age,
often with overweight/obese BMI or waist circumference, with
very limited representation of those with clinical conditions
pertinent to cardiovascular health, such as type 2 diabetes. The
short duration of most interventions may have influenced the
degree of effectiveness observed in the meta-analyses; there
was a paucity of studies intervening ≥12 months and including
maintenance evaluations from which to consider sustainability
or determine what may happen in the longer term. Previously,
it has been reported that biomarker results have been more
promising at 12 months compared with 3 months, despite
sitting reduction being greatest at 3 months.43 Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 10 of 13 Conclusions This systematic review with meta-analyses synthesised the body
of work concerning the effectiveness of sedentary behaviour
interventions on biomarkers of cardiometabolic risk, specifi-
cally: body anthropometry; blood pressure and related haemody-
namics; glucose metabolism; lipid metabolism and inflammation. Consistent with evidence from prior observational research and
acute laboratory-based experiments (<7 days) linking seden-
tary behaviour with cardiometabolic health,8 11 12 the evidence
from ≥7 days interventions in free-living conditions showed
small improvements in some cardiometabolic biomarkers. These
biomarker improvements definitively occurred in response to
interventions targeting sedentary behaviour (alone or alongside
physical activity), but how they occurred in response to seden-
tary reductions and increases in various forms of physical activity
remains unclear. Our review indicated that studies in clinical
populations, ethnicities other than Caucasian or ‘white’ in
predominantly Western countries, and evaluation of biomarkers
of inflammation and postprandial metabolism are key areas for
future research. There were some caveats regarding the overall quality of the
evidence. Trimmed-and-filled results mostly suggested publica-
tion bias did not affect findings, but the insulin finding may be
overstated and some of the lipid findings understated. Inferences
were sometimes made from a very small number of studies (espe-
cially regarding biomarkers of glucose and lipid metabolism),
which is especially concerning with the findings varying so much
between studies. The paucity of ‘low’ RoB studies is a limitation,
though importantly most studies had an ‘unclear’ rather than a
‘high’ RoB and the meta-regressions did not usually show high
RoB equated to the most promising results (if anything, findings
showed the opposite). Correction notice This article has been corrected since it published Online First.
The data and formatting in the tables have been updated. Correction notice This article has been corrected since it published Online First. The data and formatting in the tables have been updated. ►
►Observational and experimental research (mostly acute
laboratory-based work) links both high volumes and
prolonged periods of sedentary behaviour (sitting) with
adverse health outcomes. Twitter Paddy C Dempsey @PC_Dempsey Twitter Paddy C Dempsey @PC_Dempsey Contributors All authors reviewed the systematic review strategy. LR executed
the searches. PCD, NTH, REC, MSG and EW conducted the review and screened
the initial results using standardised rules created a priori. PCD, NTH, REC and EW
appraised the studies and extracted data from the primary studies and EW analysed
the penultimate results. PCD, NTH and EW drafted the manuscript and all authors
contributed to the critical revision of the manuscript and approved the final revised
version. PCD is the guarantor. ►
►However, less is known about the nature and extent of health
effects with sedentary behaviour interventions over longer
periods and under free-living conditions. Funding PCD is supported by a National Health and Medical Research Council
(NHMRC) of Australia Fellowship (#1142685) and the UK Medical Research
Council [MC_UU_12015/3]. NO, DD and GH are supported by NHMRC of Australia
Fellowships (#1003960, #1078360 & #1086029). Funding PCD is supported by a National Health and Medical Research Council
(NHMRC) of Australia Fellowship (#1142685) and the UK Medical Research
Council [MC_UU_12015/3]. NO, DD and GH are supported by NHMRC of Australia
Fellowships (#1003960, #1078360 & #1086029). What is already known 8School of Sport Science, Exercise and Health, The University of Western Australia,
Perth, WA, Australia 9School of Physiotherapy and Exercise Science, Curtin University, Perth, WA, Australia
10MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge, UK 9School of Physiotherapy and Exercise Science, Curtin University, Perth, WA, Australia
10MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge, UK ►
►Recent reviews have demonstrated sedentary-reduction
interventions are effective at modifying behaviour (reducing
sitting). Correction notice This article has been corrected since it published Online First. The data and formatting in the tables have been updated. Author affiliations
1C
f
U b
T i
1Centre for Urban Transitions, Swinburne University of Technology, Melbourne, VIC,
Australia
2 1Centre for Urban Transitions, Swinburne University of Technology, Melbourne, VIC,
Australia
2 on October 23, 2024 by guest. Prot
http://bjsm.bmj.com/
154 on 8 April 2020. Downloaded from 2Baker Heart and Diabetes Institute, Melbourne, VIC, Australia 2Baker Heart and Diabetes Institute, Melbourne, VIC, Australia
3 3School of Public Health, The University of Queensland, Brisbane, QLD, Australia
4The Alfred Hospital, Melbourne, VIC, Australia p
5Central Clinical School/Department of Epidemiology and Preventive Medicine,
Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne,
VIC, Australia
6 6Institute of Physical Activity and Nutrition Research, School of Exercise and Nutrition
Sciences, Deakin University, Melbourne, VIC, Australia y
7Mary MacKillop Institute of Health Research, Australian Catholic University,
Melbourne, VIC, Australia
8 Discussion
S
l
i For example, most of
the biomarkers collected (eg, blood glucose, insulin, triglycerides
and blood pressure) are subject to homeostatic regulation but
were only measured in fasted or resting states. It is important
to also evaluate how some sensitive biomarkers (without these
limitations) that have fairly consistently responded beneficially Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 10 of 13 Review in acute laboratory interventions lasting <7 days9 11 12 99 respond
over longer intervention timeframes. Specifically, postprandial
glucose, insulin, triglycerides and ambulatory blood pressure
should be measured. Other understudied outcomes that are
potentially useful to measure are: detailed markers of vascular
haemodynamics and structure (eg, cardiovascular and cere-
brovascular blood flow, flow-mediated dilatation and arterial
stiffness)99 100; C-peptide; continuous glucose monitoring;
postprandial lipids; lipid subclasses101 102; site-specific tissue
samples (eg, muscle, adipose tissue) and additional interme-
diate biomarkers (such as those related to systemic metabolic/
oxidative stress and inflammation).9 100 These outcomes could be
collected in all participants or in subsamples, as they represent
opportunities to detect changes that might otherwise be missed,
and improve our understanding of shared risk factors and poten-
tial mechanistic pathways. Hadgraft NT, et al. Br J Sports Med 2021;55:144–154. doi:10.1136/bjsports-2019-101154 What are the new findings ►
►This review evaluated the evidence regarding the impact
that interventions to reduce sedentary behaviour, alone or
in combination with physical activity increases, may have
on important indicators of cardiometabolic risk, when
intervening for ≥7 days under free-living conditions. Competing interests None declared. Competing interests None declared. Competing interests None declared. Patient consent for publication Not required. Patient consent for publication Not required. Provenance and peer review Not commissioned; externally peer reviewed. Open access This is an open access article distributed in accordance with the
Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits
others to copy, redistribute, remix, transform and build upon this work for any
purpose, provided the original work is properly cited, a link to the licence is given,
and indication of whether changes were made. See: https://creativecommons.org/
licenses/by/4.0/. g
y
g
►
►Available evidence for different outcomes ranged from 6
to 25 controlled trials. On average, these interventions led
to modest improvements in selected indicators of body
anthropometry, glucose and lipid metabolism, and blood
pressure regulation, with no adverse effects observed. p
g
►
►Potential improvements for future research were noted: more
high-quality studies and interventions > 12 months; more
population diversity (based on ethnicity, age, and clinical
factors); more sensitive biological indicators; and, more
studies evaluating vascular function and inflammation. p
g
►
►Potential improvements for future research were noted: more
high-quality studies and interventions > 12 months; more
population diversity (based on ethnicity, age, and clinical
factors); more sensitive biological indicators; and, more
studies evaluating vascular function and inflammation. ORCID iD
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Nine dietary habits and risk of colorectal cancer: a Mendelian randomization study
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BMC medical genomics
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†Mengyang He and Luyao Huan shared first authors. *Correspondence:
Yingyi Fan
fan38898901@126.com
Jinchang Huang
zryhhuang@163.com
1Graduate School, Beijing University of Chinese Medicine, Beijing, China
2Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing,
Chinafi 3Beijing University of Chinese Medicine Third Affiliated Hospital, No. 51
Anwai Xiaoguan Street, Chaoyang District, Beijing 100029, China © The Author(s) 2024. 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
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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. Nine dietary habits and risk of colorectal
cancer: a Mendelian randomization study Mengyang He1†, Luyao Huan2†, Xuan Wang1, Yingyi Fan3* and Jinchang Huang3* BMC Medical Genomics BMC Medical Genomics He et al. BMC Medical Genomics (2024) 17:21
https://doi.org/10.1186/s12920-023-01782-7 Open Access Abstract Background Epidemiological studies have provided evidence that there is an association between diet and
colorectal cancer. However, the causal relationship between dietary habits and colorectal cancer remains unknown. Methods The UK Biobank provided summary-level genome-wide association study data for nine dietary habits,
including alcohol consumption (n = 549,703), instant coffee consumption (n = 250,308), fruit consumption
(n = 210,947), meat consumption (n = 210,947), full cream milk consumption (n = 41,306), sweets consumption
(n = 25,521), tea consumption (n = 501,494), vegetable consumption (n = 210,947), and yogurt/ice cream consumption
(n = 210,947). Additionally, data on colorectal cancer were collected, consisting of 5,567 cases and 372,016 controls. The MR analysis employed inverse variance weighted, weighted median, MR-Egger regression, and MR multivariate
residuals tests. Results In the predominantly European population, a positive association was observed between vegetables
(OR = 1.014, 95% CI = 1.000-1.029, p = 0.048) and an increased risk of colorectal cancer. The results for vegetable did
not survive correction for multiple comparisons. However, no strong evidence was found for other dietary factors,
such as alcohol (OR = 1.012, 95% CI = 0.974–1.051, p = 0.556), fruit (OR = 1.007, 95% CI = 0.986–1.029, p = 0.512), meat
(OR = 1.000, 95% CI = 0.987–1.026, p = 0.968), full cream milk (OR = 1.019, 95% CI = 0.979–1.061, p = 0.357), sweets
(OR = 0.998, 95% CI = 0.991–1.004, p = 0.524), and tea (OR = 1.002, 95% CI = 0.994–1.009, p = 0.672), with regards to
colorectal cancer risk in the European population. Conclusions Our study highlights the need for a more nuanced approach to dietary recommendations for CRC
prevention, with greater emphasis adherence to the Mediterranean dietary pattern. Keywords Causality, Dietary, Mendelian randomization, Colorectal cancer †Mengyang He and Luyao Huan shared first authors. Methods Colorectal cancer (CRC) is a prevalent malignant tumor
globally, ranking third in frequency and second in mor
tality after lung cancer. In 2020, more than 1.9 million
new cases and 935,000 deaths were reported [1], and if
the current trend persists, the burden of CRC will surge
by 60% to over 2.2 million cases and 1.1 million deaths
annually by 2030 [2]. Although lifestyle factors and meta
bolic conditions like smoking, physical inactivity, seden
tary behavior, and diabetes mellitus have been linked to
an increased incidence and mortality of CRC, the exact
cause of the disease remains unclear [3–8]. Consequently,
CRC is a multifactorial condition involving many poten
tial etiological factors, emphasizing the need for identify
ing risk factors to aid in its prevention. Genetic variants associated with 9 dietary habits This MR study is reported according to the reporting
guidelines for enhancing observational epidemiological
studies using MR (STROBE-MR). The data for this study
were obtained from UK Biobank (https://www.nealelab. is/uk-biobank) and are publicly available without access
restrictions. To increase the number of single nucleo
tide polymorphisms (SNPs) related to dietary habits, a
more relaxed threshold (p < 5 × 10− 6) was used, and the
chain imbalance was set to LD (r2 < 0.001) to ensure study
robustness. An F-statistic for SNPs greater than the con
ventional value of 10 was used to assess the potential of
the tool to predict instrumental variable [20].h The exposure instrumental variable was assessed using
nine genome-wide association studies (GWAS) based
on UK Biobank data, which examined the association
between SNPs and vegetable consumption (n = 210,947),
vegetables (female), vegetables (male) consumption, fruit
consumption (n = 210,947), beef intake consumption
(n = 69,687), tea consumption (n = 501,494), meat con
sumption (n = 210,947), sweets consumption (n = 25,521),
decaffeinated coffee consumption (n = 88,784), ground
coffee consumption (n = 115,952), instant coffee con
sumption (n = 250,308), other type of coffee consump
tion (n = 8,754), full cream milk consumption (n = 41,603),
skimmed milk consumption (n = 119,480), semi-skimmed
milk consumption (n = 382,990), soya milk consumption
(n = 22,717), other type of milk consumption (n = 9,933)
and yogurt/ice cream consumption (n = 210,947). Over the past few decades, numerous epidemiological
studies have established a correlation between specific
dietary patterns and the risk of colorectal cancer (CRC). Page 2 of 11 He et al. BMC Medical Genomics (2024) 17:21 Page 2 of 11 He et al. BMC Medical Genomics (2024) 17:21 He et al. BMC Medical Genomics Methods According to the Global Burden of Disease study (GBD)
2019, dietary factors are considered to be one of the most
critical factors impacting the prognosis of CRC. Dietary
compounds have the potential to influence CRC in vari
ous ways [9, 10]. For example, a meta-analysis of 13 pro
spective cohort studies conducted by Zhong et al. [11]
in 2020 revealed that compliance with a Mediterranean
diet was associated with a 10% reduction in CRC inci
dence. Similarly, Bradbury et al. (2019) [12] found that
individuals who consumed an average of 76 g of red and
processed meats daily had a 20% higher risk of CRC than
those who consumed only 21 g daily. While some studies
have reported positive results for a vegetarian diet in pre
venting and treating CRC [13, 14], others have produced
conflicting results [15–17]. Therefore, it remains unclear
whether there are any causal associations between
dietary habits and CRC risk. To provide a more detailed analysis of the types of alco
hol consumption, we included ten phenotypes related to
alcohol consumption, including alcohol (female), alcohol
(male), alcohol intake frequency (n = 501,494), alcohol
drinker status (current) (n = 549,703), alcohol drinker sta
tus (previous) (n = 21,317), alcohol drinker status (never)
(n = 25,396), red wine consumption (n = 60,887), rose
wine consumption (n = 11,404), white wine consumption
(n = 48,877), and fortified wine consumption (n = 7,585). Using a touch-screen tablet, the participants filled in the
prepared relevant questionnaire, from which the instru
mental variables were obtained. This resource may be
accessed at: https://biobank.ndph.ox.ac.uk/showcase/
ukb/docs/TouchscreenQuestionsMainFinal.pdf. Mendelian randomization (MR) is a genetically
informed methodology that utilizes single-nucleotide
polymorphisms (SNPs) as instrumental variables (IVs)
for risk factors of interest. This approach provides a valid
way to assess causality free from confounding or reverse
causality bias [18]. Unlike randomized controlled trials
(RCTs) [19], MR allows investigation of many exposures
that cannot be studied using RCTs. However, to date, no
MR studies have explored the potential causal relation
ships between dietary habits and colorectal cancer (CRC)
risk.h Statistical analyses
f
b After obtaining GWAS summary data for different
dietary habits and CRC from UK Biobank, we employed
various MR methods to determine MR estimates for the
different dietary habits in CRC, including inverse vari
ance weighted (IVW), weighted median, and MR-Egger. Since these methods have different underlying assump
tions regarding horizontal pleiotropy, using multiple
methods helped increase the robustness of our results. Our main result was based on an inverse variance-
weighted meta-analysis of Wald ratios for individual
SNPs, assuming that the instrument could only influence
the results through exposure of interest and not through
any alternative pathway [23]. g
g
We found no potential causal association between
vegetables (female) (OR = 1.003, 95% CI = 0.981–1.026,
p = 0.788), vegetables (male) (OR = 1.006, 95% CI = 0.995–
1.017, p = 0.320), fruit (OR = 1.007, 95% CI = 0.986–1.029,
p = 0.512), red beef intake (OR = 1.002, 95% CI = 0.992–
1.013, p = 0.692), tea (OR = 1.002, 95% CI = 0.994–1.009,
p = 0.672), meat (OR = 1.000, 95% CI = 0.987–1.013,
p = 0.968), sweets (OR = 0.998, 95% CI = 0.991–1.004,
p = 0.524) (Fig. 2A) on CRC risk. And there was no het
erogeneity in the causal relationship between these expo
sure dietary factors and CRC risk (Table 1). The results
of MR regression analysis, funnel plots and leave-one-
out sensitivity analysis can be found in Supplementary
Figs. 1–7. To complement our IVW estimates, we also used MR-
Egger and weighted median methods. While these meth
ods are less efficient and have wider confidence intervals,
they can provide more robust estimates across a wider
range of scenarios. Sensitivity analysis played a crucial
role in our MR study, allowing us to detect potential
pleiotropy. We used a heterogeneity marker (Cochran
Q-derived p < 0.05) from the IVW method to indi
cate potential horizontal pleiotropy, while the intercept
obtained from MR-Egger regression indicated directional
pleiotropy (p < 0.05 was considered evidence of direc
tional pleiotropy) [24]. We also used the Bonferroni mul
tiple correction method. Statistical analyses
f
b We also found no potential causal effect on CRC risk
for alcohol drinker status (current) (OR = 1.012, 95%
CI = 0.974–1.051, p = 0.556), alcohol drinker status
(never) (OR = 1.01., 95% CI = 0.957–1.067, p = 0.715), alco
hol drinker status (previous) (OR = 1.001, 95% CI = 0.935–
1.072, p = 0.971), alcohol (female) (OR = 1.004, 95%
CI = 0.998–1.011, p = 0.184), alcohol (male) (OR = 1.001,
95% CI = 0.993–1.008, p = 0.870), alcohol intake frequency
(OR = 0.999, 95% CI = 0.997–1.001, p = 0.154), white wine
(OR = 1.001, 95% CI = 0.997–1.005, p = 0.708), fortified
wine (OR = 0.997, 95% CI = 0.981–1.014, p = 0.764), and
red wine (OR = 1.000, 95% CI = 0.997–1.002, p = 0.893)
(Fig. 2B). And there was no heterogeneity in the causal
relationship between these exposure dietary factors and
CRC risk (Table 1). The results of MR regression analysis,
funnel plots, and leave-one-out sensitivity analysis can be
found in Supplementary Figs. 8–16.i To assess whether MR estimates were driven or biased
by individual SNPs, we performed leave-one-out analy
sis. All analyses were performed using Two-Sample MR
in R (version 4.2.2) The study frame chart is presented in
Fig. 1. GWAS summary data for CRC UK Biobank Cohort Study’s GWAS yielded overall can
cer risk data for 5,567 cases and 372,016 controls [21]. Briefly, cancer cases were categorized according to
ICD-9 (http://www.icd9data.com/2007/Volume1/default. htm) and ICD-10 (https://icd.who.int/browse10/2016/
en), with data completed through September 2019, and
controls were defined as individuals without any cancer
code (ICD10 or ICD2) and without a self-reported cancer The aim of this study is to examine the potential causal
associations between nine dietary habits (vegetable
consumers, alcohol consumption, instant coffee con
sumption, tea consumption, milk consumption, yoghurt
consumption, meat consumption, fruit consumption, and
sweets consumption) and CRC risk using MR analyses. He et al. BMC Medical Genomics (2024) 17:21 Page 3 of 11 He et al. BMC Medical Genomics for multiple comparisons (The corrected p-value was
0.0028). diagnosis. More information on estimation and quality
control measures can be found in other topics [22]. We
retrieved the data from the IEU OPEN GWAS PROJ
ECT and extracted the single nucleotide polymorphisms
(SNPs) associated with various dietary habits, along with
their effect sizes and standard errors. Any SNPs with
intermediate allele frequency were removed from the
analysis. Detailed information on the SNPs associated
with each dietary habit and their association with CRC
can be found in Supplementary Table 1. The p-value of Cochran Q test for MR-Egger was
6.13E-01 and for IVW was 6.39E-01. That is, there was no
heterogeneity in the causal association between vegeta
bles and CRC. Figure 3A shows the MR regression slope
and individual causal estimates for each of the 12 SNPs. In addition, there was no evidence of significant intercep
tion (intercept = 1.95E-04, SE = 2.41E-04, P = 4.38E-01),
indicating that no directional pleiotropy was observed. In
addition, the funnel plot was symmetrical, suggesting no
pleiotropy (Fig. 3B). In the leave-one-out sensitivity anal
ysis, no single SNP strongly violated the overall effect of
vegetables on CRC (Fig. 3C). Resultsf Causal effect from 9 dietary habits to CRCf Our findings suggest no potential causal link between
coffee (Fig. 2C) and milk (Fig. 2D) and CRC. And there
was no heterogeneity and pleiotropy in the causal rela
tionship between these exposure factors and CRC
(Table 1). The results of MR regression analysis, funnel
plots and leave-one-out sensitivity analysis can be found
in Supplementary Figs. 17–25. Causal effect from 9 dietary habits to CRCf Using an IVW random effects model with 12 SNPs asso
ciated with vegetable consumers, we found a poten
tially causal effect of vegetable consumers on CRC risk
that was significant (OR = 1.014, 95% CI = 1.000-1.029,
p = 0.048) (Fig. 2A). Meanwhile, similar risk estimates
were obtained using the weighted median (WM) method
(OR = 1.019, 95% CI = 1.000-1.038, p = 0.045) (Table 1). The results for vegetable did not survive correction Due to the large directional pleiotropy (P < 0.05) for the
two instrumental variables of rose wine yogurt/ice cream, Page 4 of 11 He et al. BMC Medical Genomics (2024) 17:21 He et al. Causal effect from 9 dietary habits to CRCf BMC Medical Genomics Table 1 Mendelian randomization estimates of the associations between dietary habits and colorectal cancer
Exposure
Outcome
nSNP
IVW-derived
P value
OR (95%CI)
MR-Egger-
derived
P value
OR (95%CI)
WM-
derived P
value
OR (95%CI)
Egger in
tercept-
derived
P value
Vegetables
Colorectal cancer
12
0.048
1.014 (1.000-1.029)
0.819
1.004 (0.974-1.034)
0.045
1.019 (1.000-1.038)
0.438
Vegetables (Female)
Colorectal cancer
6
0.788
1.003 (0.981-1.026)
0.702
1.013 (0.953-1.076)
0.644
1.005 (0.984-1.027)
0.75
Vegetables (Male)
Colorectal cancer
9
0.32
1.006 (0.995-1.017)
0.978
1.001 (0.962-1.041)
0.916
0.999 (0.986-1.013)
0.804
Fruit
Colorectal cancer
8
0.512
1.007(0.986-1.029)
0.95
1.002 (0.932-1.078)
0.327
1.019 (0.984-1.055)
0.896
Beef intake
Colorectal cancer
5
0.692
1.002 (0.992-1.013)
0.731
1.004 (0.985-1.022)
0.821
1.002 (0.988-1.015)
0.865
Tea
Colorectal cancer
23
0.672
1.002 (0.994-1.009)
0.418
1.008 (0.990-1.026)
0.963
1.000 (0.991-1.010)
0.482
Meat
Colorectal cancer
9
0.968
1.000 (0.987-1.013)
0.683
0.993 (0.961-1.026)
0.982
1.000 (0.984-1.017)
0.645
Sweets
Colorectal cancer
18
0.524
0.998 (0.991-1.004)
0.891
1.001 (0.989-1.013)
0.59
0.998 (0.990-1.006)
0.547
Alcohol
Alcohol drinker status (current)
Colorectal cancer
27
0.556
1.012 (0.974-1.051)
0.427
0.961 (0.873-1.058)
0.726
1.009 (0.960-1.061)
0.268
Alcohol drinker status (Never)
Colorectal cancer
23
0.715
1.010 (0.957-1.067)
0.543
0.965 (0.862-1.080)
0.73
0.987 (0.915-1.065)
0.374
Alcohol drinker status (Previous)
Colorectal cancer
20
0.971
1.001 (0.935-1.072)
0.058
0.877 (0.773-0.996)
0.806
1.011 (0.929-1.100)
0.312
Alcohol (Female)
Colorectal cancer
12
0.184
1.004 (0.998-1.011)
0.824
1.002 (0.984-1.020)
0.257
1.004 (0.997-1.011)
0.798
Alcohol (Male)
Colorectal cancer
9
0.87
1.001 (0.993-1.008)
0.912
1.001 (0.983-1.020)
0.085
1.006 (0.999-1.012)
0.958
Alcohol intake frequency
Colorectal cancer
184
0.154
0.999 (0.997-1.001)
0.178
0.997 (0.992-1.001)
0.12
0.997 (0.993-1.001)
0.404
White wine
Colorectal cancer
20
0.708
1.001 (0.997-1.005)
0.38
1.004 (0.996-1.012)
0.617
1.001 (0.996-1.006)
0.422
Fortified wine
Colorectal cancer
16
0.764
0.997 (0.981-1.014)
0.949
0.999 (0.971-1.028)
0.747
0.996 (0.975-1.018)
0.894
Red wine
Colorectal cancer
14
0.893
1.000 (0.997-1.002)
0.803
1.000 (0.997-1.003)
0.897
1.000 (0.997-1.003)
0.804
Coffee
Decaffeinated coffee
Colorectal cancer
14
0.104
1.025 (0.995-1.005)
0.671
0.985 (0.921-1.054)
0.109
1.033 (0.993-1.075)
0.227
Ground coffee
Colorectal cancer
91
0.266
0.994 (0.983-1.005)
0.677
1.009 (0.969-1.050)
0.35
0.993 (0.978-1.0008)
0.456
Instant coffee
Colorectal cancer
33
0.435
0.994 (0.978-1.010)
0.666
1.012 (0.960-1.067)
0.338
0.990 (0.970-1.010)
0.484
Other type of coffee
Colorectal cancer
5
0.997
1.000 (0.869-1.150)
0.25
1.212 (0.930-1.579)
0.838
1.019 (0.850-1.220)
0.192
Milk
Full cream milk
Colorectal cancer
22
0.357
1.019 (0.979-1.061)
0.086
1.117 (0.991-1.259)
0.809
1.007 (0.950-1.067)
0.127
Skimmed milk
Colorectal cancer
29
0.608
0.994 (0.970-1.018)
0.674
0.982 (0.903-1.068)
0.679
0.994 (0.964-1.024)
0.775
Semi-skimmed milk
Colorectal cancer
12
0.662
0.994 (0.965-1.023)
0.995
1.000 (0.922-1.083)
0.974
1.001 (0.9639-1.03)
0.876
Soya milk
Colorectal cancer
23
0.597
0.983 (0.923-1.047)
0.886
0.987 (0.832-1.172)
0.329
0.960 (0.886-1.042)
0.956
Other type of milk
Colorectal cancer
12
0.126
0.893 (0.773-1.032)
0.459
0.894 (0.671-1.190)
0.414
0.925 (0.768-1.115)
0.998
Rose wine
Colorectal cancer
23
–
–
–
–
–
–
0.013
Yogurt/Ice-cream
Colorectal cancer
14
–
–
–
–
–
–
0.031
Abbreviation: SNP, single-nucleotide polymorphism; IVW, inverse variance weighted; WM, weighted median. Causal effect from 9 dietary habits to CRCf Due to the large directional pleiotropy (P<0.05) for the instrumental variables of yogurt/ice cream and rose wine,
we considered further analysis of the causal association with CRC to be of little significance Page 5 of 11 He et al. BMC Medical Genomics (2024) 17:21 He et al. BMC Medical Genomics Page 5 of 11
He et al. BMC Medical Genomics (2024) 17:21
we deemed it of little significance to further analyze the
causal association with CRC. Causal effects of different dietary habits on potential CRC
risk factors
Our study aimed to investigate whether the association
between 9 genetically determined dietary habits and CRC
is influenced by pleiotropic pathways related to CRC. To
achieve this, we employed the IVW approach to analyze
the association between these dietary habits and vari
ous CRC risk factors, including family history of diges
tive organ malignancies, history of tobacco, diabetes, and
inflammatory bowel disease. Our analysis revealed no
Fig. 1 Study flame chart of the Mendelian randomization study revealing the causal relationship between dietary habits and colorectal cancer Fig. 1 Study flame chart of the Mendelian randomization study revealing the causal relationship between dietary habits and colorectal cancer Fig. 1 Study flame chart of the Mendelian randomization study revealing the causal relationship between dietary habits and colorectal cancer the Mendelian randomization study revealing the causal relationship between dietary habits and colorectal cancer Fig. 1 Study flame chart of the Mendelian randomization study revealing the causal relationship between dietary habit we deemed it of little significance to further analyze the
causal association with CRC. we deemed it of little significance to further analyze the
causal association with CRC. is influenced by pleiotropic pathways related to CRC. To
achieve this, we employed the IVW approach to analyze
the association between these dietary habits and vari
ous CRC risk factors, including family history of diges
tive organ malignancies, history of tobacco, diabetes, and
inflammatory bowel disease. Our analysis revealed no Causal effects of different dietary habits on potential CRC
risk factors Our study aimed to investigate whether the association
between 9 genetically determined dietary habits and CRC He et al. BMC Medical Genomics (2024) 17:21 He et al. BMC Medical Genomics Page 6 of 11 Fig. 2 (A) Odds ratio plot for dietary habits and colorectal cancer. (B) Odds ratio plot for dietary habits of alcohol and colorectal cancer. (C) Odds ratio plot
for dietary habits of coffee and colorectal cancer. (D) Odds ratio plot for dietary habits of milk and colorectal cancer Fig. 2 (A) Odds ratio plot for dietary habits and colorectal cancer. (B) Odds ratio plot for dietary habits of alcohol and colorectal cancer. (C) Odds ratio plot
for dietary habits of coffee and colorectal cancer. (D) Odds ratio plot for dietary habits of milk and colorectal cancer causal effect of the nine dietary habits on these potential
risk factors for CRC, as presented in Table 2. A long-term cohort study by Gilsing et al. showed
that vegetarians did not have a significantly lower risk
of colorectal cancer compared to 6–7 days/week meat
consumers [14]. Interestingly, our findings also suggest a
positive causal link between vegetables and CRC. There
fore, we disagree that eliminating animal protein sources
from the diet is beneficial to human health [15]. It is rec
ommended following the Mediterranean dietary pattern
for CRC prevention, which involves a high intake of olive
oil and plant foods (fruits, vegetables, legumes, nuts, and
whole grains), moderate consumption of fish, poultry,
dairy products, and alcohol, and a low intake of red meat,
processed foods, and confectionery [27, 28]. Discussion We employed a multi-sample MR approach to compre
hensively evaluate the potential causal effect of various
dietary habits on the incidence of CRC. According to our
findings, no conclusive evidence supports a causal rela
tionship between the genetic prediction of certain food
habits, such as tea and coffee, and CRC risk. We did
observe a causal effect of the genetic prediction of veg
etables on CRC risk. However, the results for vegetable
did not survive correction for multiple comparisons.i The causal relationship between dietary habits, particu
larly alcohol consumption, and CRC has attracted grow
ing attention. A MR analysis conducted on a Japanese
population suggests a potential causal link between alco
hol consumption and CRC risk in Asians [29]. Another
MR analysis examining alcohol consumption and CRC
risk found that genetically predicted alcohol use and con
sumption is a risk factor for CRC, while genetically pre
dicted coffee consumption is protective [30].However,
these studies on alcohol consumption were conducted
on Asian populations. Interestingly, epidemiological evi
dence suggests that increased alcohol consumption is not It is widely accepted that dietary fiber have chemother
apeutic potential for treating cancer through direct action
in the gastrointestinal tract, such as by reducing trans
port time and contact of carcinogens with the colonic
mucosa, increasing carcinogen binding, and production
of short-chain fatty acids [25]. However, previous cohort
studies and meta-analyses have shown no significant
association between vegetable consumers and reduced
risk of CRC [14, 15]. Interestingly, the large cohort study
of the European Prospective Investigation into Cancer
and Nutrition (EPIC-Oxford) showed a higher incidence
of CRC in vegetarians than in meat-eaters [26]. He et al. BMC Medical Genomics (2024) 17:21 Page 7 of 11 He et al. BMC Medical Genomics Fig. 3 (A). Scatter plot of SNPs associated with vegetable and their risk of colorectal cancer. (B). Funnel plot of SNPs associated with vegetable and their
risk of colorectal cancer. (C). Leave one-out of SNPs associated with vegetable and their risk of colorectal cancer Fig. 3 (A). Scatter plot of SNPs associated with vegetable and their risk of colorectal cancer. (B). Funnel plot of SNPs associated with vegetable and their
risk of colorectal cancer. (C). Leave one-out of SNPs associated with vegetable and their risk of colorectal cancer Fig. 3 (A). Scatter plot of SNPs associated with vegetable and their risk of colorectal cancer. (B). Discussion BMC Medical Genomics Table 2 Mendelian randomization estimates of the associations from dietary habits on common risk factors of colorectal cancer
Outcome
Causal effect (95% CI); p value
Alcohol
Coffee
Fruit
Meat
Milk
Sweets
Tea
Vegetables
Yogurt-ice
DM
1.32 (0.80-2.20); 0.278
1.05 (0.86-1.28); 0.649
2.44 (0.53-11.34); 0.255
0.95 (0.59-1.51); 0.819
1.19 (0.52-2.72); 0.673 0.79 (0.50-1.26);
0.330
1.14 (0.83-
1.57); 0.406
0.91 (0.11-
7.62); 0.931
0.98 (0.41-
2.38); 0.972
Family
history
1.00 (0.99-1.00); 0.608
1.00 (0.99-1.01); 0.897
1.02 (0.99-1.06); 0.060
1.00 (0.99-1.01); 0.483
1.00 (0.99-1.01); 0.806 1.01 (0.99-1.01);
0.196
1.00 (0.99-
1.01); 0.823
0.99 (0.98-
1.01); 0.902
0.99 (0.98-
1.00); 0.140
IBD
1.22 (0.82-1.82); 0.331
1.06 (0.90-1.24); 0.491
0.69 (0.16-3.03); 0.626
1.33 (0.90-1.97); 0.150
0.77 (0.36-1.63); 0.487 1.12 (0.79-1.60);
0.524
1.02 (0.60-
1.74); 0.929
1.13 (0.40-
3.23); 0.816
1.09 (0.54-
2.18); 0.820
Tobacco
0.99 (0.20-4.99); 0.993
1.67 (0.80-3.48); 0.170
0.01 (0.02-3.36); 0.110
0.50 (0.09-2.68); 0.414
0.93 (0.03-33.61); 0.969 0.98 (0.13-7.14);
0.982
2.67 (0.63-
11.28); 0.182
0.17 (0.01-
9.68); 0.397
0.18 (0.01-
136.28); 0.286 Table 2 Mendelian randomization estimates of the associations from dietary habits on common risk factors of colorectal cancer
Outcome
Causal effect (95% CI); p value
Alcohol
Coffee
Fruit
Meat
Milk
Sweets
Tea
Vegetables
Yogurt-ice
DM
1.32 (0.80-2.20); 0.278
1.05 (0.86-1.28); 0.649
2.44 (0.53-11.34); 0.255
0.95 (0.59-1.51); 0.819
1.19 (0.52-2.72); 0.673 0.79 (0.50-1.26);
0.330
1.14 (0.83-
1.57); 0.406
0.91 (0.11-
7.62); 0.931
0.98 (0.41-
2.38); 0.972
Family
history
1.00 (0.99-1.00); 0.608
1.00 (0.99-1.01); 0.897
1.02 (0.99-1.06); 0.060
1.00 (0.99-1.01); 0.483
1.00 (0.99-1.01); 0.806 1.01 (0.99-1.01);
0.196
1.00 (0.99-
1.01); 0.823
0.99 (0.98-
1.01); 0.902
0.99 (0.98-
1.00); 0.140
IBD
1.22 (0.82-1.82); 0.331
1.06 (0.90-1.24); 0.491
0.69 (0.16-3.03); 0.626
1.33 (0.90-1.97); 0.150
0.77 (0.36-1.63); 0.487 1.12 (0.79-1.60);
0.524
1.02 (0.60-
1.74); 0.929
1.13 (0.40-
3.23); 0.816
1.09 (0.54-
2.18); 0.820
Tobacco
0.99 (0.20-4.99); 0.993
1.67 (0.80-3.48); 0.170
0.01 (0.02-3.36); 0.110
0.50 (0.09-2.68); 0.414
0.93 (0.03-33.61); 0.969 0.98 (0.13-7.14);
0.982
2.67 (0.63-
11.28); 0.182
0.17 (0.01-
9.68); 0.397
0.18 (0.01-
136.28); 0.286l no evidence supported an association between alcohol
consumption and overall or site-specific cancer risk [33]. Nevertheless, further larger MR studies are required to
confirm the genetically predicted association between
high-dose, frequent alcohol consumption and CRC. While high consumption of fruits has been suggested
to reduce the risk of colon cancer, our study does not
support this claim. Discussion Funnel plot of SNPs associated with vegetable and their
risk of colorectal cancer. (C). Leave one-out of SNPs associated with vegetable and their risk of colorectal cancer Fig. 3 (A). Scatter plot of SNPs associated with vegetable and their risk of colorectal cancer. (B). Funnel plot of SNPs associa
risk of colorectal cancer. (C). Leave one-out of SNPs associated with vegetable and their risk of colorectal cancer oxidative metabolite acetaldehyde, which is a known
human carcinogen [34]. However, there may be other
mechanisms through which alcohol consumption can
reduce cancer risk, such as increased insulin sensitivity
through increased lipocalin levels [35]. In particular, red
wine contains flavonoids and polyphenolic compounds. Furthermore, it has been demonstrated that these com
pounds have chemotherapeutic potential for treating
cancer and inflammation [36, 37]. Moderate alcohol con
sumption has been empirically shown to reduce inflam
matory markers and C-peptides [38–40], and a basic
study on alcohol rat models found that moderate alcohol
consumption does not increase biological risk factors
for CRC development and may even provide beneficial
effects by reducing inflammation and decreasing DNA
damage [41]. Interestingly, a large meta-analysis showed
a protective association for light/moderate alcohol con
sumption at proximal colon, distal colon, and rectal can
cer sites [42]. However, the results of the current MR
study are consistent with previous MR studies in which significantly associated with CRC risk in the UK Dietary
Cohort Consortium [31]. A cohort study by Song-Yi Park
et al. [32] indicates that not all alcohol is associated with
CRC and that the relationship between alcohol and CRC
varies by race/ethnicity. Another MR study [33] involving
participants from the UK Biobank and the International
Genetic Alliance found no evidence to support a causal
association between alcohol consumption and site-spe
cific cancers (lung, breast, ovarian, and prostate).h i
Thus, we believe that the causal association between
alcohol consumption and other dietary habits and the
risk of CRC in European populations requires further
investigation. To address this issue, we conducted a
MR estimation using patterns of consumption of dif
ferent genders and 10 alcohol subtypes in predominant
European populations. The results revealed no causal
association between alcohol consumption and CRC in
predominant European populations. In general, alcohol consumption is believed to poten
tially increase cancer risk through the production of its Page 8 of 11 Page 8 of 11 He et al. BMC Medical Genomics (2024) 17:21 He et al. Data availability All data used in the current study are publicly available GWAS summary data
(https://gwas.mrcieu.ac.uk/) and (https://www.nealelab.is/uk-biobank). Supplementary Information
Th
li
i
i
l pp
y
The online version contains supplementary material available at https://doi. org/10.1186/s12920-023-01782-7. Supplementary Material 1 (STables): Harmonized SNP data related with
dietary habits and colorectal cancer Supplementary Material 1 (STables): Harmonized SNP data related with
dietary habits and colorectal cancer The use of MR in our study allowed us to minimize the
effects of confounding bias and reverse causation. The
random assignment of SNPs at conception adds strength
to our findings, making them more compelling than
those of observational studies. Our results emphasize the
importance of establishing causal relationships between
dietary habits and CRC in order to inform public health
policies for early prevention and timely intervention. Supplementary Material 2 (SFigures): The results of MR regression
analysis, funnel plots, and leave-one-out sensitivity analysis for other
dietary habits Supplementary Material 2 (SFigures): The results of MR regression
analysis, funnel plots, and leave-one-out sensitivity analysis for other
dietary habits Author contributions Conceived and designed the experiments: JC.H. and MY.H.Performed the
experiments: LY.H, MY.H and X.W.Analyzed the data: LY.H and MY.H.Prepared
figures: LY.H, MY.H, YY.F and X.W.Prepared tables: MY.H and X.W.Wrote the
paper: LY.H and MY.H.All authors reviewed the manuscript. CRC arises through three major pathways, including
the adenoma-carcinoma sequence, the serrated path
way, and the inflammatory pathway. It is an etiologically
heterogeneous disease based on the anatomical location
of the tumor or the overall molecular subtype alteration
[64]. Genetic factors have an etiologic role in predispos
ing individuals to CRC. However, the majority of CRC is
disseminated and is primarily attributable to a range of
modifiable environmental risk factors (e.g., obesity, phys
ical inactivity, and smoking). This confounding may have
contributed to the negative causal association between
dietary factors and CRC based on the patients with CRC
included in our study. Discussion Given the marginal association between vegetable con
sumption and CRC, gender-specific subgroup analyses Page 9 of 11 He et al. BMC Medical Genomics (2024) 17:21 (2024) 17:21 He et al. BMC Medical Genomics were conducted. However, the gender subgroup analy
sis did not support this conclusion. Based on this, we
believe that future validation will require additional
quantitative data. Existing studies provide evidence of
a dose-response relationship between different dietary
habits and CRC. For example, the meta-analysis by Wu
et al. [61]showed a non-linear dose-response relation
ship between only citrus intake and CRC risk, with the
risk being minimized when intake reached 120 g/d
(OR = 0.85) and no significant dose-response relationship
was observed with continued increases in intake. Chen et
al. [62]showed that the linear curve of red and processed
meat and colorectal cancer approached its plateau at high
intakes of up to about 100 g/day. Ken Horisaki et al. [63]
found that the higher the coffee consumption, the higher
the value of the relative risk of CRC, although there was
no statistically significant. results. Thirdly, the source population of our data is pre
dominantly European, and further research is needed to
determine the generalizability of our findings to other
populations. Fourthly, MR analysis has its own limita
tions, such as statistical power. In MR studies, statistical
power is determined by the frequency of genetic vari
ables used, the magnitude of the effect of the variables on
risk factors, and the study sample size. Funding This research did not receive any specific grant from funding agencies in the
public, commercial, or not-for-profit sectors. Consent for publication
Not applicable. However, our study has several limitations. First, the
genetic information in this study’s data was insufficient
to determine whether CRC is a germline or somatic
mutation. The confounding effect of the two mutations
may compromise the results. Second, our study data
lacked specific data on the high and low doses and fre
quency of dietary habits, which may have affected the Discussion This conclusion aligns with a 10-year
follow-up cohort study conducted in the European pop
ulation, which also found that fruit consumption alone
did not provide protection against CRC [43]. Similarly, a
cohort study of Asian populations found that fruit intake
was not associated with CRC morbidity and mortality in
either sex [44, 45]. A recent MR analysis study demonstrated that pro
cessed meat intake increases the risk of CRC, whereas
no causal association was found between red and white
meat intake and CRC [46]. In contrast, our study did not
establish any causal association between meat consump
tion and CRC, including red meat. The ratio of red meat
to white meat in the meat instrumental variable in this
study could not be determined. Therefore, this conclu
sion needs to be further confirmed in the future. i
Tea is one of the most commonly consumed beverages
worldwide, and drinking tea has been hypothesized to
reduce the risk of CRC. Antioxidants, such as polyphe
nols, in tea protect colon epithelial cells from oxidative
DNA damage caused by free radicals [47, 48]. However,
we are skeptical about the conclusion. most cohort stud
ies and Meta-analyses do not support the conclusion that
tea consumption reduces CRC risk [49–54]. Second, our
MR analysis similarly found no evidence for a negative
causal association between tea consumption (both black
and green tea) and CRC. Our explanation for this finding
is that, first, tea has been reported to have mutagenic and
genotoxic compounds, such as tannins and caffeine [55,
56], which may increase the risk of colon cancer. Second,
the brewing method and type of tea may also affect the
amount of tea polyphenols [57], which cannot be fully
captured using tea addition alone. Our analysis also indicates no causal link between cof
fee and CRC. Complex compounds in coffee with oppos
ing effects may account for the observed results. Coffee
consumption may increase colonic peristalsis, reducing
the exposure of colonic epithelial cells to potential carcin
ogens [47]. It may also reduce the synthesis and secretion
of bile acids, which are potential colon carcinogens [58]. In contrast, caffeine in high concentrations has genotoxic
and mutagenic properties, which may increase the risk of
colon cancer [47]. In addition, caffeine has been shown to
decrease insulin sensitivity, which may increase the risk
of CRC [59, 60]. Conclusionsi Our findings suggest that there is no causal associa
tion between genetically predicted alcohol, meat, milk,
sweets, tea and fruit consumption and CRC. However,
we did observe a positive causal association between veg
etable and CRC. The identification of causal relationships
between dietary habits and CRC is crucial for designing
effective preventive strategies. Our study highlights the
need for a more nuanced approach to dietary recommen
dations for CRC prevention, with greater emphasis on
adherence to the Mediterranean dietary pattern. i
Based on the current relevant literature, the relation
ship between different dietary habits and CRC is likelier
to exhibit a non-linear relationship, which may only exist
at a certain dose interval. The lack of consideration of the
dose-response relationship in the MR analysis may be
one of the reasons of our negative results. In the mean
time, this conclusion needs to be further verified with
MR analysis, in the future, with the existence of data on
relevant dose SNPs. Declarations Ethics approval and consent to participate
Not applicable. Consent for publication
Not applicable. Competing interests
The authors declare no competing interests. Received: 19 April 2023 / Accepted: 16 December 2023 Ethics approval and consent to participate
Not applicable. Consent for publication
Not applicable. Competing interests
The authors declare no competing interests. Received: 19 April 2023 / Accepted: 16 December 2023 Ethics approval and consent to participate
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tion on gene expression related to colonic inflammation and antioxidant
enzymes in rats. Alcohol Jun. 2017;61:25–31. https://doi.org/10.1016/j. alcohol.2017.02.179. 20. Feng R, Lu M, Xu J, et al. Pulmonary Embolism and 529 human blood
metabolites: genetic correlation and two-sample Mendelian randomiza
tion study. BMC Genom Data Aug. 2022;29(1):69. https://doi.org/10.1186/
s12863-022-01082-6. Page 11 of 11 Page 11 of 11 He et al. BMC Medical Genomics (2024) 17:21 He et al. BMC Medical Genomics He et al. BMC Medical Genomics (2024) 17:21 (2024) 17:21 54. Li X, Yu C, Guo Y, et al. Association between tea consumption and risk of can
cer: a prospective cohort study of 0.5 million Chinese adults. Eur J Epidemiol
Aug. 2019;34(8):753–63. https://doi.org/10.1007/s10654-019-00530-5. 42. McNabb S, Harrison TA, Albanes D, et al. Meta-analysis of 16 studies of the
association of alcohol with Colorectal cancer. Int J Cancer Feb. 2020;1(3):861–
73. https://doi.org/10.1002/ijc.32377. 43. Leenders M, Siersema PD, Overvad K, et al. Subtypes of fruit and vegetables,
variety in consumption and risk of colon and rectal cancer in the European
prospective investigation into Cancer and Nutrition. Int J Cancer Dec. 2015;1(11):2705–14. https://doi.org/10.1002/ijc.29640. 55. Ariza RR, Dorado G, Barbancho M, Pueyo C. Study of the causes of
direct-acting mutagenicity in coffee and tea using the Ara test in Sal
monella typhimurium. Mutat Res Sep. 1988;201(1):89–96. https://doi. org/10.1016/0027-5107(88)90114-5. 56. Savolainen H. Tannin content of tea and coffee. J Appl Toxicology: JAT Jun. 1992;12(3):191–2. https://doi.org/10.1002/jat.2550120307. 44. Hori M, Sawada N, Kito K, et al. Vegetable and fruit intake and Colorectal
cancer risk by smoking status in adults: the Japan Public Health Center-
based prospective study. Eur J Clin Nutr Feb. 2023;77(2):255–63. https://doi. org/10.1038/s41430-022-01214-2. 57. Hu J, Zhou D, Chen Y. Preparation and antioxidant activity of green tea extract
enriched in epigallocatechin (EGC) and epigallocatechin gallate (EGCG). References Nat Rev Gastroenterol Hepatol
Dec. 2019;16(12):713–32. https://doi.org/10.1038/s41575-019-0189-8. 64. Keum N, Giovannucci E. Global burden of Colorectal cancer: emerging
trends, risk factors and prevention strategies. Nat Rev Gastroenterol Hepatol
Dec. 2019;16(12):713–32. https://doi.org/10.1038/s41575-019-0189-8. 51. Naganuma T, Kuriyama S, Akhter M, et al. Coffee consumption and the risk
of Colorectal cancer: a prospective cohort study in Japan. Int J Cancer Apr. 2007;1(7):1542–7. https://doi.org/10.1002/ijc.22505. 52. Dik VK, Bueno-de-Mesquita HB, Van Oijen MG, et al. Coffee and tea consump
tion, genotype-based CYP1A2 and NAT2 activity and Colorectal cancer
risk-results from the EPIC cohort study. Int J Cancer Jul. 2014;15(2):401–12. https://doi.org/10.1002/ijc.28655. References J
Agricultural food Chem Feb. 2009;25(4):1349–53. https://doi.org/10.1021/
jf803143n. 45. Sauvaget C, Nagano J, Hayashi M, Spencer E, Shimizu Y, Allen N. Vegetables
and fruit intake and cancer mortality in the Hiroshima/Nagasaki Life
Span Study. Br J Cancer Mar. 2003;10(5):689–94. https://doi.org/10.1038/
sj.bjc.6600775. 58. Potter JD. Reconciling the epidemiology, physiology, and molecular biology
of colon Cancer. Jama Sep 23–30. 1992;268(12):1573–7.f 46. Yun Z, Nan M, Li X, et al. Processed meat, red meat, white meat, and digestive
tract cancers: a two-sample Mendelian randomization study. Front Nutr. 2023;10:1078963. https://doi.org/10.3389/fnut.2023.1078963. 59. Keijzers GB, De Galan BE, Tack CJ, Smits P. Caffeine can decrease insulin
sensitivity in humans. Diabetes care Feb. 2002;25(2):364–9. https://doi. org/10.2337/diacare.25.2.364. 47. Higdon JV, Frei B. Coffee and health: a review of recent human
research. Crit Rev Food Sci Nutr. 2006;46(2):101–23. https://doi. org/10.1080/10408390500400009. 47. Higdon JV, Frei B. Coffee and health: a review of recent human
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of the evidence. J Nutr Nov. 2001;131(11 Suppl):3109s–20s. https://doi. org/10.1093/jn/131.11.3109S. 48. Higdon JV, Frei B. Tea catechins and polyphenols: health effects, metabolism,
and antioxidant functions. Crit Rev Food Sci Nutr. 2003;43(1):89–143. https://
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tal cancer risk: a meta-analysis of observational studies. World J Gastroenterol
May. 2023;7(17):2679–700. https://doi.org/10.3748/wjg.v29.i17.2679. 62. Chan DS, Lau R, Aune D, et al. Red and processed meat and Colorectal cancer
incidence: meta-analysis of prospective studies. PLoS ONE. 2011;6(6):e20456. https://doi.org/10.1371/journal.pone.0020456. 49. Dominianni C, Huang WY, Berndt S, Hayes RB, Ahn J. Prospective study of
the relationship between coffee and tea with Colorectal cancer risk: the
PLCO Cancer Screening Trial. Br J Cancer Sep. 2013;3(5):1352–9. https://doi. org/10.1038/bjc.2013.434. 63. Horisaki K, Takahashi K, Ito H, Matsui S. A dose-response Meta-analysis of
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64. Keum N, Giovannucci E. Global burden of Colorectal cancer: emerging
trends, risk factors and prevention strategies. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 53. Wada K, Oba S, Tsuji M, et al. Green tea intake and Colorectal cancer risk in
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Japan: the Takayama study. Jpn J Clin Oncol Jun. 2019;1(6):515–20. https://
doi.org/10.1093/jjco/hyz030.
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Inklusive Pädagogik und Intersektionalitätsforschung. Vergleich zweier Konzeptionen aus Sicht der feministischen Frauenforschung über Geschlecht und Behinderung
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www.ssoar.info
Inklusive Pädagogik und
Intersektionalitätsforschung: Vergleich zweier
Konzeptionen aus Sicht der feministischen
Frauenforschung über Geschlecht und
Behinderung
Schildmann, Ulrike; Schramme, Sabrina
Veröffentlichungsversion / Published Version
Zeitschriftenartikel / journal article
Zur Verfügung gestellt in Kooperation mit / provided in cooperation with:
Verlag Barbara Budrich
Empfohlene Zitierung / Suggested Citation:
Schildmann, U., & Schramme, S. (2020). Inklusive Pädagogik und Intersektionalitätsforschung: Vergleich zweier
Konzeptionen aus Sicht der feministischen Frauenforschung über Geschlecht und Behinderung. GENDER - Zeitschrift
für Geschlecht, Kultur und Gesellschaft, 12(3), 11-26. https://doi.org/10.3224/gender.v12i3.02
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Schwerpunkt
Ulrike Schildmann, Sabrina Schramme
Inklusive Pädagogik und Intersektionalitäts
forschung. Vergleich zweier Konzeptionen aus Sicht
der feministischen Frauenforschung über Geschlecht
und Behinderung
Zusammenfassung
Summary
Wenn unter Inklusiver Pädagogik eine ge
meinsame Erziehung aller Kinder und Ju
gendlichen zu verstehen ist, dann kann es
nicht nur darum gehen, dass behinderte Kin
der gemeinsam mit ihren nicht behinderten
Peers erzogen werden. Es geht auch um ei
nen reflektierten Umgang mit der Heteroge
nität aller Beteiligten: Die Inklusive Pädago
gik muss einerseits auf die individuellen Aus
gangslagen und Bedürfnisse aller Lernenden
eingehen, andererseits auf deren strukturel
le Lebensbedingungen. Hier kommt die Inter
sektionalitätsforschung ins Spiel, deren Anlie
gen darin besteht, einzelne soziale Ungleich
heitslagen – Geschlecht, Klasse/Schicht, Al
ter, Ethnizität und Behinderung – und deren
mögliche Wechselwirkungen zu analysieren,
mit denen die Kinder und Jugendlichen kon
frontiert sind.
Aus Sicht der feministischen Forschung über
Geschlecht und Behinderung – vor allem be
zogen auf das Feld der Integrativen/Inklusi
ven Pädagogik – wird in diesem Beitrag un
tersucht, ob und wie Inklusive Pädagogik und
Intersektionalitätsforschung, die in jeweils
unterschiedlichen wissenschaftlichen Tradi
tionen stehen, voneinander profitieren kön
nen.
Inclusive education and intersectionality re
search. A comparison of two concepts from
the perspective of feminist women’s studies
on gender and disability
Inclusive education not only reflects on the in
dividual requirements of each child but also
on different aspects of social inequality be
tween groups of pupils/students based on
class, gender, race and (dis)ability. The article
examines whether the theoretical approach
of intersectionality, which concentrates on in
equality, dominance and discrimination,
could be useful for broadening the perspec
tives of inclusive education. It focuses on dif
ferent backgrounds, trends and on the poten
tials which might result if the two theoretical
approaches were to cooperate.
Keywords
inclusive education, intersectionality, social
inequality, gender, (dis)ability
Schlüsselwörter
Inklusive Pädagogik, Intersektionalitätsfor
schung, Umgang mit Heterogenität, Ge
schlecht, Behinderung
https://doi.org/10.3224/gender.v12i3.02
2-Gender3-20_Schildmann.indd 11
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26.08.2020 15:41:41
12
Ulrike Schildmann, Sabrina Schramme
1
Ausgangspunkt: feministische Forschung über Geschlecht
und Behinderung unter besonderer Berücksichtigung
der beiden genannten Strukturkategorien sowie der
Integrationspädagogik als Vorläuferin der Inklusiven
Pädagogik
1.1 Anfänge der feministischen Forschung über Geschlecht und
Behinderung
Seit Beginn der 2010er-Jahre beschäftigt sich das genannte Forschungsfeld (vom Netzwerk Frauen- und Geschlechterforschung NRW in den 1990er-Jahren als „Frauenforschung in der Behindertenpädagogik“ institutionell verankert; Schildmann 2018) gezielt mit den Wechselwirkungen zwischen einzelnen, für die Inklusive Pädagogik relevanten gesellschaftlichen Strukturkategorien im Sinne der Intersektionalitätsforschung
(Schildmann 2010, 2012, 2019a; Schildmann/Schramme 2017a, 2017b, 2018a, 2018b;
Schramme 2019a, 2019b). Die Vorgeschichte dieses wissenschaftlichen Diskurses, der
sich als einer unter mehreren möglichen wissenschaftlichen Perspektiven versteht (vgl.
die vorliegenden Beiträge dieses Heftes), geht bis in die 1970er-Jahre zurück und soll
hier in Kürze nachgezeichnet werden:
„Das Interesse an der Erforschung von Verhältnissen zwischen Geschlecht und Behinderung entstand
in einer Zeit der sozialen Bewegungen: Studentenbewegung, Kinderladenbewegung, Frauenbewegung
und Behindertenbewegung […]. Vor allem an der um 1970 entstandenen Frauenbewegung und der
Mitte der 70er Jahre begonnenen feministischen Frauenforschung orientiert, entstand ein Diskurs über
Zusammenhänge zwischen (weiblichem) Geschlecht und Behinderung, an dem sich sowohl nicht be
hinderte als auch behinderte Frauen beteiligten“ (Schildmann 2018: 17f.).
Es waren im Wesentlichen drei Diskursstränge, die Ende der 1970er-Jahre die Forschung über Geschlecht und Behinderung begründeten: Analysen über die Lebensbedingungen behinderter Frauen in Anlehnung an feministisch orientierte Forschungsansätze über allgemeine weibliche Lebenszusammenhänge (Schildmann 1983); Kritik der
Koedukation – Lehrerinnen und Schülerinnen an Sonderschulen (Rohr 1980; Prengel
1984); politische (Selbst-)Reflexionen behinderter Frauen im Zuge der „Krüppelbewegung“ (Behinderten- und Selbstbestimmt-Leben-Bewegung) und des Internationalen
UNO-Jahres der Behinderten 1981 (Ewinkel et al. 1985), der zu Beginn der 2000erJahre in die Disability Studies einmündete (Waldschmidt 2015), die sich vor allem aus
Betroffenenperspektive u. a. mit dem Feld des „Gendering Disability“ beschäftigen
(Jacob/Köbsell/Wollrad 2010).
1.2 Integrationspädagogik, von Beginn an unter Berücksichtigung von
Zusammenhängen zwischen Behinderung und Geschlecht
Schon in den 1970er-Jahren entstanden erste Ansätze der Integrationspädagogik, die
eine Nichtaussonderung behinderter Kinder aus regulären pädagogischen Einrichtungen
und damit deren ‚Integration von Anfang an‘ forderten und sich zunächst im Rahmen
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13
der frühkindlichen Erziehung innerhalb der Kinderladenbewegung und alternativen Pädagogik (vor allem in Anlehnung an Maria Montessori) etablieren konnten. Als sich dort
die gemeinsame Erziehung behinderter mit nicht behinderten Kindern als erfolgversprechend erwiesen hatte, folgten entsprechende Modellversuche an Grund- und später
weiterführenden Schulen. Sie setzten sich zum Ziel, die starre Abgrenzung zwischen
Regel- und Sonderschulen zu überwinden. Von Anfang an getragen von Eltern, vor allem Müttern, behinderter und nicht behinderter Kinder sowie von Erzieherinnen in Kindertagesstätten und später auch von (vor allem weiblichen) Lehrer*innen an Grund- und
weiterführenden Schulen (vgl. Schramme 2019a, 2019b), wurde ab Mitte der 1980erund vor allem in den 1990er-Jahren die Geschlechterdimension in der Integrationspädagogik als ein relevantes, wissenschaftlich zu bearbeitendes Feld erkannt (Prengel
1993; Hinz 1993; Schildmann 1996; Merz-Atalik 2001). Damit verfügten die Integrationsbewegung und die sozialwissenschaftliche Forschung über Verhältnisse zwischen
Geschlecht und Behinderung von Anfang an über eine gemeinsame Perspektive: die
Aufmerksamkeit für verschiedene soziale Ungleichheitslagen der integrativ geförderten
und unterrichteten Kinder und Jugendlichen, die auch heute im Rahmen der Inklusiven
Pädagogik thematisiert werden (Sturm 2016; Hackbarth 2017).
1.3 Inklusive Pädagogik als Weiterentwicklung der
Integrationspädagogik
Als im Laufe der 1990er-Jahre die – im Allgemeinen noch stark auf die Kategorie Behinderung konzentrierte – Debatte über eine Weiterentwicklung der Integrationspä
dagogik hin zu einer umfassenden Inklusiven Pädagogik begann, waren also die
Grundsteine für die Berücksichtigung unterschiedlicher sozialer Ungleichheitslagen
– vor allem, aber nicht nur, zwischen Geschlecht und Behinderung – in dieser pädagogischen Reformströmung bereits gelegt. Im Zuge internationaler Abkommen der Vereinten Nationen (wie die „Education for All“-Agenda 1990, die Salamanca-Erklärung
der UNESCO zu „Special Needs Education“ 1994 und die Behindertenrechtskonvention/UN-BRK 2006) erfolgte seit den 1990er-Jahren – wenn auch unter den beteiligten
Integrationspädagog*innen nicht unumstritten – eine schrittweise Neuorientierung von
der Integrativen hin zur Inklusiven Pädagogik. Dahinter stand folgende Überzeugung,
die in konkrete strukturelle Maßnahmen einfließen sollte:
„Special Needs Education [...] könne nicht in Isolation fortgeführt werden und müsse folglich unter
dem Vorzeichen des neuen Leitprinzips der Inklusion in Richtung der im Jahr 1990 ins Leben gerufenen
globalen bildungspolitischen Education for All-Agenda umorientiert werden, ‚to ensure that Education
for All effectively means FOR ALL, particular those who are most vulnerable and most in need‘ (UNESCO
1994: S. iv; Hervorh. im Original)“ (Kiuppis 2014: 131).
Diese Position der Vereinten Nationen richtete sich gegen die Weiterführung der – in
einigen Ländern (wie z. B. Deutschland) traditionell gewachsenen – Spaltung des Bildungswesens in Regel- und Sondereinrichtungen mit deren je eigenen Binnendifferenzierungen und entsprach damit den Forderungen nach einer, z. B. von dem Integrationspädagogen Georg Feuser seit den 1980er-Jahren geforderten, gemeinsamen Pädagogik
für alle Kinder:
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Ulrike Schildmann, Sabrina Schramme
„Integration bedarf einer Pädagogik, in der
–
alle Kinder
–
in Kooperation miteinander
–
auf ihrem jeweiligen Entwicklungsniveau
–
an und mit einem gemeinsamen Gegenstand spielen und lernen“ (Feuser 1986: 129).
Die im Zusammenhang mit der Integrationspädagogik entwickelten Theorieansätze
über Verhältnisse zwischen Geschlecht und Behinderung wurden im Zuge der Eta
blierung einer Inklusiven Pädagogik in unterschiedliche Richtungen erweitert: So fand
z. B. die Ende der 1990er-Jahre begonnene Normalismusforschung über Behinderung und Geschlecht unter besonderer Berücksichtigung des Feldes der Integrationspädagogik (Schildmann 2004) statt, und der seit der zweiten Hälfte der 2000er-Jahre
etablierte Theoriediskurs über die Strukturkategorien Geschlecht, Alter, Behinderung
(Schildmann 2010; Schildmann/Schramme 2017a, 2017b) brachte auch die Theorieansätze von Inklusiver Pädagogik und Intersektionalitätsforschung (Schildmann 2012) in
Verbindung miteinander, um klarzustellen, dass die Inklusive Pädagogik u. a. theoretischer Grundlagen bedarf, die auf strukturelle gesellschaftliche Problemlagen eingehen:
„Wenn es in einer Inklusiven Pädagogik darum gehen soll, eine gemeinsame Bildung ALLER Kinder und
Jugendlichen zu etablieren, dann kann dies [...] nur gelingen, wenn neben der Berücksichtigung indi
vidueller Vielfalt aller Beteiligten auch strukturell bedingte Unterschiede ernst genommen werden und
Berücksichtigung finden“ (Möller-Dreischer/Schildmann 2019: 3; Hervorh. im Original).
Warum hier – statt anderer Theorieansätze der sozialen Ungleichheitsforschung – gerade die Intersektionalitätsforschung ins Spiel kommt, liegt vor allem daran, dass sich
diese als Weiterentwicklung der feministischen Frauen- und Geschlechterforschung
versteht, in deren Rahmen die Forschung über Verhältnisse zwischen Geschlecht und
Behinderung inzwischen bereits etabliert war (Schildmann 2018: 29ff.). So lautet die
Ausgangsposition für die weiteren Überlegungen:
„Inklusive Pädagogik bedarf einer theoretischen Grundlage, die sich mit den sozialen Ungleichheits
lagen der beteiligten Kinder und Jugendlichen beschäftigt, welche im konkreten pädagogischen Ge
schehen aufeinandertreffen. Hier sind Klasse/Schicht, Geschlecht, Alter, ggf. Migrationshintergrund,
Behinderung u. a. zu nennen. Während die Inklusive Pädagogik ihren Fokus auf die Förderung von
gleichberechtigter Teilhabe und Partizipation aller Menschen an gesellschaftlich relevanten Institutionen
und Ressourcen legt, konzentriert sich die – aus der Frauen- und Geschlechterforschung heraus entwi
ckelte – Intersektionalitätsforschung auf die Analyse ‚historisch gewordene(r) Diskriminierungsformen,
Machtverhältnisse, Subjektpositionen sowie soziale(r) Ungleichheiten […] in ihren Interdependenzen
oder Überkreuzungen (intersections)‘ (Walgenbach 2016: 212)“ (Schildmann/Schramme 2018b: 301).
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15
Unterschiede: Wie trifft die – weitgehend –
soziologisch orientierte Intersektionalitätsforschung
auf ein pädagogisches Anwendungsfeld, die Inklusive
Pädagogik?
2.1 Dominante soziale Strukturkategorien in der
Intersektionalitätsforschung: Welche Rolle spielt die für die Inklusive
Pädagogik relevante Kategorie Behinderung?
Aus Sicht der Verfasserinnen des vorliegenden Beitrags und ihrer wissenschaftlichen
Verortung in der Inklusiven Pädagogik ist die Intersektionalitätsforschung als ein überwiegend soziologischer Theorieansatz anzusehen, der sich mit der Analyse sozialer
Ungleichheitslagen und den Wechselwirkungen zwischen den zentralen sozialen Strukturkategorien der heutigen westlichen Gesellschaften befasst. Das sind vor allem die
Kategorien Klasse und Geschlecht (Beer 1987; vgl. auch die seit der Studentenbewegung geführten Debatten über den sogenannte Haupt- und Nebenwiderspruch: Klasse
und Geschlecht). Der Ende der 1980er-Jahre in den USA von der Juristin Kimberlé
Crenshaw (1989) geprägte Begriff Intersektionalität enthält jedoch noch eine dritte zentrale Perspektive: Es handelt sich um die Strukturkategorie race. Sie wurde seit den
1970er-Jahren von schwarzen Frauen in kritischer Absicht an der weitgehend an Problemlagen weißer mittelschichtangehöriger Frauen orientierten feministischen Bewegung, die andere Gruppen von Frauen und deren soziale Konstellationen übersah oder
als „add-on“ betrachtete, in den feministischen Diskurs eingebracht (Winker/Degele
2009: 11f.). Es sind also die Wechselwirkungen zwischen „gender – class – race“, die
der allgemeinen (nordamerikanisch geprägten) Intersektionalitätsforschung zugrunde
liegen und, zunächst in den USA, zu der angesprochenen Weiterentwicklung der feministischen Frauen- und Geschlechterforschung geführt haben. Diese Struktur wurde
von deutschen Wissenschaftlerinnen, auf deren Ansätze sich der vorliegende Beitrag
beschränkt, übernommen, auch wenn sie sich bewusst darüber sind, dass konzeptionelle
Übertragungen US-amerikanischer Problemstellungen auf europäische resp. deutsche
Verhältnisse nur unter Berücksichtigung hiesiger Sozialstrukturen und Diskurse (z. B.
über Antisemitismus und Rassismus) möglich sind (Knapp 2013: 342f.). Die Relevanz
der Einbeziehung weiterer sozialer Strukturkategorien in die Analysen der Intersektionalitätsforschung wird unterschiedlich beurteilt. Während einzelne Forscher*innen tendenziell von einer Erweiterung des Spektrums abraten (exemplarisch Hagemann-White
2011), listen andere diverse weitere Strukturkategorien auf, die für die Intersektionalitätsforschung infrage kommen könnten (exemplarisch Lutz/Wenning 2001). Welche Rolle in diesem Kanon die Strukturkategorie Behinderung spielt, ist bislang noch
weitgehend offen. Nur Gabriele Winker und Nina Degele (2009) haben sich mit einem
Ansatz vorgewagt, in dem sie – neben der Trias von Klasse, Geschlecht, Rasse/Ethnizität – an vierter Position eine Superkategorie „Körper“ konstruieren, unter der sie die
Kategorien Behinderung und Alter zusammenfassen, ein Versuch, der jedoch einzelnen
anderen Autorinnen aus verschiedenen Gründen als kritikwürdig erscheint (Schildmann
2012; Knapp 2013; Villa 2013; Schildmann/Schramme 2017a, 2017b, 2018a, 2018b).
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Festgehalten werden kann an dieser Stelle, dass die Kategorie Behinderung in der allgemeinen Intersektionalitätsforschung bislang eher unterrepräsentiert ist.
2.2 Verortung der Kategorie Behinderung in der Intersektionalitäts
forschung: ein exemplarischer soziologischer Ansatz
Für eine wissenschaftliche Kooperation zwischen Inklusiver Pädagogik und Intersektionalitätsforschung ist jedoch die Auseinandersetzung mit den Wechselwirkungen zwischen den verschiedenen Strukturkategorien, darunter Behinderung, ausschlaggebend.
Entlang des feministischen Theorieansatzes der Soziologin Regina Becker-Schmidt
(2017) soll deshalb an dieser Stelle in Kürze skizziert werden, wie sich die Kategorie
Behinderung in deren soziologische Gesellschaftsanalyse einfügen ließe. Ausgehend
davon, dass „die verschiedenen Sektoren einer Gesellschaft – Politik, Ökonomie, Kulturindustrie, private Lebenswelten – strukturell aufeinander bezogen“ (Becker-Schmidt
2017: 309) sind, auch wenn sie weitgehend als gegeneinander abgeschottet erscheinen,
identifiziert Becker-Schmidt drei Achsen sozialer Ungleichheit:
„Die Scheidung von familialer und marktvermittelter Reproduktion, von Haushaltung und Geldwirt
schaft geht mit einer Hierarchisierung der Geschlechter einher. Klassenbildung entsteht durch die an
tagonistische Entgegensetzung von Kapital und Lohnarbeit. Die Diskriminierung von ‚Fremden‘ be
ginnt, sobald sich eine Population von einer anderen Bevölkerungsgruppe absondert, weil sie sich ihr
qua sozialem Status, Hautfarbe, Kultur oder Religion überlegen dünkt“ (Becker-Schmidt 2017: 310).
Die erwähnte Diskriminierung von Fremden, die Becker-Schmidt im Sinne der Strukturkategorie Ethnizität versteht, kann nach Auffassung der Verfasserinnen des vorliegenden Beitrags – im Sinne von Fremdheit in der eigenen Gesellschaft – folgendermaßen auf die Kategorie Behinderung und auf die von Behinderung betroffenen Menschen
bezogen werden:
„Die Mehrheitsgesellschaft legt fest, was sie unter mindestens durchschnittlicher Leistungsfähigkeit
versteht, während eine soziale, als behindert definierte Minderheit diesen Leistungserwartungen real
oder fiktiv nicht nachkommen kann, weshalb sie auf verschiedenste Weise sozial kontrolliert, sank
tioniert, besondert wird. Die diversen Formen der Ausgrenzung – nicht zuletzt strukturell angelegter
institutioneller Art – machen die von Behinderung betroffenen Menschen zu Fremden in der eigenen
Gesellschaft“ (Schildmann/Schramme 2018a: 51f.).
Diese Konstruktion wirkt auch in die Inklusive Pädagogik hinein, in der Mädchen und
Jungen verschiedener sozialer und (inter- sowie sub-)kultureller Herkunft mit unterschiedlichsten individuellen Fähigkeiten/Leistungsvoraussetzungen und Verhaltensweisen zusammentreffen. Soll nun die Intersektionalitätsforschung für die Inklusive Päda
gogik nutzbar gemacht werden, dann sind diese Konstellationen auf allen relevanten
Ebenen des pädagogischen Miteinanders analytisch zu durchdringen. Dass dabei die
Kategorie Behinderung – im schulpolitischen Sinne als ‚sonderpädagogischer Förderbedarf‘ aufgefasst – einer ggf. besonderen Berücksichtigung bedarf, liegt vor allem
daran, dass in dem hierarchisch organisierten deutschen Bildungssystem für die mit
diesem Label belegten Mädchen und Jungen eigene Sondereinrichtungen – darunter vor
allem nach verschiedenen Förderschwerpunkten differenzierte Schulen – ein traditionell
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gewachsenes Gebilde darstellen, das ihre in sich sehr differenzierte Schüler*innenschaft
bisher nur teil- bzw. schrittweise in die Regelschulen überführt: So wurden seit Inkrafttreten der UN-BRK 2009 in Deutschland Direkteinschulungen in die verschiedenen
Förderschulen nur um 0,6 Prozentpunkte auf zuletzt 3 Prozent reduziert, d. h., immer
noch über 21 000 Kinder – darunter fast doppelt so viele Jungen wie Mädchen – beginnen ihre Schullaufbahn nicht in einer Regelschule (Autorengruppe Bildungsbericht
erstattung 2018: 83, 2016: 68). Über die gesamte Schulzeit hinweg betrachtet ist sogar
folgende Entwicklung zu vermerken:
„Mit einem Anstieg auf 7 % aller Schülerinnen und Schüler gab es 2016 erneut mehr Kinder und Ju
gendliche mit sonderpädagogischer Förderung als in den Vorjahren. Dabei findet sonderpädagogische
Förderung weiterhin überwiegend in Förderschulen statt. Bundesweit liegt der Inklusionsanteil bei nun
mehr 39 %, lediglich in 4 Ländern wird die Mehrheit der Schülerinnen und Schüler mit Förderbedarf in
allgemeinen Schulen unterrichtet. Das Angebot eigenständiger Förderschulstandorte hat sich in vielen
Ländern und Kreisen kaum verändert“ (Autorengruppe Bildungsberichterstattung 2018: 7).
Diese statistischen Daten weisen vor allem auf strukturelle Diskriminierungen im Bildungswesen hin, welche mit den Ansätzen und Methoden der Intersektionalitätsforschung analysiert werden können, um schließlich im Rahmen einer sich als inklusiv
verstehenden allgemeinen Pädagogik abgebaut zu werden.
3
Verbindungslinien: Ansätze des wissenschaftlichen
Diskurses zwischen Inklusiver Pädagogik und
Intersektionalitätsforschung
3.1 Berücksichtigung aller für Erziehung und Bildung relevanten
Strukturkategorien, darunter Behinderung
Bisher vorliegende Ansätze des wissenschaftlichen Diskurses über Inklusive Pädagogik
und Intersektionalitätsforschung gehen nach Auffassung der Autorinnen des vorliegenden Beitrags im Wesentlichen von der – in der Tradition der Integrationspädagogik
(s. o.) mit deren besonderer Aufmerksamkeit für die gemeinsame Erziehung behinderter
und nicht behinderter Kinder bestehenden – Inklusiven Pädagogik aus. Soll es jedoch
um eine gemeinsame Erziehung und Bildung aller Kinder und Jugendlichen gehen, stellen sich auch alle Indikatoren für soziale Ungleichheitslagen als gleichermaßen wichtig
und zu beachten heraus, wodurch auch die wissenschaftlichen Ansätze der Intersektionalitätsforschung zum Tragen kommen.
3.2 Aufmerksamkeit für die Binnenstrukturen einzelner sozialer
Kategorien, exemplarisch dargestellt an Zusammenhängen von
Geschlecht und Behinderung
Um die Wechselwirkungen zwischen einzelnen Kategorien untersuchen zu können,
müssen zunächst deren, ggf. sehr unterschiedliche, Binnenstrukturen analysiert und ge-
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genseitig vermittelt werden. Dies sei hier exemplarisch für die Kategorien Geschlecht
und Behinderung ausgeführt:
„Geschlecht ist wie andere soziale Strukturen vielschichtig; es geht nicht nur um Identität oder nur um
Arbeit oder nur um Macht oder nur um Sexualität, sondern um all das gleichzeitig [...] Geschlechter
arrangements werden sozial reproduziert (nicht biologisch), und zwar durch die Macht der Strukturen,
die soziales Handeln prägen“ (Connell 2013: 30).
Diese Definition von Geschlecht ist aus mehreren Gründen auch grundlegend für
die Definition von Behinderung. Zu berücksichtigen ist dabei, dass Behinderung ein
Sammelbegriff für unterschiedlichste Beeinträchtigungen ist. Durch gesellschaftliche
Einstellungen und Vorurteile gegenüber körperlichen, geistigen und psychischen Beeinträchtigungen geraten die betroffenen Menschen in sozial benachteiligte Positionen
gegenüber ihren nicht behinderten Mitmenschen ebenso wie in hierarchische Verhältnisse untereinander. Diejenigen, die den gesellschaftlichen Normalitätsvorstellungen
am wenigsten entsprechen, sind sozialer Diskriminierung am stärksten ausgesetzt. Auch
bei Behinderung geht es also um Macht (in Form institutionellen Ausschlusses bzw. institutioneller Besonderung), Arbeit (in Form der Definition minderer Arbeitsgüte), Sexualität (in Form direkter oder indirekter eugenischer Zwänge) und Identität (in Form der
Übernahme gesellschaftlicher Normalitätsvorstellungen, die individuelle Abweichung
hervorbringen). Behinderung resultiert, wie hier deutlich wird, u. a. aus dem, was eine
jeweilige Gesellschaft unter Geschlecht versteht und welche Geschlechterarrangements
sie fordert oder zulässt, womit die Orientierung an bestimmten Normalitätsvorgaben
einhergeht. Die Kategorie Behinderung drückt dabei die negative Seite dessen aus, was
als gesellschaftlich erwünscht und mindestens durchschnittlich angesehen wird (zur
Normalismusforschung vgl. zusammenfassend Schildmann 2009). Von dieser Perspektive können die Inklusive Pädagogik und die Intersektionalitätsforschung gleichermaßen
profitieren: Indem exemplarisch auch die (sich verändernden) Verhältnisse zwischen
Normalität und Abweichung analysiert werden, die einen Einblick in die Strukturen des
‚dis-ableism‘ gewähren, können die Einblicke in die gesellschaftlich vorherrschenden
Strukturen von ‚sexism‘ und ‚racism‘ analytisch ergänzt werden.
4
Potenziale der Inklusiven Pädagogik unter
intersektionaler Perspektive
Wenn, wie oben dargestellt, Behinderung u. a. aus dem hervorgeht, was die Gesellschaft
unter Geschlecht versteht, dann sollten die Geschlechterarrangements noch ausführlicher betrachtet werden. Dabei spielt, wie dem o. g. Zitat von Raewyn Connell zu entnehmen ist, neben Aspekten von Macht, Arbeit und Identität auch das gesellschaftliche
Feld der Sexualität eine dominante Rolle. Auf dieses geht innerhalb der feministischen
Forschung ganz gezielt die Queer-Theorie ein. Mit dieser Perspektive beschäftigt sich,
die Kategorie Behinderung berücksichtigend, unter theoretischen Aspekten Abschnitt 1.
Abschnitt 2 verdeutlicht die Zusammenschau von Integrativer/Inklusiver Pädagogik, Intersektionalitätsforschung und Queer-Theorie anhand eines ausgewählten empirischen
Beispiels. Abschnitt 3 enthält eine zusammenfassende Einschätzung darüber, welche
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Potenziale die Verknüpfung der wissenschaftlichen Ansätze von Inklusiver Pädagogik
und Intersektionalitätsforschung einschließlich der Queer-Theorie beinhaltet.
4.1 Theoriebezug: Queer-Theorie als Perspektiverweiterung des
Zusammenhangs zwischen Intersektionalität und Inklusion
Auch die Queer-Theorie ist anschlussfähig an die Diskurse über den Umgang mit Verschiedenheit in inklusiven Settings. Die drei folgenden Aspekte können als relevante
Perspektivenerweiterungen angesehen werden.
4.1.1 Betonung der Untrennbarkeit von Geschlecht und sexueller Identität
Gabriele Dietze, Elahe Haschemi Yekani und Beatrice Michaelis konstatieren eine weitgehende „Abwesenheit von Sexualitäten in der Theoretisierung von Intersektionalität
in den Gender Studies“, wodurch „eigene heteronormative Positionen des MainstreamFeminismus“ (Dietze/Haschemi Yekani/Michaelis 2012: 1) nicht hinreichend reflektiert
würden. Von queer-theoretischen Ansätzen könnte die Intersektionalitätsforschung profitieren, so die Autorinnen, weil diese „Identitätskategorien wie ‚schwul‘ und ‚lesbisch‘
(und damit auch Heterosexualität als Identität) in ihrer (vermeintlichen) Kohärenz infrage [...] stellen und Normalisierungsvorgänge sowie spezifische Herrschaftsformationen wie Heteronormativität [...] analysieren“ (Dietze/Haschemi Yekani/Michaelis
2012: 3). Die Forderung nach mehr Aufmerksamkeit für die verschiedenen Heterogenitätsdimensionen in der Inklusiven Pädagogik lässt dabei eine angemessene Berücksichtigung von geschlechtlicher Identität und sexuellem Begehren einschließlich der
Kritik an Heteronormativität in mehrerer Hinsicht als sinnvoll erscheinen: So zeigt eine
Untersuchung zu „Gleichstellung und Akzeptanz sexueller und geschlechtlicher Vielfalt“ (Lenz/Sabisch/Wrzesinski 2012) im Bundesland Nordrhein-Westfalen, dass z. B.
Kinder aus „Regenbogenfamilien“ – d. h. „Familien, in denen mindestens ein Elternteil (sozial, rechtlich, biologisch) lesbisch oder schwul lebt“ (Lenz/Sabisch/Wrzesinski
2012: 25) – vor allem im schulischen Umfeld „ihre Familiensituation verheimlichen“
(Lenz/Sabisch/Wrzesinski 2012: 26f.), weil sie von Gleichaltrigen ausgehende Diskriminierung befürchten oder bereits erlebt haben (Lenz/Sabisch/Wrzesinski 2012: 28).
Auch lesbische, schwule, bisexuelle trans*1 und inter*2 Jugendliche berichten davon,
durch ihr Outing Freundschaften eingebüßt sowie (homo- und transnegative) Abwertungen erlebt zu haben (Lenz/Sabisch/Wrzesinski 2012: 29). Ähnlich wie die Lebenslagen von Kindern und Jugendlichen mit trans*- und inter*-Erfahrungen (Lenz/Sabisch/
Wrzesinski 2012: 30) sei auch die Situation von lesbisch, schwul, bisexuell, transsexuell,
transgender und intersexuell (LSBTTI) lebenden Personen mit Behinderungserfahrungen bisher nur unzureichend erforscht worden, so Lenz, Sabisch und Wrzesinski (2012:
39). Jedoch lassen die Ergebnisse dieser Studie den Schluss zu, dass eine weitergehende
intersektionale Analyse der hier angesprochenen Heterogenitätsdimensionen (Wech1
2
Der Begriff trans* wird hier als Begriff für Selbstbezeichnungen wie Transgender, Transsexuell,
Transident, Transgeschlechtlich genutzt.
Der Begriff inter* wird hier als Überbegriff für Intersexuelle, Intersex, Hermaphroditen, Zwitter,
Intergender sowie inter- oder zwischengeschlechtlich verwendet.
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selwirkungen zwischen Behinderung, Geschlecht, Sexualität/Begehren, Klasse etc.)
für die inklusive pädagogische Praxis fruchtbar wäre, um die konkreten Lebenslagen
dieser Personen(gruppen) sichtbar zu machen und mit sexueller Identität und Heteronormativität verwobene Themen machtkritisch reflektieren zu können. Die Autorinnen
Heike Raab (2010) und Elisabeth Tuider (2014), die sich mit Körperkonzepten jenseits
heteronormativer Ordnungen befassen, beschreiben darüber hinaus eine „wechselseitige Verschränkung von Heteronormativität, Sexualität und abled bodyness“ (Tuider
2014: 108f.), die auf der Basis eines intersektionalen Forschungszugangs deutlich werde. Unter Beachtung intersektionaler Analysen kann die Kategorie Behinderung demnach auch bezogen auf queere Körperkonzepte und Strukturen des ‚ableism‘ (vgl. auch
Punkt 3.2) wichtige Ergänzungen in queer-theoretische Zusammenhänge einbringen, da
hier Verhältnisse zwischen Normalität und Abweichung in Bezug auf Fähigkeiten bzw.
„abled bodies“ (Tuider 2014) thematisiert werden können.
4.1.2 Destabilisierung und Dekonstruktion von Kategorien
Während die Intersektionalitätsforschung unterschiedliche (inter-, intra- und antikategoriale) Zugangsweisen zu ihren Forschungsgegenständen wählt, ist die Queer-Theorie
eindeutig antikategorial ausgelegt. Sie fokussiert vor allem Fragen von Identität: „Fragen der Aneignung und Selbstbestimmung“ (Förster 2017: 13) und damit auch der
„Bedingungen und Prozesse der Subjektwerdung“ (Förster 2017: 14), was beinhaltet,
dass sich die einzelne Person selbstbemächtigend definieren bzw. benennen kann. Im
Rahmen inklusiver pädagogischer Prozesse dient diese Perspektive auf Subjektwerdungsprozesse der kritischen Sensibilisierung für den Akt der Kategorisierung, die dem
Anspruch auf positive Wertschätzung menschlicher Heterogenität ggf. entgegensteht.
4.1.3 Kritische Thematisierung von Privilegierung zum Zweck des Abbaus sozialer
Hierarchien
Auch wenn sowohl die Intersektionalitätsforschung als auch die Queer-Theorie aus der
Kritik am weißen Mainstream-Feminismus bzw. an der weißen Schwulen- und Lesbenbewegung entstanden sind, weist doch vor allem Letztere auf Verhältnisse zwischen
Diskriminierung und Privilegierung hin. Im Rahmen der Inklusiven Pädagogik erhält
die Reflexion über soziale Privilegien gegenüber Benachteiligungen und Ausschlüssen
eine besondere Relevanz: Geht es in diesem pädagogischen Reformansatz vor allem um
einen positiven Umgang mit Heterogenität und die Wertschätzung der unterschiedlichen
Potenziale aller Beteiligten, dann sollten nicht nur soziale Benachteiligungen der Einen
kritisch reflektiert werden, sondern auch und vor allem die Privilegien der Anderen,
die sich häufig hinter dem verbergen, was als gesellschaftliche ‚Normalität‘ gilt. Die
Sichtbarmachung privilegierender bzw. diskriminierender Facetten kann vor allem dazu
dienen, für Macht- und Herrschaftsverhältnisse im Bildungswesen zu sensibilisieren
und an deren Überwindung zu arbeiten. Zum Abbau sozialer Ungleichheitslagen gehört
also, so lehrt vor allem die Queer-Theorie, nicht nur und nicht zuvorderst, die Analyse
sozialer Benachteiligungen, sondern im Gegenteil ebenso die Analyse sozialer Privilegierung und deren kritische Überprüfung, auch durch die privilegierten Personen selbst,
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die ggf. Verzicht lernen müssen (Krasniqi/Kraut 2017: 116). Diese Aspekte sind nicht
zuletzt für in inklusiven Zusammenhängen tätige Pädagog*innen im Sinne der Selbstreflexion eigener Haltungen und Positionen (sowie der damit einhergehenden Wahrnehmungsperspektive in pädagogischen Prozessen) bedeutsam.
4.2 Praxisbezug: Subjektperspektiven auf Heterogenitätsdimensionen in
der Inklusiven Pädagogik
Wenn die Inklusive Pädagogik, wie unter Punkt 1.3 dargestellt, u. a. einer theoretischen
Grundlage bedarf, die sich mit den sozialen Ungleichheitslagen der Kinder und Jugendlichen beschäftigt, welche im konkreten pädagogischen Geschehen aufeinandertreffen,
dann scheinen sich als solche Grundlagen sowohl die Intersektionalitätsforschung im
Allgemeinen als auch die Queer-Theorie im Besonderen zu eignen. Das belegt, neben
einigen anderen Studien (Buchner 2018; Boger 2019), auch eine Arbeit, in deren Rahmen erstmals „[b]iografische Erfahrungen mit Integration (Inklusion) in Kindergarten
und Schule aus der Rückschau behinderter Frauen und Männer“ (Schramme 2019a; 36
ehemalige „Integrationskinder“ der ersten Generation, Geburtsjahrgänge 1965–1988)
systematisch erhoben wurden. Sie geht, wie in anderer Weise auch die Arbeiten von
Buchner (2018) und Boger (2019), gezielt auf die Subjektperspektiven der Befragten
unter Einbeziehung von Verhältnissen zwischen Diskriminierung und Privilegierung
ein und berücksichtigt dabei verschiedene Heterogenitätsdimensionen (insbesondere
Geschlecht, soziale Klasse/Schicht, Alter, Behinderungserfahrung) wie auch zentrale
gesellschaftliche Normalitätsfelder, vor allem Leistung, aber auch Sexualität.
4.2.1 Relevanz unterschiedlicher Heterogenitätsdimensionen
Im Rahmen dieser Studie mit 20 weiblichen und 16 männlichen Interviewpartner*innen
spielt die Kategorie Behinderung insofern eine herausgehobene Rolle, als alle Befragten
– wenn auch in unterschiedlicher Weise – von individuellen Beeinträchtigungen und Behinderungen betroffen sind. Die Kategorie Alter spielt eine wichtige Rolle, weil sich die
gesellschaftlichen Definitionen von Behinderung weitgehend daran orientieren, welche
Leistungsanforderungen und Verhaltensweisen in den aufeinander folgenden Lebensabschnitten, insbesondere im Kindes- und Jugendalter, für eine jeweilige Altersgruppe als
durchschnittlich und damit als normal angenommen werden. Die Kategorie Geschlecht
weist in der vorliegenden Untersuchung zwei unterschiedliche Aspekte aus: Erstens erfahren Mädchen und Jungen geschlechterspezifische Normalitätserwartungen, was sich
auf einzelne Lebensbereiche unterschiedlich auswirkt (z. B. Leistung und Sexualität,
s. u.). Zweitens waren – zumindest in den ersten Jahrzehnten – an der Durchsetzung
und Etablierung der Integrationspädagogik mit Müttern, Erzieherinnen und Lehrerinnen
(auch aus Sicht der Befragten) mehr Frauen als Männer beteiligt. Dass in diesen ersten
Jahrzehnten in die Integrationsversuche und -modelle vor allem Kinder aus gebildeten
Schichten (vor allem aus Akademikerfamilien) einbezogen wurden, weist auf die Relevanz der sozialen Klassen-/Schichtzugehörigkeit für die individuelle Berücksichtigung
auf diesem reformpädagogischen Feld hin.
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4.2.2 Relevanz von Diskriminierung und Privilegierung auf dem Feld der (Schul-)Leistungen
Welch große Rolle der eigenen Leistungsfähigkeit zugemessen wird, zeigen die Äußerungen der behinderungserfahrenen Interviewpartner*innen auf dem Gebiet der erwarteten bzw. erbrachten (Schul-)Leistungen, die auf einen entsprechenden Normalitätsdruck hinweisen:
„Wenn ich nicht behindert gewesen wäre, hätte es die Diskussion gar nicht gegeben ..., aber der Leiter
des Realschulzweigs sagte zu meinen Eltern ich würde ja sowieso nie Karriere machen und sie hätten
zu wenig Schüler auf dem Realschulzweig, er sei dafür, dass ich auf die Realschule gehe, weil dann
würde ich niemandem auf dem Gymnasium den Platz wegnehmen“ (B19w, 4; Schramme 2019a: 149).
Die Studie belegt, dass insbesondere die befragten Frauen unter starkem Normalitätsund Leistungsdruck standen. Sie sprechen auch „von einem extrem kräftezehrenden
Alltag, der oft überfordernd war, den sie aber mit Rekurs auf den Durchschnitt der
Klasse (unter großem Kraftaufwand) bewältigen wollten bzw. bewältigten“ (Schramme
2019a: 208).
4.2.3 Relevanz von Diskriminierung und Privilegierung auf dem Feld der Sexualität
Dem mit dem Alter zunehmenden und vor allem in der Adoleszenz sichtbar werdenden
Ausschluss aus Gesprächen und Aktivitäten nicht behinderter Mitschüler*innen wurde
von den Befragten der genannten Studie, ähnlich wie bei Buchner (2018) und Boger
(2019), vor allem dadurch begegnet, sich in Aussehen und Verhalten „so normal wie
möglich“ zu geben (vgl. Punkt 3.2). Dennoch fühlten sich die Befragten von ihren nicht
behinderten Peers vor allem als (potenzielle) Sexualpartner*innen nicht wahrgenommen, wie folgendes Beispiel belegt:
„Ich war immer der schwule beste Freund, mit dem man über alles reden kann. Aber ich war halt nie
der […], der in Frage kam. Und wenn ich dann einer Frau meine Liebe gestand, dann ist die immer aus
allen Wolken gefallen. Und das ist total frustrierend und ich glaube, dass ich auch ein unglaublich ro
mantischer/ oder gute Flirttalente habe aber selbst das reicht nicht“ (B22m, 69; Schramme 2019a: 165).
Diese und ähnliche Aussagen könnten dazu dienen, allgemeine Tendenzen von Privilegierung und Diskriminierung auf dem Feld der Sexualität auszuleuchten, spezielle
Vorurteile gegenüber der Sexualität behinderter Mädchen und Jungen (bzw. Frauen und
Männer), die sich um Begriffe wie Asexualität, sexuelle Neutralität u. ä. ranken, auszuräumen und die Ergebnisse im Sinne einer positiven Wertschätzung von sexueller Vielfalt auf der Basis der Ansätze der Queer-Theorie für die Inklusive Pädagogik nutzbar
zu machen. Insgesamt belegt die Studie die Bedeutung der Subjektperspektive für die
Umsetzung von Inklusion in die pädagogische Praxis. Alle relevanten gesellschaftlichen
Heterogenitätsdimensionen einschließlich Sexualität/Begehren werden angesprochen.
Mit den Potenzialen der Intersektionalitätsforschung und der Queer-Theorie kann es aus
Sicht der Verfasserinnen des vorliegenden Beitrags gelingen, die deutlich sichtbar werdenden Verhältnisse zwischen Privilegierung und Diskriminierung im Bildungswesen
machttheoretisch zu durchleuchten und für die Überwindung sozialer Ungleichheiten
einzutreten.
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4.3 Schlussbetrachtung: Potenziale einer Verknüpfung von Inklusiver
Pädagogik und Intersektionalitätsforschung (einschließlich QueerTheorie)
Die im vorliegenden Beitrag angestellten Überlegungen zu möglichen Verknüpfungspunkten zwischen Inklusiver Pädagogik und Intersektionalitätsforschung (einschließlich der Queer-Theorie) schließen mit der Einschätzung, dass sich die genannten wissenschaftlichen Ansätze gegenseitig bereichern und voneinander profitieren können.
Wenn es der Inklusiven Pädagogik darum gehen soll, dass eine gemeinsame Erziehung
und Bildung aller Kinder und Jugendlichen nicht nur deren unterschiedliche individuelle Fähigkeiten und Besonderheiten berücksichtigt, sondern auch auf ihre sozialen
Ungleichheitslagen eingeht, dann können dafür die wissenschaftlichen Ansätze der Intersektionalitätsforschung (einschließlich der Queer-Theorie) von analytischem Nutzen sein; denn diese geht gezielt auf die einzelnen Indikatoren sozialer Ungleichheit
und auf deren mögliche Wechselwirkungen ein und kann so die unterschiedlichsten
sozialen Gefüge im Bildungswesen (von vorschulischen Einrichtungen bis hin zu den
unterschiedlichen Schultypen) systematisch erfassen. Umgekehrt kann die Intersektionalitätsforschung einen Gewinn daraus ziehen, dass sie mit der Inklusiven Pädagogik
ein pädagogisches Praxisforschungsfeld erobert, auf dem einerseits alle gesellschaftlich
relevanten Strukturkategorien (Klasse, Geschlecht, Alter, Ethnizität, Behinderung) in
Wechselwirkung miteinander treten und andererseits für sie noch weitgehend unbearbeitete Strukturkategorien – wie etwa Behinderung und deren Binnendifferenzierungen
– ins Blickfeld geraten. Dabei können auf diesem Feld exemplarisch auch die (sich verändernden) Verhältnisse zwischen Normalität und Behinderung analysiert werden, die
einen Einblick in die Strukturen des ‚ableism‘ gewähren, durch die die gesellschaftlich
vorherrschenden Strukturen von ‚sexism‘ und ‚racism‘ analytisch zu ergänzen sind.
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Zu den Personen
Ulrike Schildmann, Prof. Dr., *1950, Univ.-Prof. i. R. der TU Dortmund, Fakultät Rehabilitationswissenschaften. Arbeitsschwerpunkte: Verhältnisse zwischen Behinderung und Geschlecht,
Normalismusforschung, inklusive Pädagogik, Intersektionalitätsforschung.
E-Mail: ulrike.schildmann@tu-dortmund.de
Sabrina Schramme, Dr. phil., *1984, Evangelische Hochschule Rheinland-Westfalen-Lippe,
Fachbereich Heilpädagogik und Pflege. Arbeitsschwerpunkte: Intersektionalitätsforschung, Umgang mit Heterogenität in der integrativen und inklusiven Pädagogik, Biografieforschung und
integrative Lebensverläufe.
E-Mail: schramme@evh-bochum.de
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https://bmcgeriatr.biomedcentral.com/counter/pdf/10.1186/s12877-024-04924-3
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English
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Exploring the knowledge and skills for effective family caregiving in elderly home care: a qualitative study
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BMC geriatrics
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© The Author(s) 2024. 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. Gebrezabher Niguse Hailu1*, Muntaha Abdelkader1, Feven Asfaw1 and Hailemariam Atsbeha Meles2 Gebrezabher Niguse Hailu1*, Muntaha Abdelkader1, Feven Asfaw1 and Hailemariam Atsbeha Meles2 Gebrezabher Niguse Hailu1*, Muntaha Abdelkader1, Feven Asfaw1 and Hailemariam Atsbeha Me BMC Geriatrics BMC Geriatrics Hailu et al. BMC Geriatrics (2024) 24:342
https://doi.org/10.1186/s12877-024-04924-3 Open Access Abstract Efforts should also be made to raise awareness about *Correspondence:
Gebrezabher Niguse Hailu
gebrezabher.niguse@mu.edu.et *Correspondence:
Gebrezabher Niguse Hailu
gebrezabher.niguse@mu.edu.et Correspondence:
Gebrezabher Niguse Hailu
gebrezabher.niguse@mu.edu.et
Full list of author information is available at the end of the article Full list of author information is available at the end of the article Full list of author information is available at the end of the article Abstract Background Family caregivers play a crucial role in providing physical, emotional, and social support to the elderly,
allowing them to maintain their independence and stay in their preferred living environment. However, family
caregivers face numerous challenges and require specific knowledge and skills to provide effective care. Therefore,
understanding the knowledge and skills required for effective family caregiving in elderly home care is vital to support
both the caregivers and the elderly recipients. Methods The research was carried out in Mekelle City, Ethiopia, utilizing the phenomenology study design
and purposive sampling technique. A total of twenty-two in-depth interviews were conducted. Individuals with
experience in providing care for elderly people in their homes were targeted. Data was gathered through the use of
an open-ended guide, transcribed word-for-word, inputted into ATLAS.ti8 software, and translated. Codes and themes
were then extracted from the transcribed data, and a thematic analysis was performed. To minimize personal biases,
the collected data were coded independently by the data collection assistants and the PI. The analysis was carried out
by authors who were not involved in the data collection process. The interviews were conducted in a quiet place. Results A total of 22 in-depth interviews were conducted as part of this research. The results indicated that
although the participants had knowledge about common health problems experienced by older people, they were
uninformed about how to manage these conditions at home and were unaware of specialized healthcare resources
for the elderly. Furthermore, they had limited knowledge about suitable exercise routines, strategies to prevent falls,
and home healthcare practices for older individuals. On the other hand, they exhibited a solid comprehension and
awareness of abusive behaviors specifically directed at older adults. Conclusion The results emphasized the importance of enhancing education and training for family caregivers
in handling elderly health issues, raising awareness about specialized healthcare services catered to the elderly,
improving understanding of activities of daily living (ADLs) and fall prevention, and offering inclusive training in
healthcare tasks related to elder care. Recommendation Participants should receive comprehensive education and training programs to enhance
their knowledge and skills in managing these conditions. Study area and periodh The research took place in Mekelle, which is a city located
in the Tigray region of northern Ethiopia. The study was
conducted between December 2022 and October 2023. Mekelle is both the capital and largest city in the region,
with a population of about 500,000 residents. The city is
situated at an altitude of 2,084 m (6,837 feet) above sea
level and is approximately 783 km (487 miles) away from
the Ethiopian capital of Addis Ababa. The older adult population suffers from poverty and
social isolation especially in developing country like Ethi
opia since many of them are retired and have scant or no
retirement plans or benefits. For example, a study on the
elderly conducted in Cameron revealed that older adults
are the most vulnerable and disadvantaged people in
society and are reliant on family members for their fun
damental requirements [7]. Source and study populations Source population All individuals who are over the age
of 18 and living in Mekelle city and responsible for taking
care of their elderly relatives in their homes. Study population All selected family care givers who
were responsible for providing care for their elderly loved
ones within their own homes. In sub-Saharan Africa, it is typical for the younger
spouse, (often the wife), children, or grandkids to be
responsible for caring for their elderly family members
[12].These family carers are required to help their elderly
family members with everyday tasks and guard against
elder abuse and falls [13–15].More broadly, they aid older Study design Phenomenological Study design was used to explore the
personal experiences, thoughts, feelings, and perceptions
of family caregivers in the context of providing care for
elderly individuals at home. Elderly family members who are unable to take care of
themselves are supported by family caregivers who offer
them physical, emotional, psychological, and occasionally
financial support [8]. The majorities of them, however,
perform this duty with little to no understanding of care,
assistance, or support [9] Family caregivers who lack suf
ficient understanding may unintentionally injure their
loved ones and sometimes even themselves [10, 11]. © The Author(s) 2024. 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. (2024) 24:342 Page 2 of 7 ailu et al. BMC Geriatrics (2024) 24:342 Hailu et al. BMC Geriatrics the availability of geriatric hospitals or specialized nurses for the elderly. Participants need to be educated about
suitable exercise routines for the elderly and fall prevention strategies. Healthcare skills training is also necessary for
participants, focusing on activities such as wound dressing, vital sign monitoring, and establishing a specific schedule
for changing positions. Keywords Family caregiving, Elderly home care, Knowledge, Skills, Qualitative study Introduction family members who are unable to care for themselves by
providing physical, emotional, psychological, and occa
sionally financial support [8]. Healthy aging is a constant process that improves the
person’s health and quality of life [1]. i
Ethiopian traditional beliefs presuppose that younger
family members will care for the elderly. Families, includ
ing children and relatives, are expected to care for the
elderly, thus helping them is seen as a blessing and a good
opportunity for kids. However, the majority of the fam
ily care givers in sub-Saharan Africa, including Ethiopia
carry out this function with little to no knowledge of
care, aid, or support [8, 9]. Thus, exploring family care
giver’s knowledge and skills for effective family caregiving
in elderly home care using qualitative study to gather rich
and detailed information that goes beyond numerical
data is paramount important to take further action about
caring of older adults at home. According to a UN estimate on the world’s population
outlook, by 2050, more than 63% of the world’s popula
tion—or approximately 22% of all people—will be 60
years of age or older and more than 63% will reside in
Africa [2]. Caregiving becomes increasingly complicated and
difficult as people age because of chronic illnesses and
ongoing loss of mental and physical independence [3]. Furthermore, research indicates that more than 70% of
persons 60 and older view old age as a nightmare, a time
of uncertainty about the future, and a time when they
must rely on others for nearly everything [4].h The family-centered care paradigm was famously cre
ated in pediatrics and has now been applied to various
fields, such as cancer, HIV, palliative care, and hospice
care [5]. It is currently being modified for the care of vul
nerable older individuals. Through information exchange,
involvement in decision-making, and cooperation in the
formulation of policies and programs, patient and family
knowledge, values, beliefs, and cultural backgrounds are
incorporated into the planning and delivery of treatment
[6].hf Sample size determinationh The sample size was determined by the level of satura
tion. Twenty two study participants were used for in-
depth interview. Page 3 of 7 Hailu et al. BMC Geriatrics (2024) 24:342 Hailu et al. BMC Geriatrics (2024) 24:342 Hailu et al. BMC Geriatrics Results A total of twenty two individuals were participated in the
study (Table 1). The results of the study were summa
rized in to five thematic areas: Awareness of participants
on common elderly health conditions and their home
based management care, Awareness of study participants
on availability of elderly care resources, Awareness on
practice of ADLs and fall prevention, awareness towards
practices related to simple and highly skilled healthcare
activities, and awareness on abuse related practices. We used a purposive sampling technique, which is non-
probability, to select participants for our study. We spe
cifically targeted individuals with experience in providing
care for elderly people in their homes. To find these par
ticipants, we reached out to healthcare professionals like
doctors, nurses, and social workers who regularly inter
act with elderly patients. Community events related to
elderly care and family caregiving also allowed us to con
nect with potential participants. Additionally, we made
use of online platforms, such as social media groups
focused on family caregiving or elderly care, in order to
reach a larger audience. Data quality assurance y
Before starting the actual work, open-ended guiding
questions were prepared and discussed with experts. Data collection assistants were trained to take notes and
record using a tape recorder for one day. The use of an
open-ended guiding question helped prevent dominance
from participants. After each day of data collection, a
debriefing session was conducted by the data collec
tion assistants and the principal investigator (PI). The
recorded data were read, re-read, and transcribed by
both the researchers and data collection assistants sepa
rately to ensure data reliability. To minimize personal
biases, the collected data were coded independently by
the data collection assistants and the PI. The analysis was
carried out by authors who were not involved in the data
collection process. The interviews were conducted in a
quiet place. “…….Joint pain is a common health condition among
the elderly. My mother often complains about her
knees and hip joints hurting, particularly during
long periods of walking or standing. While I pro
vide her with exercises, I am unsure about the most
appropriate type of exercise to alleviate her pain. I
know also some other common elderly health con
ditions like diabetes, high blood pressure and eye
problems…….P1”. “I have observed instances of forgetfulness and
memory loss not only in my father but also in sev
eral other elderly individuals. It is quite common for
him to misplace his belongings frequently or repeat
edly ask the same question……… This issue poses a
significant challenge for me as I am uncertain about
how to effectively manage and assist him with this
problem on my own. Additional support and guid
ance are desperately needed in order to address this
situation adequately…P7”. Awareness of participants towards common health
conditions and their home based management care Concerning the awareness of participants regarding com
mon health conditions in elders, participants showed a
good understanding. They mentioned nearly all of the
common health conditions that affect elders. However,
most participants lacked knowledge about how to man
age these conditions properly. Caregivers, based on their
opinions, have a widespread awareness of the common
health conditions that affect elderly individuals. Condi
tions such as joint pain, forgetfulness and memory loss,
visual impairment, hearing loss, and age-related muscle
weakness were among those mentioned. However, what
is particularly notable is the lack of knowledge regard
ing the management of these conditions. The partici
pants expressed uncertainty about selecting appropriate
exercises for joint pain, effectively managing forgetful
ness and memory loss, providing assistance beyond clear
communication for hearing loss, and measuring blood
pressure. Data collection method We developed and translated an open-ended English
guide into the local language, Tigrigna, with the assis
tance of experts. Two experienced research assistants
helped with the data collection process as data collection
assistants. One assistant used a tape recorder to record
interviews, while the other took notes. The PI moderated
the data collection process. In-depth interviews were
conducted to gather thorough information on the experi
ences, perspectives, and insights of family caregivers who
provide care for elderly individuals in their homes. Data analysis and presentationh The information was gathered using a tape recorder and
notes. It was later transcribed, entered into Atlas-ti8, and
translated. Codes were generated and organized, eventu
ally leading to the formation of five themes. The thematic
analysis approach was employed, and the outcome was
presented in both written form and as a table. “My father is experiencing respiratory conditions,
and I am also aware that high blood pressure is com
mon among older individuals……. I have noticed Page 4 of 7 Page 4 of 7 Hailu et al. BMC Geriatrics (2024) 24:342 Hailu et al. BMC Geriatrics (2024) 24:342 several instances where it remains undetected until
it causes significant health problems……….Unfor
tunately, we do not have a blood pressure measur
ing device at home and I have no any clue how to
measure it, so I am unable to check my father’s blood
pressure. However, when I take him to the hospital
for his other health concerns, they do measure his
blood pressure during the check-up….P10”. idea if there are specific geriatric hospitals or specialized
nurses for the elderly….P2”. However, they were aware of the presence of non-
governmental organizations and social care services that
offer assistance and support for the elderly population. f
“Yes, I was aware of the existence of non-governmental
organizations and social care services that offer assistance
and care for the elderly. In fact, I have personally utilized
some of these services for my aging parents………. These
organizations provide various forms of support, such as
in-home care, transportation assistance, and respite ser
vices. They have been a valuable resource for my family,
helping us ensure that our elderly loved ones receive the
necessary care and support they need…… P4”. One participant demonstrated a good understanding and
proactive approach towards managing his grandmother’s
visual impairment caused by age-related eye problems. But nevertheless, the participant lacked knowledge and
understanding on management of other common health
conditions experienced by older adults such as joint pain,
neck and back pain, memory loss, and chronic diseases. “………….Certainly, I have knowledge about the presence
of non-governmental organizations and social care ser
vices that offer assistance and care for the elderly. When
my grandmother required more support than our family
could provide on our own, we explored these services and
found several reputable organizations that support elders. They offer services such as personal care, meal prepara
tion, and even companionship for the elderly. Awareness on practices of ADLs and fall prevention Another one participant has also demonstrated aware
ness and proactive measures in managing his father’s
health condition related to age-related muscle weakness. By installing handrails and providing a walker, he has sig
nificantly improved his father’s mobility and independent
functioning. Study participants were actively involved in assisting
their elder family members with certain activities of daily
living (ADLs) such as cooking meals, washing clothes,
and bathing. “……….As a family caregiver, I take care of my aging
loved one by cooking meals, washing their clothes,
and ensuring they receive proper assistance with
bathing….P16.” “……….As a family caregiver, I take care of my aging
loved one by cooking meals, washing their clothes,
and ensuring they receive proper assistance with
bathing….P16.” “My father has difficulties walking due to age-related
muscle weakness. He often requires assistance with
activities like climbing stairs or getting in and out of
bed. I have installed handrails around the house and
provided him with a walker, significantly improving
his mobility…P15.” “I have taken on the responsibility of cooking meals,
washing my elderly family member’s clothes, and helping
them with bathing to ensure their comfort and well-being
in their home….P1.” But nevertheless, they lacked knowledge about suitable
exercise routines for the elderly and, therefore, do not
provide any assistance in that aspect. But nevertheless, they lacked knowledge about suitable
exercise routines for the elderly and, therefore, do not
provide any assistance in that aspect. Data analysis and presentationh The avail
ability of these organizations has been a great relief for
families like ours, as they provide professional caregivers
who contribute to the overall well-being and quality of life
of the elderly population……P8”. “…………….My grandmother suffers from visual
impairment caused by age-related eye problems. She
experiences difficulty in reading or recognizing faces
from a distance. To effectively manage this condi
tion, I ensure her eyeglasses are clean and take her
for regular eye check-ups. I know also many other
cases which are common in older adults although, I
have no clue about their management. For example:
joint pain, neck and back pain, memory loss, and
chronic diseases….P6”. Awareness of study participants on availability of Elderly
Care resourcesh Additionally, they
stress the responsibility of providing attention and care,
rejecting the notion of ignoring elders. “….To be honest, I never really thought about the safety
aspects of the home in relation to the elderly. I didn’t make
any specific changes or modifications to prevent accidents
or accommodate their needs…P13”. Awareness of study participants on availability of Elderly
Care resourcesh “……I didn’t know that there were limits to the elderly’s
exercise capacity. I just assumed they would let me know
if something was too much for them. I never actively
engaged them in exercise or encouraged any physical
activities….P17.” “……I didn’t know that there were limits to the elderly’s
exercise capacity. I just assumed they would let me know
if something was too much for them. I never actively
engaged them in exercise or encouraged any physical
activities….P17.” The participants have expressed a lack of awareness
regarding the availability of geriatric hospitals or special
ized nurses for the elderly. They acknowledged their lim
ited knowledge and stated that they had not come across
any specific resources or services catering to elderly care. “……………As far as my knowledge goes, I don’t think there
are geriatric hospitals. I haven’t come across any infor
mation or services specifically focused on elderly care. I
know there are general hospitals and nurses, but I have no The participants have expressed a lack of awareness
regarding the availability of geriatric hospitals or special
ized nurses for the elderly. They acknowledged their lim
ited knowledge and stated that they had not come across
any specific resources or services catering to elderly care. “Exercise routines?…. I guess I never thought much
about it. I mean, they’re old, so I didn’t think they need
much physical activity. I haven’t made any specific mea
sures to ensure their safety or meet their needs in terms of
exercise….P22.” “Exercise routines?…. I guess I never thought much
about it. I mean, they’re old, so I didn’t think they need
much physical activity. I haven’t made any specific mea
sures to ensure their safety or meet their needs in terms of
exercise….P22.” i
“……………As far as my knowledge goes, I don’t think there
are geriatric hospitals. I haven’t come across any infor
mation or services specifically focused on elderly care. I
know there are general hospitals and nurses, but I have no Page 5 of 7 Hailu et al. BMC Geriatrics (2024) 24:342 One has expressed with limited awareness of home
arrangements with the elderly consideration. the significance of providing proper nourishment and
addressing dietary needs, highlighting the harm of
neglecting the elderly’s access to healthy meals. Respect
ful and calm communication is advocated to avoid any
emotional or mental harm to elders. Discussionhi The findings of this qualitative study highlight several
important gaps in knowledge and skills among family
caregivers in elderly home care. The participants dem
onstrated a good understanding of common health con
ditions affecting elders, indicating a basic foundation of
knowledge in this area. However, they lacked knowledge
about proper management of these conditions, sug
gesting a need for education and training to improve
their caregiving abilities. This finding aligns with previ
ous research, which has also identified knowledge gaps
among family caregivers in areas such as medication
management and symptom control [16].i No, I am not aware of any specific healthcare activi
ties related to wound dressing or changing positions
frequently to prevent becoming bedridden. I only
change the position when my elderly family member
asks for it and change the soiled linens as soon as
they get soiled.P7. One notable gap identified in this study is the lack of
awareness regarding the availability of geriatric hospi
tals or specialized nurses for the elderly. This suggests
that participants may be unaware of the resources and
support services available to them, which could impact
their ability to provide optimal care for their elderly rela
tives. Improving awareness of these resources is therefore
crucial to ensure that family caregivers are accessing the
necessary support to fulfill their caregiving responsibili
ties effectively. Previous studies have also highlighted the
importance of providing information and education to
family caregivers about available resources and services
[17]. “I don’t have the knowledge or skills to monitor vital signs
or perform wound dressing at home. I do change the posi
tions of my elderly family member when they request it,
but I am not aware of the specific time intervals when to
change….P20”. Awareness towards practices related to simple and highly
skilled healthcare activitiesi “I believe that abuse towards our elders is completely
unacceptable……… I have never resorted to beating
my elderly parents as a means of control or discipline. Instead, I try to communicate with them calmly and find
peaceful solutions to any issues that may arise….P3.” Participants in the study fulfilled their duty of look
ing after their elderly family member by complying with
the doctor’s instructions and ensuring that the recom
mended medications were taken as instructed. Their
dedication involved following the prescribed dosage and
timing to ensure their family member derived the utmost
advantage from the medication. Additionally, the partici
pants showed their support by accompanying the elderly
family member to medical appointments. “…………Refusing food to our elders is a form of neglect
and abuse. I strongly believe in providing nourishment
and taking care of their dietary needs. It is vital to ensure
that they have access to healthy and balanced meals to
maintain their well-being….P21”. “Yelling at our elders is not only disrespectful but also
harmful to their mental and emotional health. I always
try to maintain a calm and patient demeanor when
communicating with my elders, even in challenging
situations….P9”. “I always make sure to give the prescribed medications
to my elderly mother member as per the doctor’s instruc
tions………. I try my best to follow the dosage and timing
mentioned on the prescription…P18”. “……………Taking my elderly family member for doc
tor’s appointments is an important responsibility for me. I make sure to accompany them and ask relevant ques
tions to the doctor regarding their health condition and
medication…….P10”. “I believe it is our responsibility to provide proper atten
tion and care to our elders. Ignoring them is simply not an
option…………. I dedicate time every day to spend qual
ity moments with them, listen to their stories, and address
their concerns….P11.” However, they lacked knowledge and skills in home
based healthcare activities such as wound dressing,
monitoring vital signs, and establishing a specific sched
ule for changing positions. While they strived to meet
their family members’ requests for position changes and
the changing of soiled linens, they were not necessarily
adhering to a specific time interval. Awareness on abuse related practices The care givers had a strong awareness and understand
ing of abuse-related practices towards elders. They
condemn any form of physical abuse, such as beating,
and emphasize the importance of communication and
peaceful resolution of conflicts. They also recognize Hailu et al. BMC Geriatrics (2024) 24:342 Page 6 of 7 Hailu et al. BMC Geriatrics (2024) 24:342 Hailu et al. BMC Geriatrics Table 1 Socio demographic characteristics of study participants
n(22)
Variables
Category
Frequency
Age
26–44
8
45–59
14
Gender
Male
8
female
14
Marital status
Married
19
Single
2
Divorced
1
Kebelle
Ayder
7
Adishumdhun
4
05
5
Adihaki
1
Adihawsi
2
17
2
11
1
NB: Kebelle is a place where the study participants reside in or came from. Another significant gap identified in this study is the
lack of awareness and knowledge about suitable exercise
routines for the elderly activities on daily living (ADLs)
and fall prevention. ADLs are essential for maintaining
independence and quality of life among elderly individu
als, and family caregivers have a crucial role in assisting
with these activities. Similarly, fall prevention is vital to
prevent injuries and maintain the well-being of elderly
individuals. Addressing this knowledge gap is essential to
ensure that family caregivers are equipped with the nec
essary skills to promote independence and prevent acci
dents. Previous studies have emphasized the importance
of caregiver education and training in ADLs and fall pre
vention [18]. Furthermore, participants in this study exhibited insuf
ficient knowledge and skills in healthcare activities such
as wound dressing, monitoring vital signs, and estab
lishing a specific schedule for changing positions. These
activities are critical for maintaining the health and
well-being of elderly individuals, particularly those with
chronic illnesses or physical limitations. Providing educa
tion and training on these healthcare activities is crucial
to enhance the caregiving skills of family caregivers and
ensure the provision of adequate medical care at home. of geriatric hospitals or specialized nurses for the elderly. Moreover, there was a notable lack of awareness and
knowledge regarding practices related to activities of
daily living (ADLs) and fall prevention. Additionally, par
ticipants exhibited insufficient knowledge and skills in
healthcare activities such as wound dressing, monitor
ing vital signs, and establishing a specific schedule for
changing positions. Despite these gaps, most participants
demonstrated a strong awareness and understanding of
abuse-related practices towards older adults. Recommendation
P
i i
h Participants should receive comprehensive education
and training programs to enhance their knowledge and
skills in managing these conditions. This includes learn
ing proper management techniques, understanding avail
able healthcare resources, and being aware of specialized
care options for older adults. Efforts should also be made
to raise awareness about the availability of geriatric hos
pitals or specialized nurses for the elderly. Participants
need to be educated about suitable exercise routines
for the elderly and fall prevention strategies. Healthcare
skills training is also necessary for participants, focusing
on activities such as wound dressing, vital sign monitor
ing, and establishing a specific schedule for changing
positions. Abbreviations Abbreviations
ADLs
Activity of Daily living
HIV
Human immune virus
IRB
Institutional review board
PI
Principal investigator
UN
United Nation Awareness on abuse related practices Despite these knowledge and skills gaps, it is encourag
ing to note that most participants demonstrated a strong
awareness and understanding of abuse-related practices
towards older adults. This highlights the importance of
recognizing and addressing elder abuse, as family care
givers are in a unique position to detect and prevent such
abuse. However, further research is needed to explore the
specific actions and strategies that family caregivers can
employ to effectively address elder abuse. Conclusionh The results indicate that while participants showed a
good understanding of common health conditions affect
ing elders, they lacked knowledge about managing these
conditions properly. Participants also expressed a lack of
awareness regarding the availability of geriatric hospi
tals or specialized nurses for the elderly. There was also
a lack of awareness and knowledge about suitable exer
cise routines for the elderly on activities of daily living
(ADLs) and fall prevention. Furthermore, participants
lacked knowledge and skills in healthcare activities such
as wound dressing, monitoring vital signs, and establish
ing a specific schedule for changing positions. However,
most participants had a strong awareness and under
standing of abuse-related practices towards elders. In
conclusion, the study reveals that participants possess a
solid understanding of common health conditions affect
ing the elderly but lack knowledge about proper man
agement of these conditions. Furthermore, participants
expressed a lack of awareness regarding the availability Received: 20 November 2023 / Accepted: 27 March 2024 Received: 20 November 2023 / Accepted: 27 March 2024 18. Shah F, Rahman H, Hadjistavropoulos H. Caregiver training programs
to improve elder care quality: A systematic review. Geriatric Nursing. 2019;40(1):64–77. (Shah 2019). Declarations 11. Robert MM, David A, Nicewander HQ, David JB. Improving quality and reduc
ing inequities: a challenge in achieving best care. Proc Bayl Univ MedCent. 2006;19:103–18. Data availability
h d
d The datasets used and/or analysed during the current study available from the
corresponding author on reasonable request. •. 9. Gibson MJ, Kelly KA, Kaplan AK. Family caregiving and transitional care: a criti
cal review. Family caregiver alliance. National Centre on Care Giving; 2012. 9. Gibson MJ, Kelly KA, Kaplan AK. Family caregiving and transitional care: a criti
cal review. Family caregiver alliance. National Centre on Care Giving; 2012. 10. Ballard DJ, Spreadbury B, Hopkins RS. Health care quality improvement across
the baylor health care system: the first century. Proc Bayl Univ Med Cent. 2004;17:277–88. 10. Ballard DJ, Spreadbury B, Hopkins RS. Health care quality improvement across
the baylor health care system: the first century. Proc Bayl Univ Med Cent. 2004;17:277–88. Acknowledgements g
We sincerely appreciate Mekelle University and want to express our deep
gratitude to them. Furthermore, we wish to acknowledge and express our Page 7 of 7 (2024) 24:342 Hailu et al. BMC Geriatrics (2024) 24:342 Hailu et al. BMC Geriatrics 4. Eboiyehi FA. The perception of old age: it’s implication for care and support
for the aged among the Esan of South-South Nigeria. J Inter Social Res. 2015;8:340. 4. Eboiyehi FA. The perception of old age: it’s implication for care and support
for the aged among the Esan of South-South Nigeria. J Inter Social Res. 2015;8:340. gratitude to the data collectors and study participants for their cooperation
and willingness. No funding. 8. National Alliance for Caregiving. (2010) Care for the family caregiver: a place
to start: The White House Conference on Aging. Emblem health. 8. National Alliance for Caregiving. (2010) Care for the family caregiver: a place
to start: The White House Conference on Aging. Emblem health. 8. National Alliance for Caregiving. (2010) Care for the family caregiv Ethics approval and consent to participate Ethical clearance has been received from Mekelle university, Intuitional review
board (IRB). Informed consent was received from the study participants. Participants were fully informed about the study’s purpose, procedures,
potential risks, and benefits before they decided to participate voluntarily. Participants’ personal information and data were kept confidential and only
disclosed as required by legal and ethical guidelines. 12. McDaniel SH, Pisani ARI. Multiple dimensions of caregiving and
disability:research, practice, policy and caregiving. New York, USA: Springer
Science & Business Media; 2012. 13. Help Age International. Elder abuse in the healthcare services in Kenya. Kenya; 2001. 14. . WHO (2006) Global report on falls prevention in older age. Geneva: World
Health Organisation. Consent for publication 16. Smith AE, Tyerman J. Knowledge, experience and education of family carers
supporting someone living with a chronic illness or disability: a qualitative
study. J Community Health. 2019;44(5):899–908. (Smith & Tyerman, 2019). Not applicable as there is no image or other confidentiality related issues. Competing interests The authors declare no competing interests. 15. Blake A. Falls by elderly people at home: prevalence and associated factors. Age Ageing. 2017;17:365–72. Author details
1 17. Reinhard SC, Given B, Petlick NH et al. Supporting Family Caregivers in
Providing Care. In: Hughes RG, ed. Patient Safety and Quality: An Evidence-
Based Handbook for Nurses. Rockville (MD): Agency for Healthcare Research
and Quality (US); 2008. Chapter 28. https://www.ncbi.nlm.nih.gov/books/
NBK2664/ (Reinhard 2008). 17. Reinhard SC, Given B, Petlick NH et al. Supporting Family Caregivers in
Providing Care. In: Hughes RG, ed. Patient Safety and Quality: An Evidence-
Based Handbook for Nurses. Rockville (MD): Agency for Healthcare Research
and Quality (US); 2008. Chapter 28. https://www.ncbi.nlm.nih.gov/books/
NBK2664/ (Reinhard 2008). 1School of Nursing, Mekelle University, Mekelle, Ethiopia
2School of Public Health, Department of Health Informatics, Mekelle
University, Mekelle, Ethiopia Author contributions 5. Kovacs PJ, Bellin MH, Fauri DP. Family-Centered Care: A Resource of Social
Work in End-of-Life and Palliative Care. Journal of Social Work in End-of-Life &
Palliative Care. Vol. 2 (1), 2006. 5. Kovacs PJ, Bellin MH, Fauri DP. Family-Centered Care: A Resource of Social
Work in End-of-Life and Palliative Care. Journal of Social Work in End-of-Life &
Palliative Care. Vol. 2 (1), 2006. Gebrezabher Niguse Hailu: Supervision, Transcription and translation,
inception and design; Muntaha Abdelkader: Tape recording, transcription;
Feven Asfaw: Taking note, transcription, translation, design; Hailemariam
Atsbeha: Transcription, translation, analysis, inception and design. 6. Institute for Patient- and Family-Centered Care. Frequently-Asked Questions
Accessed April 2, 2012. 7. Bassah N, Ubenoh US, Palle JN. An exploratory study of the knowledge and
practices of family caregivers in the care of the elderly at home in the Buea
Health District, Cameroon. J Gerontol Geriatr Res. 2018;7(473):2. 3.
Davis LL, Gilliss CL, Harper MS. (2011) Family caregiving: implications for
rural practice, policy, education, and research. Rural Caregiving in the United
States pp: 19–31. References 1. Joseph LM. Aging in place: interprofessional approaches to Empower Infor
mal caregivers. J Nurse Practitioners. 2023;19(1):104412. 2. WHO. (2015) GSAP Age Health Draft: Global strategy and action plan on age
ing and health. 3. Davis LL, Gilliss CL, Harper MS. (2011) Family caregiving: implications for
rural practice, policy, education, and research. Rural Caregiving in the United
States pp: 19–31. 1. Joseph LM. Aging in place: interprofessional approaches to Empower Infor
mal caregivers. J Nurse Practitioners. 2023;19(1):104412. 1. Joseph LM. Aging in place: interprofessional approaches to Empower Infor
mal caregivers. J Nurse Practitioners. 2023;19(1):104412. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 2. WHO. (2015) GSAP Age Health Draft: Global strategy and action plan on age
ing and health. 3. Davis LL, Gilliss CL, Harper MS. (2011) Family caregiving: implications for
rural practice, policy, education, and research. Rural Caregiving in the United
States pp: 19–31.
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https://openalex.org/W2619324418
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|
English
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Characterization of meta-Cresol Purple for spectrophotometric pH measurements in saline and hypersaline media at sub-zero temperatures
|
Scientific reports
| 2,017
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cc-by
| 9,728
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Characterization of meta-Cresol
Purple for spectrophotometric
pH measurements in saline and
hypersaline media at sub-zero
temperatures
Socratis Loucaides1,2, Victoire M. C. Rèrolle2, Stathys Papadimitriou3, Hilary Kennedy3,
MatthewC Mowlem2 AndrewG Dickson4 MarthaGledhill1,5 & Eric P Achterberg1,5 Received: 2 August 2016
Accepted: 13 April 2017
Published: xx xx xxxx Received: 2 August 2016
Accepted: 13 April 2017
Published: xx xx xxxx Socratis Loucaides1,2, Victoire M. C. Rèrolle2, Stathys Papadimitriou3, Hilary Kennedy3,
Matthew C. Mowlem2, Andrew G. Dickson4, Martha Gledhill1,5 & Eric P. Achterberg1,5 Accurate pH measurements in polar waters and sea ice brines require pH indicator dyes characterized
at near-zero and below-zero temperatures and high salinities. We present experimentally determined
physical and chemical characteristics of purified meta-Cresol Purple (mCP) pH indicator dye suitable for
pH measurements in seawater and conservative seawater-derived brines at salinities (S) between 35 and
100 and temperatures (T) between their freezing point and 298.15 K (25 °C). Within this temperature
and salinity range, using purified mCP and a novel thermostated spectrophotometric device, the pH on
the total scale (pHT) can be calculated from direct measurements of the absorbance ratio R of the dye in
natural samples as = −
+
−
−
pH
k e
R
e
R
log
log
1
(
)
T
T
e
e
2
2
1
3
2 = −
+
−
−
pH
k e
R
e
R
log
log
1
(
)
T
T
e
e
2
2
1
3
2 Based on the mCP characterization in these extended conditions, the temperature and salinity dependence
of the molar absorptivity ratios and −
k e
log(
)
T
2
2 of purified mCP is described by the following functions:
e1 = −0.004363 + 3.598 × 10−5T, e3/e2 = −0.016224 + 2.42851 × 10−4T + 5.05663 × 10−5(S − 35), and
−
k e
log(
)
T
2
2 = −319.8369 + 0.688159 S −0.00018374 S2 + (10508.724 − 32.9599 S + 0.059082S2)
T−1 + (55.54253 − 0.101639 S) ln T −0.08112151T. This work takes the characterisation of mCP beyond the
currently available ranges of 278.15 K ≤ T ≤ 308.15 K and 20 ≤ S ≤ 40 in natural seawater, thereby allowing
high quality pHT measurements in polar systems. About half of the anthropogenic carbon dioxide (CO2) released to the atmosphere since the industrial revolution
has been absorbed by the oceans1. This process continues today and buffers atmospheric CO2 levels, thereby
partly alleviating global warming. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Received: 2 August 2016
Accepted: 13 April 2017
Published: xx xx xxxx www.nature.com/scientificreports/ www.nature.com/scientificreports/ saturation states of calcite and aragonite7, 8. The contemporary ocean shows the lowest buffering capacity (highest
Revelle factor) in polar waters9, and it is projected that by the end of the century these regions will become under-
saturated with respect to aragonite10, 11.l p
g
Although high latitude waters contribute disproportionally to the oceanic CO2 uptake5, 12, the flux estimates
are based on data available from periods of seasonal sea ice retreat and parts of the ocean which are ice-free13. Over the last few years the role of sea ice processes in CO2 cycling has been increasingly recognised. Sea ice is
a porous medium and within its pores and channels are gas pockets and residual high ionic strength liquids
(brines) at thermal equilibrium with the ice14. The brine, enriched in seawater solutes rejected from the ice during
freezing14, is the habitat of sympagic phototrophic and heterotrophic organisms15, 16. It has been estimated that in
first- and multi-year ice packs of the Southern Ocean, primary production results in the fixation of 36 Tg C yr−1
into biomass17. It is now accepted that the sea ice pack and land fast ice are to a measurable extent CO2 permea-
ble and that internal physical, chemical, and biological processes taking place during ice formation and melting
may play a significant role in CO2 cycling in high latitude oceans18–20. For example, gravity drainage of CO2-rich
brines during ice formation may be a significant and so far unaccounted sink of dissolved inorganic carbon
(DIC) in surface waters with estimates in the order of 200–500 Tg C yr−1 for the (Arctic and Antarctic) polar
oceans21. Carbonate mineral precipitation in brines during ice formation may present a potentially significant
source of total alkalinity (TA) to polar surface waters following their dissolution when sea ice melts, generating
an additional sink (~33–83 Tg C yr−1) of atmospheric CO2, which is equivalent to 17–42% of the air-sea CO2 flux
in open high latitude ocean waters22. In addition to these mechanisms (gravity drainage, CaCO3 formation in sea
ice), based on recent direct measurements of the CO2 exchange between sea ice and the atmosphere as a function
of ice temperature, the Antarctic ice pack, during seasonal warming, was estimated to take up the equivalent of
58% of the atmospheric CO2 uptake of the open Southern Ocean surface waters south of 50°S23. www.nature.com/scientificreports/ The interplay
between biological and physicochemical processes makes carbonate chemistry within sea ice highly complex,
leading to strong gradients in pH between the ice and underlying waters with potentially significant impacts on
ocean-atmosphere CO2 fluxes15, 18, 24–26. p
2l
Our ability to characterize the marine carbonate system in open ocean waters has undergone major advance-
ments during the last few decades, but our understanding of CO2 cycling in ice brine conditions remains limited
due to theoretical and methodological constraints25. Sea ice brines exhibit a much wider range of salinity (S) and
temperature (T) changes within short temporal and spatial scales than the open ocean. Specifically, brine S-T con-
ditions in sea ice extend to the hypersaline region (S > 100) at temperatures much colder than the freezing tem-
peratures of seawater (271.23 K at S = 35 and 0 dbar pressure)18, 20, 27. Such large ranges in T and S make the use
of traditional ex situ pH and pCO2 (partial pressure of CO2) measurement techniques a challenge, because in situ
temperature corrections are required post-analysis using relationships and constants that have not been validated
for below- zero temperatures. The most robust method for back-calculating pH and pCO2 to in situ T relies on the
solution of a thermodynamic model that describes the marine CO2 system28. This requires the knowledge of the
first and second acidity constant of carbonic acid at in situ T and S. Empirical data for these constants, however,
are not available to date for T < 274.15 K and S > 50 in natural seawater while non-linear extrapolation to low T
and high S can potentially result in large errors in calculated pH and pCO2 values29. g
p
y
g
p
p
2
Experimental determination of the carbonic acid acidity constants can be facilitated by measurements of all
four variables (DIC, TA, pH, pCO2) of the marine carbonate system at the S and T of interest. Although meas-
urements of TA, DIC, and pCO2 at sub-zero temperatures and hyper-saline conditions are possible using current
methodologies and instrumentation28, spectrophotometric pH measurements are limited to the range of condi-
tions for which indicators have been characterised. For example, the characterization of the commonly used indi-
cator dye meta-Cresol Purple (mCP) is only valid for 278.15 K ≤ T ≤ 308.15 K and 20 ≤ S ≤ 4030, 31. www.nature.com/scientificreports/ Furthermore,
pH measurements at low temperatures using conventional optical apparatus (spectrophotometers, glass cells,
lenses etc.) are highly problematic due to the formation of condensation along the optical path.h )
g y p
g
p
p
The purpose of this work was to facilitate pH measurements in cold and hypersaline conditions, such as
those encountered in the oceanic cryosphere. To this end, we extended the characterization of the pH indicator
mCP (in its purified form) to below-zero temperatures down to the freezing point (267.15 K) of S = 100 brines. The salinity maximum and temperature minimum were set by the S-T range in natural sea ice brines with con-
servative ionic composition and inter-ionic ratios relative to surface oceanic water. This development became
possible by the recent electrochemical characterization of the pH of the Tris/HCl buffer system32 and the use of a
novel, custom-made microfluidic spectrophotometric system. The lens-less design of the microfluidic chip pre-
vents condensation and is thus ideal for pH measurements at a lower range of temperatures. Our work facilitates
high quality in-situ measurements of pH, thereby furthering our understanding of the carbonate system in polar
aquatic environments. Characterization of meta-Cresol
Purple for spectrophotometric
pH measurements in saline and
hypersaline media at sub-zero
temperatures
Socratis Loucaides1,2, Victoire M. C. Rèrolle2, Stathys Papadimitriou3, Hilary Kennedy3,
MatthewC Mowlem2 AndrewG Dickson4 MarthaGledhill1,5 & Eric P Achterberg1,5 The influx of CO2 into the ocean causes acidification of surface waters and
leads to a decline in the saturation states of carbonate minerals (i.e. aragonite and calcite), posing a threat to
marine calcifying species2–4. The capacity of ocean waters to absorb CO2 increases towards the poles because of
the higher solubility of gasses at lower temperatures5. High freshwater inputs into polar waters, from ice and snow
melt, reduce the seawater’s buffering capacity, as indicated by the Revelle factor6, leading to a decline in pH and 1University of Southampton, Waterfront Campus, Southampton, SO14 3ZH, UK. 2National Oceanography Centre,
European Way, Southampton, SO14 3ZH, UK. 3Ocean Sciences, College of Natural Sciences, Bangor University,
Menai Bridge, LL59 5AB, UK. 4Marine Physical Laboratory, Scripps Institution of Oceanography, University of
California, San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0244, USA. 5GEOMAR Helmholtz Centre for Ocean
Research, 24148, Kiel, Germany. Correspondence and requests for materials should be addressed to S.L. (email:
s.loucaides@noc.ac.uk) Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 1 Methods
ifi
i Sulfonephthaleine pH indicator dyes are weak acids (H2I) where the acidic
and basic components exhibit different colours and, therefore, absorb light at distinctly different wavelengths. For
mCP, H2I is pink, HI− is yellow and I−2 is purple. The relative distribution of the indicator species is pH-dependent
and can be expressed in terms of chemical equilibria with corresponding dissociation constants: +
⇔
=
−
+
+
−
HI
H
H I
K
H I
H
HI
[
]
[
][
]
,
(1)
T
2
1
2
+
⇔
=
−
+
−
−
+
−
I
H
HI
K
HI
H
I
[
]
[
][
]
,
(2)
T
2
2
2 +
⇔
=
−
+
+
−
HI
H
H I
K
H I
H
HI
[
]
[
][
]
,
(1)
T
2
1
2 (1) +
⇔
=
−
+
−
−
+
−
I
H
HI
K
HI
H
I
[
]
[
][
]
,
(2)
T
2
2
2 (2) where brackets denote concentration. At typical surface seawater pH (~8.1), mCP is present only as I−2 and
HI− because pK1
T ~2 and pK2
T~ 8. At a sample pH close to the log of the indicator’s second dissociation constant
(pK2
T), pH can be measured with considerable accuracy (better than 0.001) by measuring light absorption at
the wavelengths of maximum absorbance of the acidic (HI−) and basic (I−) indicator species (434 and 578 nm,
respectively).h p
y
Measurements of pH using indicator dyes require that their optical properties are carefully characterized. The
characterization of mCP involves the determination under different T and S conditions of the molar absorptivity
constants (εi
λ) of each indicator species (i) at wavelengths (λ) of 434 and 578 nm and the second dissociation
constant K2
T (equation 2). Methods
ifi
i Purification of meta-Cresol Purple. The mCP indicator dye was obtained as a sodium salt (Acros
Organics). The indicator was purified using the preparative HPLC procedure described in Liu et al.31 using a
Shimadzu HPLC system. In preparative mode, the system consisted of a system controller (SCL-10Avp), a pre-
parative scale pump (LC-8A), a Rheodyne 3725i manual injector, and a diode array detector (SPD M10Avp) with
a preparative flow cell. In analytical mode, the preparative pump was replaced with an analytical scale pump
(LC-10ADvp) and the manual injector with an automatic injector (SIL 10AD). The HPLC column (Primesep
B2) used for the purification of mCP was from SIELC Technologies. The Primesep B2 column uses a mixed-
mode resin to separate analytes via ion-exchange and hydrophobic mechanisms. A preparative column (Part
B2–220.250.0510, 22 × 250 mm, particle size 5 μm) was used for the purification procedure while a smaller Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 2 www.nature.com/scientificreports/ analytical column (Part B2-46-250.0510, 4.6 × 250 mm, particle size 5 μm) was used for the qualitative analysis
of the purified indicator.hi pi
The mobile phase used for the purification was 70% acetonitrile (HPLC grade; Fisher Chemical) and 30%
deionised water (Milli-Q, Millipore, MQW). A small amount (0.05%) of trifluoroacetic acid (TFA; ReagentPlus®;
Sigma-Aldrich) was used as a mobile phase modifier. The un-purified mCP sodium salt was dissolved in the
mobile phase at a concentration of 70 mM. The solution was sonicated in an ultrasonic bath for 15 min to ensure
complete dissolution of the indicator. For each purification cycle, 7 mL of indicator solution was injected into
the system. The pump flow rate was adjusted to 31 mL min−1 and the pure mCP was collected at its characteristic
retention time (approximately 20 min). The pure mCP was separated from the solvent using a rotary evaporator at
40 °C under partial vacuum. Complete evaporation of the mobile phase was achieved after 2–3 h and the recovery
efficiency was about 60%. The purified mCP (in acid form) was collected from the evaporation flask and its purity
was tested using an analytical HPLC procedure. This was done by injecting 0.020 mL of 70 mM purified mCP (in
mobile phase) through the analytical HPLC system at a flow rate of 1.5 mL min−1. The mCP purity was assessed
by comparing the chromatographs of the purified and unpurified material. Characterization Procedure. Methods
ifi
i Solution pH can then be calculated from the absorbance (Aλ) ratio at 434 and 578 nm
(
=
R
A
A
578
434) using: = −
+
−
−
pH
k
R
e
e
Re
log(
)
log
(3)
T
T
2
1
2
3 (3) where the parameters e1, e2 and e3 are the molar absorptivity ratios defined by: ε
ε
ε
ε
ε
ε
=
=
=
−
−
−
−
−
−
e
e
e
;
;
(4)
HI
HI
I
HI
I
HI
1
578
434
2
578
434
3
434
434
2
2 (4) The derivation of equation 3 is described in detail in Zhang and Byrne33. Equation 3 can be rearranged to ref. 31: = −
+
−
−
pH
k e
R
e
R
log(
)
log
1
(5)
T
T
e
e
2
2
1
3
2 (5) which simplifies the characterization procedure since e3/e2 is determined as a single parameter in a basic solution
(pH ~12) where I2− is the predominant indicator species so that: which simplifies the characterization procedure since e3/e2 is determined as a single parameter in a basic solution
pH ~12) where I2− is the predominant indicator species so that: ε
ε
=
−
−
e
e
(6)
I
I
3
2
434
578
2
2 ε
ε
=
−
−
e
e
I
I
3
2
434
578
2
2 (6) Applying Beer-Lambert’s law, and as long as ε
−
I
434
2 and ε
−
I
578
2 are measured in the same solutions, e3/e2 simply
becomes the ratio between
−
A I
434
2 and
−
A I
578
2 eliminating the need for precise knowledge of the concentration of
mCP. This, however, presents its own challenge since the absorbance of I2− at 578 nm is much higher than at
434 nm making it difficult to determine both absorbances accurately from a single measurement. To overcome
this, we measured the absorbances of the same solutions in two different absorption cells: 1-cm-path length for
−
A I
578
2 and a 10-cm-path length for
−
A I
434
2 . This ensured that absorption measurements of both mCP species were
within acceptable ranges and eliminated errors associated with mCP dilution preparation uncertainties. Methods
ifi
i However, this buffer was
increasingly basic at low temperatures and high salinities (e.g., pHT = 8.09 at T = 298.15 K and S = 35; pHT = 9.19
at T = 269.15 K and S = 70)32. So, two sets of less alkaline buffers, each set with distinctly different non-equimolal
Tris/HCl composition (0.06 m Tris, 0.04 m HCl; and 0.10 m Tris, 0.06 m HCl) were prepared and used for the
determination of −
k e
log(
)
T
2
2 at S = 35–100. The (0.06 m Tris, 0.04 m HCl) buffers s were characterized electro-
chemically at Scripps32 and used for the mCP characterization experiments at S = 35, 45, 50, 60, 70, 85, and 100. Their pHT was calculated from the reported best-fit function, pHT = 144.4361–1.0809685 S + 0.006023772 S2 + (
0.0618411−0.000817397 S + 4.27187 × 10−6 S2) T + (−27.233738 + 0.2329236 S–0.001281138 S2) lnT, with a
standard error of 0.002 pH unit32. The (0.10 m Tris, 0.06 m HCl) buffers were used for additional mCP character-
ization experiments at S = 35 and 45. The pHT of the (0.10 m Tris, 0.06 m HCl) buffers was not characterized
electrochemically (except for the S = 45 buffer at 273.15 K, see below) but instead computed from the equimolal
pHT (as calculated from the best-fit equation cited above) via the Henderson–Hasselbalch equation32, 34. This
computation gives pHT = 8.785 at 273.15 K for the S = 45 (0.10 m Tris, 0.06 m HCl) buffer, which agrees well with
the value determined electrochemically (pHT = 8.783) as described in Papadimitriou et al.32. This approach is also
supported from the excellent agreement between thus computed and electrochemically determined pHT values
for the (0.06 m Tris, 0.04 m HCl) buffers32. Spectrophotometric measurements. The experimental set-up used for the determination of molar
absorptivity constants (εi
λ) is illustrated in Fig. 1. The microfluidic flow cells used for the characterization were
manufactured in tinted poly (methyl methacrylate) (PMMA). The fabrication procedure is described in detail in
Ogilvie et al.35 and Floquet et al.36. Two absorption cells (1 cm and 10 cm) with cross sections of 700 µm × 700 µm
were micro-milled into a single PMMA chip. A tungsten halogen light source (Ocean Optics HL-2000) was used
for the absorption measurements in conjunction with a 434 nm LED used to boost light intensity at the lower
end of the spectrum. Methods
ifi
i Absorbance measurements were made at mCP concentrations between 10
and 600 µM (n = 6–10) in NaCl solutions buffered with 0.02 M CH3COONa with ionic strength equivalent to that
of seawater and brines up to S = 110. The pH of these solutions was adjusted to 4.5 by addition of small amounts
of 1 M HCl. The maximum salinity used for the determination of e1 and e3/e2 (S = 110) brackets the maximum
salinity at which the pHT of the Tris/HCl buffers (S = 100) has been determined32 (see below). The latter salinity
sets the upper limit of the salinity range for the −
k e
log(
)
T
2
2 determined in this study. 2
2 The molar extinction coefficients (ε
−
I
434
2 , ε
ε
−
−
,
I
HI
578
434
2
and ε
−
IH
578 ) were determined using the Beer-Lambert Law
rearranged to ε =
=
λ
×
λ
i
A
b
C
a
b
mCP
, where a is the slope of the linear regression of absorbances versus concentrations
of the mCP dilution series and b is the length of the optical cell. Although molar extinction coefficients have been
traditionally determined through repeat absorption measurements of a single mCP concentration (as in a single
point calibration) we have opted for a multi-point regression approach to establish the linear range of our meas-
urements and to account for intercept offsets.h pf
The −
k e
log(
)
T
2
2 term in equation 5 was determined by the measurement of the absorbance ratio
=
R
A
A
578
434 in
Tris/HCl buffers in synthetic seawater and synthetic seawater-derived brines (S = 35–100). The buffers were pre-
pared and their pH was characterized electrochemically on the total proton scale (pHT) in the 267.15 K to
298.15 K temperature range with the Harned cell at the Marine Physical Laboratory, Scripps Institution of
Oceanography, University of California San Diego32. The equimolal Tris/HCl buffer (0.08 m Tris, 0.04 m HCl) has
been previously used for this purpose31, and the salinity and temperature dependence of its pHT in the current,
extended S–T range has been determined [equimolal Tris/HCl: pHT = 536.08338–54.732367 S + 0.8518518 S2 +
(0.1675218−1.72224095 × 10−2 S + 2.66720246 × 10−4 S2) T + (−10873.5234 + 1369.56485 S−21.34442 S2)
T−1 + (−95.04342 + 9.7014355 S–0.1509014 S2) lnT (standard error: 0.001 pH unit)]32. Methods
ifi
i Maximum errors in the length of each absorption cell were 5 µm which translates to a maximum error of 0.045%
in e1 or e3/e2 and of 0.00002 in pH. Applying Beer-Lambert’s law, and as long as ε
−
I
434
2 and ε
−
I
578
2 are measured in the same solutions, e3/e2 simply
becomes the ratio between
−
A I
434
2 and
−
A I
578
2 eliminating the need for precise knowledge of the concentration of
mCP. This, however, presents its own challenge since the absorbance of I2− at 578 nm is much higher than at
434 nm making it difficult to determine both absorbances accurately from a single measurement. To overcome
this, we measured the absorbances of the same solutions in two different absorption cells: 1-cm-path length for
−
A I
578
2 and a 10-cm-path length for
−
A I
434
2 . This ensured that absorption measurements of both mCP species were −
A I
578
2 and a 10-cm-path length for
−
A I
434
2 . This ensured that absorption measurements of both mCP species were
within acceptable ranges and eliminated errors associated with mCP dilution preparation uncertainties. Maximum errors in the length of each absorption cell were 5 µm which translates to a maximum error of 0.045%
in e1 or e3/e2 and of 0.00002 in pH. Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 3 www.nature.com/scientificreports/ Absorption measurements for the determination of e3/e2 were made in mCP solutions with ionic composi-
tion similar to that of seawater and pH adjusted to ~12 with 1 M NaOH. To avoid precipitation of magnesium,
sulphur and carbonate salts at high pH and salinities, MgCl2 was replaced with CaCl2 and Na2SO4 and NaHCO3
with NaCl. The ionic strength of the solutions was adjusted accordingly to match that of seawater and brines up
to S = 110. The e3/e2 was determined by measuring A434 and A578 in a series (n = 6–10) of mCP dilutions from
5–50 µM concentration. µ
We followed the same approach as described above for the determination of e1, using the 1 cm cell to deter-
mine
−
A HI
434 and the 10 cm cell for
−
A HI
578 . Methods
ifi
i Elution time (min)
0
10
20
30
40
50
60
Absorbance
0
2000
4000
6000
8000
10000
Un-purified
Purified Elution time (min)
0
10
20
30
40
50
60
Absorbance
0
2000
4000
6000
8000
10000
Un-purified
Purified
Figure 2. HPLC chromatogram of un-purified (red line) and purified (blue line) mCP. Note that traces of a
component eluted at approximately 36 minutes are still present in the purified indicator. Figure 2. HPLC chromatogram of un-purified (red line) and purified (blue line) mCP. Note that traces of a
component eluted at approximately 36 minutes are still present in the purified indicator. mCP addition on the buffer pH was estimated by measuring pH over a wide range of mCP to buffer mixing ratios
(1:25 to 1:80) and using this data to regress back to a theoretical pH where mCP concentration was zero. This
range of mixing ratios was obtained from the dispersion of mCP in Tris/HCl buffer within the microfluidic chan-
nels37. The measurements for the determination of −
k e
log
T
2
2 were conducted at 273.15 K and below-zero temper-
atures to near the freezing point of the synthetic buffer solutions, as well as at 298.15 K, 283.15 K, and 278.15 K for
overlap and direct comparison with the existing data set for purified mCP in Liu et al.31 An estimate of the freez-
ing point of the synthetic buffer solutions was computed from the empirical absolute salinity-temperature rela-
tionship of thermally equilibrated sea ice brines38, SA = 1000 [1−(54.11/t)]−1 where t is the temperature in °C. mCP addition on the buffer pH was estimated by measuring pH over a wide range of mCP to buffer mixing ratios
(1:25 to 1:80) and using this data to regress back to a theoretical pH where mCP concentration was zero. This
range of mixing ratios was obtained from the dispersion of mCP in Tris/HCl buffer within the microfluidic chan-
nels37. Methods
ifi
i The measurements for the determination of −
k e
log
T
2
2 were conducted at 273.15 K and below-zero temper-
atures to near the freezing point of the synthetic buffer solutions, as well as at 298.15 K, 283.15 K, and 278.15 K for
overlap and direct comparison with the existing data set for purified mCP in Liu et al.31 An estimate of the freez-
ing point of the synthetic buffer solutions was computed from the empirical absolute salinity-temperature rela-
tionship of thermally equilibrated sea ice brines38, SA = 1000 [1−(54.11/t)]−1 where t is the temperature in °C. Methods
ifi
i A linear array photodiode spectrophotometer (USB4000, Ocean Optics, UK) was used as
a detector. Both the light source and detector were connected to the microfluidic flow cell with 600 µm diame-
ter optical fibres (Thorlabs, USA). The flow cell was submerged in a water bath (Grant TX150) filled with 15%
ethylene glycol solution. The temperature was kept constant (±0.02 °C) and was monitored continuously using
a precision thermometer (ASL F250 MKII). The lens-less design of the PMMA microfluidic flow cell allowed
for uncompromised optical measurements of pH (no condensation issues) and superior thermostatic control at
near-freezing temperatures. For the determination of the molar absorptivity constants (εi
λ), experimental solutions were volumetrically
premixed with mCP indicator using calibrated pipettes in 20 mL glass vials with silicone/PTFE septum tops. The
vials were kept on a rack which was submerged in the water bath. Solutions were siphoned from the vials through
a 0.7 mm i.d. PTFE capillary tube into the flow cell using a 1 mL disposable syringe connected to the outlet of the
flow cell. The flow cell was flushed with 2 mL of the experimental solution between measurements. The absorption
spectrum was recorded in replicate (n = 5) using LabVIEW® software. Reference measurements were performed
in experimental solutions without added indicator. For the determination of −
k e
log
T
2
2, the
=
R
A
A
578
434 was determined inTris/HCl buffers using the microfluidic
pH sensor as described in Rérolle et al.37 but with the same spectrophotometer and light source described above. For each measurement, 4 µL of the 4 mM mCP solution was mixed with 900 µL Tris/HCl buffer. The impact of the Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 4 www.nature.com/scientificreports/ Figure 1. Experimental setup used for the determination of the molar absorptivity ratios e1 and e3/e2. The
microfluidic flow cells and vials with mCP solutions are submerged in a 15% ethylene glycol thermostated bath. The light is transmitted from the light source to the flow cells and to the spectrophotometer through 600 µm
diameter optical fibres (Thorlabs, USA). Figure 1. Experimental setup used for the determination of the molar absorptivity ratios e1 and e3/e2. The
microfluidic flow cells and vials with mCP solutions are submerged in a 15% ethylene glycol thermostated bath. The light is transmitted from the light source to the flow cells and to the spectrophotometer through 600 µm
diameter optical fibres (Thorlabs, USA). = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 = −. +
. ×
−
e
0 004363
3 598
10
T,
1
5 = −. +
. ×
−
e
0 004363
3 598
10
T,
1
5 Although at pH 4.5 the dominant indicator species is HI−, small absorbance contributions at 434 and 578 nm
from I2− and H2I have not been accounted for in our experiments. This may explain why, between 278.15 K and
308.15 K, the best-fit equation (7) above produces e1 values between 20% and 10%, respectively, higher than those
of Liu et al.31 (Fig. 3), who found that removing this bias reduced their e1 values by a similar magnitude (14–18%). The I2− and H2I absorbance contributions are, nonetheless, relatively small, and their effect on pH measurement
is minor (<0.0008 pH units) at high R values (>0.7) and slightly larger (up to 0.0034 pH units) at low R values
(0.1–0.7)31. Refinement of e1 to account for the contributions of I2− and H2I is possible using an iterative proce-
dure and experimental determinations of ε H I
434
2 , ε H I
578
2 , and the K1 of mCP31. This, however, requires careful and
laborious experiments offering only minor gain in pH measurement performance especially at pH > 7.5. The
potential error in the e1 computation from equation (7) above due to the unaccounted absorbance contributions
of I2− and H2I is not necessarily propagated to the final pH determination (equation 5) but is likely “calibrated
out” during the determination of −
k e
log(
)
T
2
2 as described subsequently.if g
2
2
Changes in salinity have no significant effect on e1 between S = 35 and S = 110 (Fig. 3), consistent with the
findings of Liu et al.31. Generally, e1 has a minor influence on the calculation of pH at high pH values (>8). At pH
8, it is possible to disregard the temperature dependence of e1 and use an average value with no significant impact
on pH (<0.001 pH units) or disregard it altogether (e1 = 0) with only a minor effect on pH (0.002 pH units). e3/e2 as a function of temperature and salinity. The e3/e2 term in equation 5 is influenced by both the ionic
strength and ionic composition31 and, for this reason, was determined in an electrolyte solution with
near-seawater composition and carefully adjusted ionic strength. Results and Discussioni Purification of meta-Cresol Purple. Impurities in indicator dyes result in significant uncertainties in
measured pH values31, 39. Analyses have shown that commercially available mCP indicators contain different types
and quantities of light absorbing impurities, which could lead to pH offsets as large as 0.01 pH units. Therefore,
characterizations of un-purified mCP are batch-specific and only valid for pH measurements using the same
indicator batch. Measurements generated using uncharacterised un-purified mCP can be post-corrected as long
as stocks of the un-purified indicator used are archived31. The HPLC purification procedure developed by Liu et
al.31 was closely replicated here, yielding approximately 150 mg of purified mCP from each injection. Analysis
of the un-purified mCP indicator following the analytical HPLC protocol of Liu et al.31 revealed a near identical
chromatogram with the exception of an additional peak eluted at about 50 min (Fig. 2). Analysis of the purified
material using the same protocol showed complete removal of impurities, with an exception of trace amounts
(<8%) of a component eluted at 36 min. Similar residual profiles have been found after purification but have been
reported to have practically no effect (<0.001 pH unit) on pH measurements in buffer solutions40. Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 5 www.nature.com/scientificreports/ T (K)
265
270
275
280
285
290
295
300
e1
0.0040
0.0045
0.0050
0.0055
0.0060
0.0065
0.0070
T (oC)
-5
0
5
10
15
20
25
S 35
S 60
S 85
S 110
Figure 3. Values of e1 as a function of temperature, obtained in NaCl solutions buffered with CH3COONa
(pH ~4.5) with ionic strengths equivalent to salinities of 35, 60, 85 and 110. The dashed line represents the e1
relationship determined by Liu et al.31. T (K)
265
270
275
280
285
290
295
300
e1
0.0040
0.0045
0.0050
0.0055
0.0060
0.0065
0.0070
T (oC)
-5
0
5
10
15
20
25
S 35
S 60
S 85
S 110 Figure 3. Values of e1 as a function of temperature, obtained in NaCl solutions buffered with CH3COONa
(pH ~4.5) with ionic strengths equivalent to salinities of 35, 60, 85 and 110. The dashed line represents the e1
relationship determined by Liu et al.31. Molar absorptivity ratios as a function of temperature and salinity. e1 as a function of tempera-
ture. The temperature dependence of e1 for 267.15 K ≤ T ≤ 298.15 K and 35 < S < 110 is relatively small (Fig. Results and Discussioni 3)
and is described by the best-fit equation: Molar absorptivity ratios as a function of temperature and salinity. e1 as a function of tempera-
ture. The temperature dependence of e1 for 267.15 K ≤ T ≤ 298.15 K and 35 < S < 110 is relatively small (Fig. 3)
and is described by the best-fit equation: = −. +
. ×
−
e
0 004363
3 598
10
T,
(7)
1
5 (7) = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 The pH was adjusted to ~12 with NaOH so that
only the basic (I2−) form of mCP was present and interferences from HI− and H2I were negligible. The tempera-
ture and salinity dependence of e3/e2 (Fig. 4) for 267.15 K < T < 298.15 K and 35 < S < 110 can be described by: = −. +
. ×
+
. ×
−
−
−
e e
S
/
0 016224
2 42851
10
T
5 05663
10
(
35)
(8)
3
2
4
5 (8) The relationship provides e3/e2 values that are in agreement with those reported by Liu et al.31; at S = 35 and
T = 298.15 K, the difference between the values obtained from equation 8 and from the relationship in Liu et al.31
is 0.0006, which corresponds to a pH discrepancy of less than 0.001 for pH values lower than 8.3. This discrep-
ancy becomes even smaller at lower temperatures. At higher salinities, however, the deviation between the e3/e2
predicted by the equation of Liu et al.31 and its value computed from equation 8 above increases to about 0.005,
equivalent to ΔpH = 0.010, at S = 100. The expression for e3/e2 by Liu et al.31 was optimized for S between 20 and
40, which consequently results in an enhanced discrepancy with our findings at higher salinities. Extrapolation
of the Liu et al.31 e3/e2 relationship to salinities higher than S = 40 is therefore not advisable. Equation 8 was not
experimentally validated at S < 35; nevertheless, it agrees well with that of Liu et al.31 at S = 20 (the low end of
their experimental range), with a maximum discrepancy at 273.15 K of 0.0006 (ΔpH = 0.002).h p
g
p
y
p
The pH values obtained using equation 5 are sensitive to variations in e3/e2 and, therefore, experimental deter-
mination requires due care. The multi-point determination of the molar absorptivities of I2− (ε
−
I
434
2 , ε
−
I
578
2 ) showed
that the intercept of the regression of absorbance versus concentration cannot always be assumed as zero. We have
observed small but significant intercept offsets in the e3/e2 determination experiments that, if ignored (e.g.,
through single point determination), could result in pH errors of ca. 0.001 pH unit. It is not clear what the source Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 6 www.nature.com/scientificreports/ Figure 4. = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 Values of e3/e2 (a) as a function of temperature, and (b) salinity at 0 °C. The measurements were
obtained at pH 12 in solutions with near-seawater composition and ionic strength equivalent to salinities 35,
60, 85, and 110. The yellow square in panel (a) represents the e3/e2 value reported by Liu et al.30 for S = 35 and
T = 298.15 K. Figure 4. Values of e3/e2 (a) as a function of temperature, and (b) salinity at 0 °C. The measurements were
obtained at pH 12 in solutions with near-seawater composition and ionic strength equivalent to salinities 35,
60, 85, and 110. The yellow square in panel (a) represents the e3/e2 value reported by Liu et al.30 for S = 35 and
T = 298.15 K. of the non-zero intercept is in our experiments, but it may be related to light instabilities of the optical system or
other random errors. Benchtop dual-beam spectrophotometers are inherently more stable, allowing for higher
quality optical measurements. It is therefore possible that using such instruments eliminates the need for the
multi-point determination approach used in this work. This, however, remains to be tested, and it is recom-
mended that, when portable spectrophotometers are used (as in this work), a multi-point determination approach
is used. of the non-zero intercept is in our experiments, but it may be related to light instabilities of the optical system or
other random errors. Benchtop dual-beam spectrophotometers are inherently more stable, allowing for higher
quality optical measurements. It is therefore possible that using such instruments eliminates the need for the
multi-point determination approach used in this work. This, however, remains to be tested, and it is recom-
mended that, when portable spectrophotometers are used (as in this work), a multi-point determination approach
is used. Determination of −
k e
log(
)
T
2
2 as a function of temperature and salinity. The temperature and
salinity dependence of −
k e
log(
)
T
2
2 of purified mCP was determined by measurements of the absorbance ratio
(R = A578/A434) in the Tris/HCl buffers prepared in a range of salinities (S = 35, 45, 50, 60, 70, 85, and 100) at tem-
peratures ranging from their freezing point to 298.15 K. = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 Temperature (K)
270
275
280
285
290
295
Salinity
40
50
60
70
80
90
100
7.7
7.7
7.7
7.7
7.8
7.8
7.8
7.8
7.9
7.9
7.9
7.9
8.0
8.0
8.0
8.0
8.1
8.1
8.1
8.1
8.2 Salinity Figure 5. Temperature and salinity dependence of −
k e
log(
)
T
2
2 (values on contour lines) as determined in this
study from the absorbance ratio (R = A578/A434) measurements in electrochemically characterized Tris/HCl
buffers in synthetic seawater and brines (S = 35, 45, 50, 60, 70, 85, and 100) between their freezing point and
298.15 K. Temperature (K)
265
270
275
280
285
290
295
Salinity
40
50
60
70
80
90
100
0.12
0.10
0.08
0.06
0.04
0.02
0.00
-0.02
-0.04
0.16
0.14
0.18
0.22
0.20
0.24 0.26
0.28
Figure 6. Differences in −
k e
log(
)
T
2
2 calculated with the Liu et al. (2011) and current parameterizations
(equation 8). The hatched rectangle represents a portion of the experimental range of Liu et al.31. Temperature (K)
265
270
275
280
285
290
295
Salinity
40
50
60
70
80
90
100
0.12
0.10
0.08
0.06
0.04
0.02
0.00
-0.02
-0.04
0.16
0.14
0.18
0.22
0.20
0.24 0.26
0.28 Figure 6. Differences in −
k e
log(
)
T
2
2 calculated with the Liu et al. (2011) and current parameterizations
(equation 8). The hatched rectangle represents a portion of the experimental range of Liu et al.31. Liu et al.31 determined the −
k e
log(
)
T
2
2 of purified mCP for 278.15 ≤ T ≤ 308.15 and S = 20–40. Our −
k e
log(
)
T
2
2
S-T parameterization (equation 9) and that in Liu et al.31 yield values within 0.001 at S = 35 and T = 298.15 ± 5 K
and within 0.010 down to T = 283.15 K. Higher discrepancies between the two relationships at low temperatures
(Fig. 6) may reflect differences between the instruments used for the −
k e
log(
)
T
2
2 determination. The pH measur-
ing system used for this work had no parts of the optical path exposed to air, thus eliminating the possibility of
condensation at low temperatures. = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 The temperature and salinity dependence of −
k e
log(
)
T
2
2
in these conditions can be described by: −
=
+
+
+
k e
a
b
c
d
log(
)
T
lnT
T,
(9)
T
2
2 (9) The factors in the above equation were determined from our measurements using the regression routine in
Excel, with a = −319.8369 + 0.688159 S−0.00018374 S2, b = 10508.724–32.9599 S + 0.059082 S2,
c = 55.54253−0.101639 S, d = −0.08112151 (r2 = 0.9986, p < 0.00001, n = 47, standard error of fit: σfit = 0.007). Based on this equation, −
k e
log(
)
T
2
2 = 8.0171 at 0 °C and S = 35, while −
k e
log(
)
T
2
2 = 8.2475 at −6 °C and S = 100. The relatively strong temperature dependence of −
k e
log(
)
T
2
2 (Fig. 5) highlights the importance of accurate tem-
perature control (±0.05 °C) during pH measurements. Accurate knowledge of salinity is less important (±1 psu),
especially within ranges associated with open ocean waters (30 < S < 40). Under these conditions, salinity varia-
tions of the order of 1 psu have only a minor effect on −
k e
log(
)
T
2
2 and pH (0.001–0.002 unit) within the uncer-
tainty of the −
k e
log(
)
T
2
2 value, based on the standard error of the best-fit S-T function above. At higher salinities
(S > 50), more accurate salinity measurements (0.1 psu) are desirable to maintain the same magnitude of
−
k e
log(
)
T
2
2 and pH uncertainty (in the order of 0.001 pH unit at S = 90). Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 7 www.nature.com/scientificreports/ Temperature (K)
270
275
280
285
290
295
Salinity
40
50
60
70
80
90
100
7.7
7.7
7.7
7.7
7.8
7.8
7.8
7.8
7.9
7.9
7.9
7.9
8.0
8.0
8.0
8.0
8.1
8.1
8.1
8.1
8.2
Figure 5. Temperature and salinity dependence of −
k e
log(
)
T
2
2 (values on contour lines) as determined in this
study from the absorbance ratio (R = A578/A434) measurements in electrochemically characterized Tris/HCl
buffers in synthetic seawater and brines (S = 35, 45, 50, 60, 70, 85, and 100) between their freezing point and
298.15 K. = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 The condensation is more difficult to control with bench-top spectrophotom-
eters as that used by Liu et al.31, although dry N2 gas was used to eliminate condensation on the optical windows
at 5 °C. From this comparison, it is clear that the relationship for −
k e
log(
)
T
2
2 by Liu et al.31 should not be extrapo-
lated for pH measurements outside its range (S = 20–40, T = 278.15–303.15 K) as this can lead to large errors in
pH (0.02–0.30) (Fig. 6). The relationship (equation 8) proposed here should also not be used outside its calibra-
tion range (S = 35–100, T = 267.15–298.15 K). 8 Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 www.nature.com/scientificreports/ ificreports/
T (K)
265
270
275
280
285
290
295
300
pHspec-pHHarned
-0.015
-0.010
-0.005
0.000
0.005
0.010
0.015
0.020
S 35
S 45
S 50
S 60
S 70
S 85
S 100
Figure 7. Differences between spectrophotometrically (equations 4, 6, 7 and 8) and electrochemically (Harned)
determined pHT in Tris/HCl buffer solutions in synthetic seawater and brines with conservative (seawater-
derived) major ionic composition. Figure 7. Differences between spectrophotometrically (equations 4, 6, 7 and 8) and electrochemically (Harned)
determined pHT in Tris/HCl buffer solutions in synthetic seawater and brines with conservative (seawater-
derived) major ionic composition. Determination of pH using purified mCP at temperatures between 298.15 K and the freezing
point of seawater and sea-ice brines up to salinity 100. Equations 5, 7, 8, and 9 can be used to deter-
mine pH on the total proton scale by measurement of the absorption ratio R of purified mCP in seawater and
seawater brines, with conservative major ionic composition, with S between 30 and 100 and T between freezing
point and 298.15 K. The residuals (pHspec–pHHarned) of pH measurements in Tris/HCl buffers using purified mCP
and application of eq. 4, 6, 7 and 8 indicate a relatively wide spread (Fig. 7) with an average absolute residual of
0.004 and maximum absolute residual of 0.016. = −.
+
.
×
−
e
0 004363
3 598
10
T,
1
5 As the analytical precision (1 standard deviation of n = 5–10
repeat measurements of the same buffer) is significantly smaller (0.001–0.004), at least part of the observed mag-
nitude of buffer residuals could be attributed to error propagation from the parameters involved in pH determi-
nation (e.g., −
k e
log(
)
T
2
2 , σfit = 0.007) and random error related to buffer preparation, bottling, and handling. Residuals are up to 3 times larger close to the freezing point than at 298.15 K possibly due to the physical/optical
heterogeneity of water during the early stages of ice-crystal formation. Therefore, the proposed pH measurement
protocol offers good precision (0.001–0.004) and an overall uncertainty in the order of the maximum residual
values observed here (0.010–0.020 pH unit), especially at below-zero temperatures near the freezing point of
concentrated brines. In comparison, extrapolation of the temperature and salinity dependence of the mCP char-
acterization by Liu et al.31 to values outside their empirical range can lead to pH errors at S = 100 in the order of
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We have purified mCP and characterized it spectrophotometrically in synthetic solutions with conservative sea-
water major ionic composition and salinity between 35 and 100 at temperatures ranging from the freezing point
of such solutions to 298.15 K. This was made possible by the use of suitable and well characterised Tris/HCl buff-
ers and a novel custom-made optical cell that was fully submerged in a water bath eliminating the possibility of
condensation build-up in the optical path. This setup allowed for accurate optical measurements at temperatures
down to 267.15 K. Both the experimental set-up and the S-T functions of this work will allow traceable, precise,
and reliable spectrophotometric pH measurements in internal sea ice brines and other high latitude and deep
waters where temperatures are often just above freezing. The current characterization of purified mCP offers
major improvement of pH measurement (0.010–0.020 pH unit uncertainty) in high salinities (up to S = 100) and
near-zero and below-zero temperatures to the freezing point over that obtained from the extrapolation of the
previous characterization30 (0.3 pH unit uncertainty) to these S-T conditions. The important tools developed in
this work provide a step forward towards the understanding of the carbonate system in the cryosphere and cold
waters in general. In combination with attainable measurements of the remainder three measurable parameters
of the carbonate system (DIC, TA, pCO2), the reliable pH measurements made possible in the extended salinity
and temperature ranges of this investigation will facilitate the determination of several unknowns in the parame-
terization of the carbonate system in these S –T conditions, including the acidity constants of carbonic acid and,
following this, important geochemical indicators, such the saturation state of seawater and brines with respect to
carbonate minerals in high latitude marine systems. Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 9 www.nature.com/scientificreports/ Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 References Pratt, K. W. Measurement of pHT values of Tris buffers in artificial seawater at varying mole ratios of Tris:Tris·HCl. Mar. Chem. 162
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40. Patsavas, M. C., Byrne, R. H. & Liu, X. W. Purification of meta-cresol purple and cresol red by flash chromatography: Procedures for
ensuring accurate spectrophotometric seawater pH measurements. Mar. Chem. 150, 19–24, doi:10.1016/j.marchem.2013.01.004
(2013). Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 10 www.nature.com/scientificreports/ Author Contributions S.L. conducted the experiments, analysed the data, made the figures and wrote the manuscript. V.R. developed
and built the spectrophotometric pH apparatus and measured the pH of the buffers. S.P. prepared and
characterised the buffers and contributed to the analysis of the data. H.K. as the project’s principal investigator
managed the project. M.M. oversaw and contributed to the development of the relevant technology. A.D. lead the
production and characterisation of the buffers. M.G. set up and optimised the indicator purification procedure. E.A. contributed to the data analysis and interpretation. All authors reviewed the manuscript. Scientific Reports | 7: 2481 | DOI:10.1038/s41598-017-02624-0 Additional Informationh Competing Interests: The authors declare that they have no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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Risk to pollution of aquifers associated with productive activities and environmental management of water resources: bibliometric analysis and trends
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International Journal of Power Electronics and Drive Systems (IJPEDS)
Vol. 15, No. 1, March 2024, pp. 577~590
ISSN: 2088-8694, DOI: 10.11591/ijpeds.v15.i1.pp577-590 International Journal of Power Electronics and Drive Systems (IJPEDS)
Vol. 15, No. 1, March 2024, pp. 577~590
ISSN: 2088-8694, DOI: 10.11591/ijpeds.v15.i1.pp577-590 577 Corresponding Author: Gloria Yaneth Florez-Yepes
Grupo de Investigación en Desarrollos Tecnológicos y Ambientales (GIDTA)
Facultad de Ingeniería y Arquitectura, Universidad Católica de Manizales
Manizales, Cra 23 No. 60-63, Colombia
Email: gyflorez@ucm.edu.co Risk to pollution of aquifers associated with productive
activities and environmental management of water resources:
bibliometric analysis and trends Gloria Yaneth Florez Yepes1, Angela María Alzate Álvarez1, Paola Vásquez Cardona2,
Luis Alberto Vargas Marín3, Erika Juliana Aldana Arcila1, Fredy E. Hoyos4
1Grupo de Investigación en Desarrollos Tecnológicos y Ambientales (GIDTA), Facultad de Ingeniería y Arquitectura,
Universidad Católica de Manizales, Manizales, Colombia
2Grupo de Investigación en Recursos Naturales y Medio Ambiente de Corpocaldas (GIRNMAC), Universidad de Manizales,
Manizales, Colombia 3Centro de Investigación en Medio ambiente y desarrollo (CIMAD), Universidad de Manizales, Manizales, Colombia
4Departamento de Energía Eléctrica y Automática, Facultad de Minas, Universidad Nacional de Colombia, Medellín, Colombia ABSTRACT Article history:
Received Jan 24, 2023
Revised Jun 2, 2023
Accepted Jun 25, 2023 Its analyzed the evolution and trends of the concept, and studies the models
used to know the vulnerability and risk of aquifers and strategies for their
management. The methodological process starts from questions guiding the
knowledge of research trends, authors among others to proceed to carry out
the analyses from the databases of Scopus, Web of Science and Dimensions. VOSviewer and Bibliometric (Rstudio) software were used. Among the most
representative results, it was found that most of the research to determine the
risk of aquifer contamination is focused on different models such as improved
flux prototypes for NO2 emission from agriculture (IPNOA), pollutant origin
surcharge hydraulically (POSH), intrinsic vulnerability methods ground water
occurrence, overall aquifer class, depth to groundwater (GOD), depth
recharge, aquifer, soil, topography, impact, hydraulic conductivity
(DRASTIC), substance, infiltration, not saturated, type of coverage,
topographic surface, conductivity (SINTACS) and chlorofluorocarbons
(CFC) among others. Different models have been used that integrate both
hydrological and hydro-geological aspects as well as social aspects including
fundamental rights, other models such as the diffuse model, which has had
better results in its application, the gaps in the research, are especially focused
on conducting holistic research when assessing the risk of these dynamical
systems. Keywords:
Aquifers
Bibliometric analysis
Contamination
Risk of pollution
Water resources This is an open access article under the CC BY-SA license. Corresponding Author:
Gloria Yaneth Florez-Yepes
Grupo de Investigación en Desarrollos Tecnológicos y Ambientales (GIDTA)
Facultad de Ingeniería y Arquitectura, Universidad Católica de Manizales
Manizales, Cra 23 No. 60-63, Colombia
Email: gyflorez@ucm.edu.co 1.
INTRODUCTION This article takes a tour around the different subjects that from 2012 to 2021 have been carried out
around the risk of aquifer pollution, as well as reviewing research trends and knowledge gaps from the creation
of networks using VOSviewer and R software to identify the correlations and forms of behavior of the literature
related to the topic. This analysis will allow the academic and scientific community to identify the main
publications and topics associated with the risk of groundwater contamination, in addition to identifying the
research gaps to be explored, main authors and research institutes that are addressing the topics, the countries
that are developing this research to a higher extent, as well as the cooperation between different researchers to
solve the research gaps in a global problem as important as pollution of aquifers. This document proposes some models used for the analysis of the risk of aquifer pollution and its
management processes, among the most outstanding were found: the depth recharge, aquifer, soil, topography,
impact, hydraulic conductivity (DRASTIC) model, which considers water depth, net recharge, aquifer
lithology, soil type, topography, nature of the unsaturated zone and hydraulic conductivity. The substance,
infiltration, not saturated, type of coverage, topographic surface, conductivity (SINTACS) model) where it is
taken into account-water table-infiltration, self-purification effect of the unsaturated zone, typology of the
cover soils, aquifer lithology, hydraulic conductivity and slope of the topographic surface, this model is a
derivative of the DRASTIC, both, evaluate the vulnerability of the aquifer dividing it into cells or polygons,
for which, they calculate a vulnerability index from a system by weighted ranges. The improved flux prototypes
for NO2 emission from agriculture (IPNOA) model is one of the best-known methods used to assess nitrate
content. The autoregressive, moving average (ARIMA) model is used to find patterns that are repeated over
time to make future estimates which are based on historical data and not on independent variables. Remote
sensing and GIS models, where satellite images and terrain elevation models have been used to take it to a
process of mapping and spatializing the risk of contamination of aquifers. 1.
INTRODUCTION Water has become one of the main sources of development of countries, while it has become one of
the most important concerns for the twentieth century, given the increase in production systems and
unsustainable practices which have become a serious threat to both human health and ecosystems. In the vast
majority of countries of the world agriculture has been the main cause of water pollution, especially in
groundwater, nitrates have been the main source of such pollution. After the green revolution, the consumption Journal homepage: http://ijpeds.iaescore.com 578 ISSN: 2088-8694 of agrochemicals has been increased both for fertilization and for the Phyto-sanitary control of crops,
generating infiltration into the soil and runoff from them, turning aquifers into highly vulnerable ecosystems,
the term vulnerability to aquifer pollution is used to represent the intrinsic characteristics that determine the
sensitivity of the aquifer to be adversely affected by a load imposed pollutant [1], to measure this vulnerability
different methods can be taken into account, including simulation models of spatial, statistical or process-based
or hybrid indices. of agrochemicals has been increased both for fertilization and for the Phyto-sanitary control of crops,
generating infiltration into the soil and runoff from them, turning aquifers into highly vulnerable ecosystems,
the term vulnerability to aquifer pollution is used to represent the intrinsic characteristics that determine the
sensitivity of the aquifer to be adversely affected by a load imposed pollutant [1], to measure this vulnerability
different methods can be taken into account, including simulation models of spatial, statistical or process-based
or hybrid indices. y
In Latin America, researches have been limited in relation to the amount of groundwater and therefore,
the degree of contamination of the same is unknown, however, these ones have served as complementary or
alternative sources for the use of surface water, while they have been affected, not only by agricultural
production systems as mentioned in previous lines, but also, by other systems such as the construction of
tunnels, roads, mining systems, among others [2], which confirms the need to carry out research both on the
supply of water resources and its state and vulnerability. 1.
INTRODUCTION modular finite-difference
groundwater flow (MODFLOW) model and multi-species transport in 3-dimensions (MT3D) model, is used
in hydrogeology to simulate the underground flow of any aquifer and finally, one of the most used in Latin
America is the pollutant origin surcharge hydraulically (POSH), which allows to identify the potential of
pollutant loads to which the aquifer is exposed. 2.
METHODOLOGY In Table 1, the different search equations used for the
analysis of information are shown, along with the results for each equation in terms of the number of documents
found in the last 10 years for each equation. We constructed five search equations which are related in Table 1. Figure 1. Methodological process Figure 1. Methodological process Table 1. Search equations
Equation
Search Equation
Results
Equation 1
(Aquifer and contamination and environmental and management)
A total of 881 documents were obtained. For the last 10 years: 483 documents were
obtained. Equation 2
(Underground and aquifers and contamination and environmental and
management)
A total of 109 documents were obtained. For the last 10 years: 53 documents were
obtained. Equation 3
(Risk and of and water and contamination and environmental and
management)
A total of 3688 documents were obtained. For the last 10 years: 1260 documents
were obtained. Equation 4
(Contamination and of and aquifers and productive and activities)
In total: 18 documents were obtained. Equation 5
(Contamination and of and aquifers and agricultural and activities)
A total of 522 documents were obtained. For the last 10 years: 314 documents were
obtained. To achieve a better result in the information acquired, some search criteria were determined, as
follows: keywords in English, different documents including articles and secondary documents, likewise, we
worked with information from 2012 to 2021, the year 2022 was not included since it is the year that is in
progress that would alter the statistics. For the processing of the information, the VOSviewer software was
executed to establish the analysis of co-occurrence of the publications made among different countries, it was
taken into account that at least five documents have been published in the subject. Additionally, bibliometric networks were generated by combining the keywords with the co-
occurrence, to finally decide to analyze those declared by the author to have a higher visualization of the
relationships. Subsequently, we proceeded to analyze the citations by documents considering a minimum of
10 citations, it was also taken into account the citations registered in the journals considering a minimum of
five documents per journal. 2.
METHODOLOGY Initially a keyword search was done to configure the search equation, for the processing of the
information the following sequence was carried out. In Figure 1, the procedure carried out for the analysis of
investigative processes that have been consolidated for the analysis of aquifers worldwide is shown. This
procedure consists of four main phases. Firstly, the most important topics are defined, followed by a clear
definition of the consolidated problem in some research questions. Then, the search equation is defined, and
finally, the process and analysis of the information are conducted. Subsequently, the construction of the guiding questions was made, which are listed below: “What are
the thematic areas and countries conducting the most current researches on the risk of water pollution in
aquifers?”. What are the key descriptors related to the risk of water pollution in aquifers?”. “What are the
relevant research trends of studies regarding the risk of water pollution in aquifers?”. “What is the relationship
among countries, authors and journals on the issue of the risk of water pollution in aquifers?”. How has the
process of managing the risk of aquifer contamination been? What are the main gaps in the research conducted
of the risk of contamination of aquifers?”. Based on the approach of the previous questions, a quantitative analysis was carried out, using the web
of science, Scopus and Dimensions databases, obtaining a better result by number of publications in the Scopus
database. Initially, a keyword search had been carried out also using Google scholar database in order to identify
the main descriptors considering some keywords such as pollution, pollution management, aquifers, in order to
find an approximation to the search equation. It was based on the methodology carried out by [3], where a Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590 579 579
579 ISSN: 2088-8694 Int J Pow Elec & Dri Syst bibliometric was made to know about the IoT in wetlands. In Table 1, the different search equations used for the
analysis of information are shown, along with the results for each equation in terms of the number of documents
found in the last 10 years for each equation. We constructed five search equations which are related in Table 1. bibliometric was made to know about the IoT in wetlands. 2.
METHODOLOGY In the R software, other aspects were reviewed, such as the index of publication
collaboration between authors, number of documents published per author, dynamics of annual publications,
as well as annual citations, as well as three-phase graphic analyses were carried out, considering journals,
affiliations and authors who have published against the risk of aquifer contamination and its management. 3.
RESULTS It was decided to work with the search equation No 1 where 483 documents were found for the years
analyzed, the criterion for its selection is because the publications found within the database had a higher
relationship with the subject of study. In the bibliometric analysis it was found that there are 483 documents in
the period studied, of which 83.1% corresponds to research articles, 5% to book chapters, 5% to Review, 4.8%
to conference paper, 0.6% to books and the rest in other documents, likewise it is found that the area where the
largest number of documents are published is in Environmental, followed by Earth Sciences and Agricultural
Sciences, it is remarkable that there are also publications on the subject of study in the area of social sciences,
this is because the problems of water pollution become social problems, if there are no good water health
conditions, this will affect health and increase the social crisis. Figure 2 displays the knowledge domains where
scientific papers related to the subject of this research are most frequently published. Figure 3 depicts the
countries at the forefront of hydrological research, focusing on studies related to aquifer pollution and Risk to pollution of aquifers associated with productive activities … (Gloria Yaneth Florez Yepes) 580 ISSN: 2088-8694 management processes. The primary contributors to scientific production in this field are the United States,
China, and India, as illustrated in Figure 3. management processes. The primary contributors to scientific production in this field are the United States,
China, and India, as illustrated in Figure 3. Figure 2. Documents by thematic area
Figure 3. Countries that have publications related to aquifer pollution and their management Figure 2. Documents by thematic area Figure 2. Documents by thematic area Figure 3. Countries that have publications related to aquifer pollution and their management According to the analysis, a total of 78 countries have contributed to publications regarding aquifer
contamination and management processes. Among these countries, 32 have met the criterion of publishing at
least five documents in the last 10 years. Notably, the United States leads with 98 publications, followed by
China with 47 and India with 46 publications. These countries not only have the highest publication output but
also exhibit substantial collaboration in terms of joint publications. Figure 4 demonstrates the collaborative
relationships, with Germany and Canada displaying strong publication ties with the United States. Figure 4. nds towards the factors that generate risk to the contamination of aquifers and the Faced with the analysis of the citations, it was observed that of 484 documents, 220 fulfill the function
of having been cited at least 10 times, among which we find [4], who carried out the work called “Mapping the
groundwater vulnerability for pollution at the pan African scale”, where the DRASTIC method was used for
the construction of a map at 1:60,000,000 scale which revealed that groundwater in Central and West Africa is
highly vulnerable since the water table is very low, likewise, agricultural activities are quite influential in the
contamination of the same ones, since they are shallow, in addition a sensitivity analysis was carried out that
showed that the depth of the groundwater, the hydraulic conductivity and the net recharge generate significant
changes in vulnerability and in the risk of contamination. Another work of great importance is related to [5] in which an assessment of the risk of nitrates in
groundwater was made using intrinsic vulnerability methods: a comparative study of the environmental impact
of intensive agriculture in the Mediterranean region of Sicily, Italy, where it is stated that in recent years in Italy,
the consumption of agrochemicals and manure has increased which has generated a higher contribution of nitrates,
which has increased the contamination of both, surface and underground sources, for the study the method of
parametric models IPNOA was used in addition it was combined with the method of intrinsic vulnerability of the
aquifer (SINTACS and DRASTIC) to later take them to a geographic information system (GIS) process, where
it was concluded that the SINTACS method is the most appropriate to build a relevant risk map. Other relevant
research is Groundwater Residence Times and Nitrate Transport in Coastal Aquifer Systems: Daweijia Area,
Northeast China, where CFC method were applied to make a relationship between the distribution of the average
residence time of groundwater and nitrate transport, concluding that nitrates without denitrification process can
accumulate for many years in water sources increasing pollution in a considerable way [6]. Int J Pow Elec & Dri Syst The results of the bibliometric networks against the co-occurrence of the key descriptors, allow us to
identify that the trends related to the contamination of aquifers and their management are intertwined with
citations related to groundwater, aquifers, quality, water quality, in addition to others such as Hydrochemistry,
nitrates and aquifer pollution. A total of 5865 words were identified, considering a minimum keyword co-
occurrence threshold of 10. This resulted in a selection of 298 words, which are presented in Figure 5. Figure 5. Key descriptors related to the risk of aquifer contamination Figure 5. Key descriptors related to the risk of aquifer contamination 3.
RESULTS Collaboration of scientific production between countries Figure 4. Collaboration of scientific production between countries Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590 Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590
581 581 ISSN: 2088-8694 Risk to pollution of aquifers associated with productive activities … (Gloria Yaneth Florez Yepes) nds towards the factors that generate risk to the contamination of aquifers and the In the study entitled groundwater vulnerability assessment using DRASTIC and pesticide DRASTIC
models in an area of intense agriculture in the Ganges Plains, India, seven parameters were considered: depth
at water level, net recharge, aquifer material, soil material, topography, vadose zone impact and hydraulic
conductivity, additionally we worked with the DRASTIC for which, land use was added, from a linear
regression analysis it could be established that to measure the vulnerability of groundwater the best model is
the DRASTIC Pesticide, and it was found that the most vulnerable areas are those whose land use is dedicated
to the intensive cultivation of vegetables with intermediate urban areas [7]. Risk to pollution of aquifers associated with productive activities … (Gloria Yaneth Florez Yepe 582 ISSN: 2088-8694 In Colombia, the Technological University of Pereira-UTP conducted research in the municipality of
Pereira based on the methodological approach to process-based risk management, taking strategic prospective
planning as a complement. The risk was assessed based on the interaction between the intrinsic vulnerability
of the aquifer, determined by the modified DRASTIC method (DRASTIC); and the anthropic threats assessed
from six key aspects: Management of Groundwater sites, solid waste, wastewater, pollution by receiving
surface sources, hydrocarbons and hazardous substances and agricultural production. The results showed that
the highest values of pollution risk are associated with the spill of hydrocarbons (42.9%) and the inadequate
disposal of wastewaters (38.2%). The development of the strategies was based on the management of water
quality, within the results of threat and risk, being these ones, the aspects that can be intervened as they are not
typical of the nature of the aquifer, but of anthropic actions [8]. Through a graduate thesis from the University of La Salle in the city of Bogotá, DRASTIC was
implemented in order to define the areas of vulnerability of the it Guadalupe aquifer (Tenjo, Cundinamarca)
particularly to pollution, developing a useful and reliable tool for an integral management of the resource that
can be the basis in future land management plans [9]. nds towards the factors that generate risk to the contamination of aquifers and the For the aquifers of Funza, in the province of
Cundinamarca, the degree of intrinsic vulnerability of the aquifer systems of the study area and the potential
danger represented by anthropic activities that may affect the sustainability of groundwater were established,
under the GOD and DRASTIC methodologies, the latter included the assessment by pesticides [10] The
University of Sucre, jointly with the regional autonomous corporation of sucre (CARSUCRE), it elaborated
the maps of intrinsic and specific vulnerability to pesticides of the Morroa aquifer through the DRASTIC
parametric system where the geometry of the system was defined based on the variables of the method, through
the Arcgis 9.2 software. The results are part of the basis of environmental management and a starting point for
research aimed at protecting the aquifer against contamination by pesticides and other substances of special
environmental care [11]. In a graduate thesis from the Catholic University of Colombia, a methodology based
on the DRASTIC method was proposed, in order to evaluate the potential for groundwater contamination. Relevant adjustments were made for the hydro-geological characteristics of a country such as Colombia [12]. As it has been evidenced, there are different methods to assess the risk of pollution of aquifers, in the
case of Costa Rica, a pollutant load map was developed in the northern sector of the Barva aquifer from the
pollutant origin surcharge hydraulically (POSH) method, to later generate the pollution risk map. This method
has been widely used in Spain, Brazil, Mexico and Argentina [13]. The threat of the aquifer by contamination
is known from the identification and characterization of potentially polluting sources, of which the class,
concentration, volume, mode of soil disposition and time of application of the pollutant load must be known,
according to [14] in [13]. The land was divided into cells of 250* 250m, which were assigned the maximum
value of pollutant load potential, distributed in high, moderate, reduced and null. The pollutant load is
contributed by the human activities that are generated and that are exacerbated due to an inadequate urban,
industrial and agricultural planning although there are guidelines and policies for land use planning [13], which
is a constant in other countries. Another concern of groundwater is the intrusion of seawater and nitrates, especially in those places
where water is used for consumption. nds towards the factors that generate risk to the contamination of aquifers and the Organic compounds have become another main source of groundwater pollution, in the research
entitled: “Synthetic organic compounds and their transformation products in groundwater: Occurrence, fate
and mitigation”, it was made a compilation of different studies of the influence of organic compounds on
groundwater, especially by pesticides, pharmaceutical products, industrial chemicals, organophosphates,
likewise, the main challenges of managed groundwater, the injection and infiltration of recovered water and
the filtration of the banks, in relation to the natural attenuation of organic micro-pollutants, are analyzed, and
information is provided on the future chemical quality of groundwater [22]. In the Guanzhong river basin in China, an investigation was carried out to analyze the hydro-
geochemical characteristics, hydro-chemical facies of groundwater and their formation mechanisms, assess the
quality of groundwater for domestic use using the water quality indicator (WQI) and assess the non-
carcinogenic risks of water consumption and forms of contact with the skin of men, women and children
through the human health risk assessment model (HHRA) established by the united states environmental
protection agency (USEPA). This study yielded essential information for the protection and management of
local groundwater, which contributed to the sustainable development of drinking water in the area, generating
a harmonious relationship between society and the environment. It was possible to determine the activities that
were contributing pollutants to groundwater and the largest contributors of nitrogen and fluoride concentrations
by the use of fertilizers [23]. In rural areas of Argentina, due to agricultural and livestock activities, nitrogen inputs to groundwater
are also generated. In this case, the characteristics of groundwater quality in an unconfined aquifer in Argentina
were studied, determining pollution by nitrogen concentrations, NO3 transformation processes and their
relationship with different types of land uses, based on isotopic analysis and multivariate statistical analysis. This information was compared with the urban area, showing that in this one, pollution is more considerable
than in the rural area, especially by the disposal of waste from sludge systems and animal pens [24]. A similar
study was conducted in China, which included groundwater quality monitoring, isotope analysis, and the
Markov chain monte Carlo (MCMC) model to determine the outflow amounts of riverine NO3 from four
potential sources such as atmospheric deposition (AD), chemical nitrogen fertilizers (NF), soil nitrogen (SN)
and manure and sludge [25]. nds towards the factors that generate risk to the contamination of aquifers and the area, where specifically, nitrogen concentrations were measured, recognized for generating a risk to the health
of the population, without neglecting that in Bangladesh a large number of victims are reported, due to arsenic
contamination in groundwater [18]. One of the aspects that has generated the most contamination of aquifers has been drilling for exploration
and exploitation of hydrocarbons, in this sense, a study entitled “A Critical Review of the Risks to Water
Resources from Unconventional Shale Gas Development and Hydraulic Fracturing in the United States” was
carried out. In which, from different case studies, four potential risks are identified: contamination of shallow
aquifers by gas leaks, contamination by disposal of improperly treated shale gas wastewater, accumulation of
toxic gases or sediments and excessive use of water for hydraulic fracturing [19], being this, the very document
with the highest number of citations among those studied in this article with a total of 966 citations. Another aspect that has generated water pollution has been Arsenic, present especially in countries
with volcanic influence, such as those of Latin America, which is present in young rocks and it is generated by
the oxidation of sulfated minerals that make the water have a high pH and generate imbalance in the quality of
water for consumption, the study entitled: One Century of Arsenic Exposure in Latin America: A review of
history reveals the risk of aquifer contamination by the presence of this mineral [20]. Another country concerned about the presence of arsenic has been India, where an investigation was
made conducting geospatial interpolation of pollutants to identify poor sanitary practices in waste management,
agricultural activities, industrial pollution, for such an evaluation the heavy metal contamination index was
used, which was considered the best one to determine the risk to people’s health, likewise, it was identified
that shallower waters had less heavy metals than more surface waters [21]. nds towards the factors that generate risk to the contamination of aquifers and the In places such as Tunisia (Africa), a study was developed to evaluate the
presence of nitrates using hydro-geochemical tools, the electrical conductivity was also analyzed in order to
identify the location of the main columns of intrusion of seawater and thus be able to delimit the groundwater
for consumption. It is also stated that it is necessary to carry out the risk assessment of pollution in similar
scenarios to carry out management processes [15]. Land use change and especially deforestation has brought with it significant impacts to aquifers, in
the study conducted for the detection and prediction of the impact of land-use changes on groundwater quality,
a case study in northern Kelantan, Malaysia, nitrate concentrations were used as an indicator to determine
changes in land use and quality of groundwater, in addition, a geospatial modeling was carried out with which
it was demonstrated that these concentrations increase significantly in agricultural wells over time, likewise,
the self-regressive integrated moving average model (ARIMA) was used, in order to make the future projection
of the behavior of nitrate pollution [16]. In Bangladesh, a concern is presented for the safety of drinking water for which an investigation was
conducted in order to detect the quality of groundwater through physicochemical analyses and social
surveys to determine the social perception against water for consumption, it resulted in an intrusion of salt
water in the analyses, therefore, a potential influence of the salinization of groundwater, 100% of the samples
showed that water is not suitable for drinking, complemented by the perception of the community against
different diseases that have been generated by water pollution, making this study an input to generate
sustainable water policies [17]. In Bangladesh, groundwater is commonly extracted through wells and is used for human consumption
in arid and humid rural areas due to its availability. That is why it was necessary to develop a study that would
allow to know the quality of the water from a number of considerable samples in different wells dug in the Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590 583 Int J Pow Elec & Dri Syst ISSN: 2088-8694 area, where specifically, nitrogen concentrations were measured, recognized for generating a risk to the health
of the population, without neglecting that in Bangladesh a large number of victims are reported, due to arsenic
contamination in groundwater [18]. nds towards the factors that generate risk to the contamination of aquifers and the In Tunisia, in the Souassi aquifer, groundwater risk was assessed using intrinsic vulnerability and
threat maps and the DRASTIC indicator of the United States environmental protection agency (USEPA), which
determines vulnerability through different variables such as groundwater depth (D), recharge I, saturated zone
lithology (A), soil type (S), topography (T), impact of the vadose zone (I) and hydraulic conductivity (C). Additionally, the socioeconomic value of groundwater and indicators of weakness/resistance to the threat of
pollution, such as age, the state of facilities and their interaction with population growth, were considered in
the research. It was concluded that maps are an appropriate spatial tool for decision-making at a local scale and
are the most appropriate to guide risk management and analysis [28]. In Yucatán Mexico, a study was also conducted to analyze the risk of groundwater contamination
from the interaction between surface pollutant loads and the vulnerability of the aquifer due to its high
permeability. For the risk analysis, an inventory of the polluting sources was carried out and with the help of
geographic information systems (GIS) and the method called European cooperation in science and technology
(COST) action 620 Group, the danger rates were calculated. This method yielded adequate results for the
research and allowed easy and low-cost mapping and risk assessment. The vulnerability was modeled with the
depth, recharge, soil, topography, Impact, land use (DRSTIL) index which is a modification of the DRASTIC
index, mentioned in an earlier case. For this study, D is the depth of the water, R the recharge, S the soil, T the
topography, I the impact of the vadose zone and L the land use. The vulnerability classification coincided with
land use, slope, soil type, topography, and depth of the water table, as well as with urban activities, which
drastically affect dangerousness [29]. In the Ecuadorian Amazon basin, a study was carried out to evaluate the risk of aquifer contamination
from the overlapping of vulnerability maps using the GOD method [1] and pollutant loads applying the POSH
method, to prioritize water resource protection zones. Pollutant loads are identified according to the origin of
the pollutant and the increase of natural water to the aquifer [30]. nds towards the factors that generate risk to the contamination of aquifers and the In Sao Paulo – Brazil, an investigation has also been carried out on the state of aquifers, in which three
indicators are proposed: (1) dependence on groundwater, (2) availability and (3) quality. The results showed that
the dependence of the population on groundwater is high, specifically to the north, center and west of São Paulo
since there is a great demand for the resource for different activities. As for availability, in some places there is
overexploitation of the resource and in others, due to the population present, low availability for its distribution. Finally, groundwater quality is affected due to natural concentrations of chloride and fluoride and human activities
in urban areas. However, quality is categorized as very good in a large portion of the territory [26]. In Argentina, specifically for intermediate cities, a Hazard Indicator (HI) was developed to identify
the sources of groundwater contamination that need to be monitored and controlled frequently and to recognize
the public supply wells that need to be treated. This was applied in Mar del Plata, south-east of the Province of
Buenos Aires, Argentina. The proposed HI includes three variables: potential pollution discharge (PCL),
effluent disposal mode (ED) and the distance between pollution sources and wastewater supply wells or well
protection areas (WP) and three classes: low (10-18-green), moderate (9-30-yellow) and tall (31-50-red). As a 584 ISSN: 2088-8694 result, underground fuel tanks and mines and quarries showed a high HI, as well as 2% of industries and 90%
of industries and landfills presented the lowest Risk Indicator. The recommendations based on the results were
based on two strategies: mitigation or prevention. Mitigation consists of reducing HI (passing from red to
yellow) and preventing the migration of HI (from yellow to red and from green to yellow) [27]. result, underground fuel tanks and mines and quarries showed a high HI, as well as 2% of industries and 90%
of industries and landfills presented the lowest Risk Indicator. The recommendations based on the results were
based on two strategies: mitigation or prevention. Mitigation consists of reducing HI (passing from red to
yellow) and preventing the migration of HI (from yellow to red and from green to yellow) [27]. nds towards the factors that generate risk to the contamination of aquifers and the In the GODS method, G corresponds to the
degree of hydraulic confinement, O is the attenuation capacity of the contaminant due to the substrate,
depending on the soil parameters, D is related to the depth of the groundwater or aquifer top for the confined
and S indicates the form of attenuation of the pollutant and its removal according to the amount of organic
matter [1]. Vulnerability was categorized as null, negligible, low, medium, high, and extreme [30]. y
g
g g
g
As it can be seen from this international count, different methods and instruments have been used
depending on the need and purpose of the study. In these cases, samplings have been used to determine
groundwater quality according to its physicochemical parameters, the pollutant loads, and their potential are
identified from the POSH method and the vulnerability of aquifers to pollution by the GOD method and its
variations, geographic information systems, among others. All the studies seek to generate valuable
information to facilitate the decision-making of the involved participants in the territories aimed at the
conservation of the underground water resource, which supplies communities in urban and rural areas. Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590 3.2. Research trends in the management of risk to aquifer pollution Water pollution management is limited given the scarce economic resources that are used for this
purpose, therefore there are some simple alternatives to assess the threat of groundwater, in the work of [31],
a tool of five different models representing common geological environments, polluting routes and transport
processes is proposed, this is done in order to prioritize sites that require more immediate intervention. The
tool is based on semi-analytical stationary state models that simulate different pollutant transport scenarios. In the Mediterranean, groundwater is analyzed for management and protection, especially in coastal
ecosystems dependent on groundwater. A study was made from a trans-disciplinary approach among
hydrology, hydrogeology, social sciences, and the fundamental right to understand the socio-economic and
environmental complexity of ecosystems dependent on groundwater, it is proposed that collective management
is necessary to promote the efficient use of water and reduce its conflicts [32]. Aquifer management has been approached from the perspective of sustainability, this is how the study
entitled: “Towards sustainable groundwater use: setting long-term goals, back casting, and managing
adaptively” , three approaches are proposed: multigenerational, back casting, and managing adaptively, the
first one refers to long-term management, the second one to immediate action from public policies and the third
one refers to the capacity of resilience to meet long-term objectives, This research proposes that these
approaches can achieve the sustainability of aquifers while generating resilience in adjacent ecosystems [33]. Other experiences with the management of water resources have been carried out through models,
such as the study for hydro-environmental management of water resources: a diffuse-based multi-objective
commitment approach, where a diffuse model for the sustainability of groundwater was designed, based on Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590 585 Int J Pow Elec & Dri Syst ISSN: 2088-8694 MODFLOW and MT3D models that are qualitative and quantitative simulation models and whose objective
was to formulate socio-optimal and sustainable policies for hydro-environmental management, as well as the
analysis of the uncertainties of conflicts around groundwater quality, finally, the best management method is
the fuzzy social choice (FSC) which is used to consider a commitment of everybody for all solutions [34]. Another trend for groundwater management is in the collaborative models or models of participation of water
resources used in different scenarios for decision-making [35]. 3.2. Research trends in the management of risk to aquifer pollution Biodegradation is one of the most sustainable methods used for aquifer management and
decontamination, the study entitled “Biodegradation: Updating the Concepts of Control for Microbial Cleanup
in Contaminated Aquifers” presents an important review of classical concepts such as redox thermodynamic
zoning or the use of stationary state transport scenarios to assess rates of biodegradation, This study proposes
some perspectives for biodegradation, some of these solutions are based on the control of the plume fringe and
transport times [36]. Another bio-remediation work was entitled “Assessment of groundwater quality and remediation in
karst aquifers: a review”, where bio- remediation models were determined combined with remote sensing tools
for the analysis of different ways of approaching of aquifer pollution ,it presents an overview of hydro-
geological processes and concepts related to groundwater flow, transport of pollutants in karst systems,
followed by a brief discussion on the interaction of surface and groundwater to propose the aquifer pollution
management process [37]. In a semi-arid basin of Brazil, a study was carried out to prioritize the areas that required actions to
mitigate and monitor pollution by decision makers and involved participants, who develop public policies for
the planning and management of groundwater from the generation of water quality indicator and multivariate
statistical analysis to analyze parameters in groundwater; in addition, geographic information systems (GIS)
were used to construct geospatial behavior maps to evaluate hydro-geochemical variables [38]. GIS is a
commonly used tool to complement isotopic, statistical and groundwater quality parameter studies; as in Brazil,
they were also used in the upper Blue Nile basin [39] and in the Modjo basin in Ethiopia [40]. Figure 6 displays the most cited authors and documents in the field of aquifer pollution risk. Figure 6. Authors and most cited documents at risk of aquifer contamination and management processes Figure 6. Authors and most cited documents at risk of aquifer contamination and management processes 3.3. Analysis of the most relevant authors and index of collaboration among authors With R software, the collaboration rate among authors was determined is 4.47, the number of co-
authors per document is 4.77, the documents per author is 0.23, the total number of authors in the
484 documents is 2047 authors, Likewise, according to the analysis Lotka’s law, 90% of authors produce a
single article, while 0.5% produce four articles. In comparison to the yearly scientific production, there has
been a significant growth in recent years. Particularly, 2021 witnessed a notable increase with a total of 74
publications. From 2012 to 2014, there was an increment from 34 to 55 publications, followed by a decrease
in 2016 to 34 publications once again. However, from 2018 to 2021, there has been a significant upward trend. Despite the global impact of the COVID-19 pandemic, research and scientific output continued to rise. The
most prominent authors in the field of aquifer pollution risk can be found in Figure 7. The publications of the first authors have been oriented towards measuring stress or impact factors
that generate stress in aquifers. The first author has participated in cooperation with others [41], for the
development of research entitled “Identification of the long-term variations of groundwater and their governing
factors based on hydro-chemical and isotopic data in a river basin”. In this study, the spatio-temporal variations
of the hydro-chemical characteristics of groundwater were discriminated based on the results of grouping self- Risk to pollution of aquifers associated with productive activities … (Gloria Yaneth Florez Yepes) 586 ISSN: 2088-8694 organized maps (SOM) From 2001 to 2017, hydrogen and oxygen variations were also studied in a hydro-
chemical facies evolution diagram (HFE-D). This study resulted in articulated self-organized maps (SOM)
with stable isotope analysis, the HFE diagram, and correlation analysis could be used successfully to interpret
high-dimension, non-linear multivariate systems and provide information on the mechanisms that control
groundwater evolution. Figure 7. Most relevant authors on the risk of aquifer contamination Figure 7. 3.3. Analysis of the most relevant authors and index of collaboration among authors Most relevant authors on the risk of aquifer contamination Another study by this author, co-authored with others, is entitled “Effect of groundwater quality on
the sustainability of water resources: a case study in the Northern China Plain” [42], in which the authors focus
on approaching the implications of pollutants for sustainability, a modular reaction code for reactive transport
in three-dimensional aquifers (RT3D) was developed in order to simulate the reactive process of transporting
nitrogen species into the groundwater system. Subsequently, the management optimization model was made
together with the reactive nitrogen transport model considering the limitations of water quality to quantify and
improve the sustainability of groundwater utilization in the study area. As for the second author Bjerg highlights the publication entitled “Linking ecological health to co-
occurring organic and inorganic chemical stressors in a groundwater-fed stream system” with other
authors [43], where indications of the ecological consequences of the interaction of organic and inorganic
chemical stress factors are presented, which are not normally evaluated together, which may provide a missing
link that allows the reconnection of chemical and ecological findings, benthic meio-invertebrates were found
to be promising bio-indicators of groundwater pollution. Another research of Bjerg in cooperation with other authors has been entitled “Assessing the chemical
contamination dynamics in a mixed land use stream system”, where the impacts on groundwater caused by
stress factors are assessed, using three methods: i) massive discharge of pollutants into the stream for source
quantification, ii) toxic units, and iii) environmental standards, in this research it was observed that the biggest
pollutants came from pharmaceuticals [44]. One of the most recent articles is entitled “Shallow urban aquifers under hyper-recharge equatorial
conditions and strong anthropogenic constrains. Implications in terms of groundwater resources potential and
integrated water resources management strategies”. By the third author who appears in the above graph in co-
authorship with other researchers [45] in which the water recharge rate was calculated through water balance
and water table fluctuation methods, infiltration and groundwater flow conditions were also examined by
combining hydro-geological and isotopic methods. 3.4. Knowledge gaps in the face of risks of wastewater pollution g g p
p
It is necessary to consider a holistic approach to linking hydrogeology and eco-toxicology to positively
influence the sustainable management of water resources at global level. New approaches are urgently needed
to identify sources, pathways, and potential impacts relevant to the implementation of remedial measures and
management of appropriate sources, further ecological and chemical analyses are needed for the study of
underground sources. The publications emphasize that future research should include multiple compounds and
compartments of currents and highlight the need for holistic approaches when assessing the risk of these
dynamic systems. There are gaps in research regarding long-term management processes to avoid the risk of
aquifer contamination. q
The analysis of aquifer pollution has been more focused on the measurement of physical-chemical
parameters, it is necessary to analyze different bio-indicators that allow generating a more comprehensive
knowledge of the risk of water pollution, Likewise, there are gaps in knowledge regarding the behavior of
pollutants over time, in few situations, it has got a retrospective of the status of aquifers in the past to make
comparisons of what happens in the present. Another aspect related to gaps in scientific research regarding
aquifers is the relationship of climate change with them, in the study “impacts of climate change on
groundwater and dependent ecosystems” it is shown that there is uncertainty especially in management
techniques and numerical modeling to understand this relationship [46]. The need for research into organic
pollutants is also highlighted in the study entitled “Organic contaminants in African aquatic systems: Current
knowledge, health risks, and future research directions” is mentioned the need to deepen research where it is
necessary to deepen the reservoirs of critical points of CO, behavior and environmental fate, eco-toxicology,
epidemiology, and interventions to minimize health risks [47]. The study “Hydrogeology and management of
freshwater lenses on atoll islands: Review of current knowledge and research needs” mentions that problems
of access to water and sanitation need to be addressed within the framework of the United Nations Sustainable
Development Goals by 2030 [48]. More comprehensive research of advanced statistical methods associated
with the analysis of geospatial technologies is required to know the status of groundwater pollution [49]. 3.3. Analysis of the most relevant authors and index of collaboration among authors On the other hand, compared to the three-fields plot analysis and considering the fields of journals,
authors and affiliations, it can be observed that the journal that has the highest number of publications is
“Science of the total environment”, in which authors such as Huneau F have published, Garel E, Erostate,
Huggenberger P, Aquilina, Labasque T, the main affiliation of the authors is from Université de Corse Pascal
Paoli, Likewise, one of the authors who has worked the most study topic has been Wu J who has two affiliations
Nanjing University and Technical University of Denmark, However, the journal where this author’s
publications are mainly reported is “Journal of Contaminant Hydrology”. Figure 8 displays the three-field analysis, which establishes the existing relationships between
journals, authors, and universities. Thicker lines indicate stronger interconnections. It can be observed that the Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590
587 ISSN: 2088-8694 Int J Pow Elec & Dri Syst University of Corsica Pascal Paoli maintains close relationships with various authors and journals, particularly
with the science of the total environment. University of Corsica Pascal Paoli maintains close relationships with various authors and journals, particularly
with the science of the total environment. Figure 8. Analysis Three-fields plot Figure 8. Analysis Three-fields plot 4.
CONCLUSION Much of the research on groundwater pollution has been focused on those that have influence of sea
water by intrusion of the same to fresh groundwater. Multidisciplinary and trans-disciplinary research between
the hard sciences and the social sciences has been necessary to help generate management proposals for
addressing groundwater pollution, that is, the social component from the perceptions and from the fundamental
right must be incorporated in the processes of pollution management of water sources. One of the most
important aspects of groundwater pollution has been drillings for hydrocarbons, nitrate concentrations due to
agricultural systems and the presence of arsenic, which in some countries is high because it is mobilized from
young volcanic rocks, and by the action of Sulphur-bearing minerals, Latin America is one of the most affected
regions by this process. Risk to pollution of aquifers associated with productive activities … (Gloria Yaneth Florez Yepes) 588 ISSN: 2088-8694 The DRASTIC method is one of the most used for the analysis of the risk of water pollution which
consists in considering for modeling different parameters such as net recharge, aquifer media, soil media,
vadose zone impact and hydraulic conductivity. Some management models have been used to propose possible
solutions to the risk of aquifer contamination, in which the most important thing has been the involvement of
society in the process, some better-behaved used has been the fuzzy social choice. Other models for the
management of aquifer pollution are the establishment of natural background levels (NBL) and threshold
values (TV), which could be used as a reference for porous aquifers subject to a large amount of rain and
become the basis for decision-making and planning against them. The most current trends in aquifer research are related to the development of strategies and policies
that promote the conservation, recharge, and efficient use of groundwater. Advanced monitoring and modeling:
Advances in sensor technology, remote sensing, and computational modeling are enhancing the ability to
monitor and understand aquifers. Researchers are using real-time data to develop accurate models that can
predict aquifer behavior and make informed decisions regarding their management. Surface-water groundwater interactions: there is a growing interest in understanding the interactions
between surface water and groundwater, as they are closely interconnected. Studies investigate how human
activities, such as irrigation or water extraction, affect the quality and quantity of water in both systems, and
how to mitigate negative impacts. 4.
CONCLUSION Treatment and remediation technologies: with the increasing concern over
groundwater pollution, research is focused on the development of effective treatment and remediation
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conditions and strong anthropogenic constrains. Implications in terms of groundwater resources potential and integrated water resources [45] B. Nlend, H. Celle-Jeanton, F. Huneau, E. Garel, S. N. Boum-Nkot, and J. Etame, “Shallow urban aquifers under hyper-recharge eq
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research directions,” Science of The Total Environment, vol. REFERENCES Gleeson et al., “Towards sustainable groundwater use: Setting long-term goals, backcasting, and managing adaptively,” Ground
Water, vol. 50, no. 1, pp. 19–26, 2012, doi: 10.1111/j.1745-6584.2011.00825.x. 4] M. R. Alizadeh, M. R. Nikoo, and G. R. Rakhshandehroo, “Hydro-environmental management of groundwater resources: A fuzz
based multi-objective compromise approach,” Journal of Hydrology, vol. 551, pp. 540–554, 2017, doi: 10.1016/j.jhydrol.2017.06.0 [34] M. R. Alizadeh, M. R. Nikoo, and G. R. Rakhshandehroo, “Hydro-environmental management of groundwater resources: A fuzzy-
based multi-objective compromise approach,” Journal of Hydrology, vol. 551, pp. 540–554, 2017, doi: 10.1016/j.jhydrol.2017.06.011. [35] L. Basco-Carrera, A. Warren, E. van Beek, A. Jonoski, and A. Giardino, “Collaborative modelling or participatory modelling? A
framework for water resources management,” Environmental Modelling & Software, vol. 91, pp. 95–110, 2017, doi:
10.1016/j.envsoft.2017.01.014. based multi objective compromise approach, Journal of Hydrology, vol. 551, pp. 540 554, 2017, doi: 10.1016/j.jhydrol.2017.06.011. [35] L. Basco-Carrera, A. Warren, E. van Beek, A. Jonoski, and A. Giardino, “Collaborative modelling or participatory modelling? A
framework for water resources management,” Environmental Modelling & Software, vol. 91, pp. 95–110, 2017, doi:
10.1016/j.envsoft.2017.01.014. j
[36] R. U. Meckenstock et al., “Biodegradation: Updating the Concepts of Control for Microbial Cleanup in Contaminated Aquifers,”
Environmental Science & Technology, vol. 49, no. 12, pp. 7073–7081, 2015, doi: 10.1021/acs.est.5b00715. gy
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7] K. Kalhor, R. Ghasemizadeh, L. Rajic, and A. Alshawabkeh, “Assessment of groundwater quality and remediation in karst aqu
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and multivariate statistical techniques,” Journal of Hydrology, vol. 598, p. 126346, 2021, doi: 10.1016/j.jhydrol.2021.126346. [39] A. K. Tefera et al., “Groundwater quality evaluation of the alluvial aquifers using GIS and water quality indices in the Upper Blue
Nile Basin, Ethiopia,” Groundwater for Sustainable Development, vol. BIOGRAPHIES OF AUTHORS BIOGRAPHIES OF AUTHORS Gloria Yaneth Florez Yepes
is Environmental Administrator, M.Sc. Sustainable
Development and the Environment, Ph.D. Sustainable Development. Professor at the Universidad
Católica de Manizales Colombia, coordinator in the research group on Technological and
Environmental Development. She can be contacted at email: gyflorez@ucm.edu.co. Angela María Alzate Álvarez
Magister in Environmental Management from
Griffith University in Brisbane, Australia; Sanitation and Environmental Development Engineer
from the Catholic University of Manizales; research professor at the Catholic University of
Manizales; researcher of articles published in an indexed journal; co-owner and commercial
manager of Ecoingea-Engineering and Environmental Management S.A.S, PhD student in
sustainable development at the University of Manizales. She can be contacted at email:
aalzate@ucm.edu.co. Paola Vásquez Cardona
is Geologist and specialist in Comprehensive Assessment
of Environmental Impacts from the University of Caldas. She has worked as a public servant in
the Regional Autonomous Corporation of Caldas-Corpocaldas-in the subject of hydrogeology for
approximately 12 years. From the water resource group of which she is a part, she has led the
following studies: construction of the conceptual hydrogeological model of the Santagueda-km
41, Río Grande de La Magdalena and Río Risaralda aquifers. Formulation and implementation
of Management Plans for the aforementioned aquifers and operation of the groundwater
monitoring network. Corpocaldas is currently part of the COL7005 project with the IAEA -
International
Atomic
Energy
Agency. She
can
be
contacted
at
email:
paolavasquez@corpocaldas.gov.co. Luis Alberto Vargas Marín
is Economist, Master in Education - Teaching, Master
in Sustainable Development and Environment, Ph.D. in Sustainable Development. Director &
Research Professor of the Center for Research of the Environment and Development (CIMAD). Director of the master's program in Sustainable Development and Environment at Manizales
University. Environmental Economic Consultant. Areas of research: Environmental Economics,
Ecological Economics, Environmental Valuation, and Sustainability. He can be contacted at
email: lvargas@umanizales.edu.co. Erika Juliana Aldana Arcila
Environmental Engineer graduated from the Catholic
University of Manizales. Master in Geoscience and Environment from the Paulista State
University, Rio Claro-Brazil campus. She is currently a professor in the Environmental
Engineering program at the Catholic University of Manizales and co-researcher in the GIDTA
research group (Group for Research in Technological and Environmental Developments). She
can be contacted at email: ealdana@ucm.edu.co. Fredy E. Hoyos
from La Cruz, Nariño, Colombia, received his B.S. and M.S. degree
from the National University of Colombia, at Manizales, Colombia, in Electrical Engineering and
Industrial Automation, in 2006 and 2009, respectively, and his Ph.D. REFERENCES 619–620, pp. 1493–1514, 2018, doi: 10.1016/j.scitotenv.2017.11.121. j j y
[47] W. Gwenzi and N. Chaukura, “Organic contaminants in African aquatic systems: Current knowledge, health risks, and future
research directions,” Science of The Total Environment, vol. 619–620, pp. 1493–1514, 2018, doi: 10.1016/j.scitotenv.2017.11.121. [48] A. D. Werner, H. K. Sharp, S. C. Galvis, V. E. A. Post, and P. Sinclair, “Hydrogeology and management of freshwater lenses on
atoll islands: Review of current knowledge and research needs ” Journal of Hydrology vol 551 pp 819–844 Aug 2017 doi: pp
j
[48] A. D. Werner, H. K. Sharp, S. C. Galvis, V. E. A. Post, and P. Sinclair, “Hydrogeology and management of freshwater lenses on
atoll islands: Review of current knowledge and research needs,” Journal of Hydrology, vol. 551, pp. 819–844, Aug. 2017, doi:
10.1016/j.jhydrol.2017.02.047. [49] D. Machiwal, V. Cloutier, C. Güler, and N. Kazakis, “A review of GIS-integrated statistical techniques for groundw
evaluation and protection,” Environmental Earth Sciences, vol. 77, no. 19, pp. 1-30, 2018, doi: 10.1007/s12665-018-78 ISSN: 2088-8694 590 BIOGRAPHIES OF AUTHORS in Engineering with an
emphasis in Automation in 2012. Dr. Hoyos is currently an Associate Professor of the Mines
Faculty, Department of Electrical Energy and Automation, at the National University of
Colombia, at Medellin, Colombia. His research interests include nonlinear control, system
modelling, nonlinear dynamics analysis, control of nonsmooth systems, and power electronics,
with application within a broad area of technological process. Dr. Hoyos is a Senior Researcher
in Colciencias and member of the Applied Technologies Research Group-GITA at the
Universidad Nacional de Colombia. He can be contacted at email: fehoyosve@unal.edu.co. Int J Pow Elec & Dri Syst, Vol. 15, No. 1, March 2024: 577-590
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Dynamic performance of a passively self-adjusting floating wind
farm layout to increase the annual energy production
Mohammad Youssef Mahfouz1, Ericka Lozon2, Matthew Hall2, and Po Wen Cheng1
1Stuttgart Wind Energy at University of Stuttgart, Allmandring 5B, 70569 Stuttgart, Germany
2National Renewable Energy Laboratory (NREL), 15013 Denver W Pkwy, Golden, CO 80401, United States
Correspondence: Mohammad Youssef Mahfouz (mahfouz@ifb.uni-stuttgart.de) Finally, the ultimate loads on the mooring systems of the self-adjusting FWF design
15
are lower than those on the mooring systems of the baseline design. Dynamic performance of a passively self-adjusting floating wind
farm layout to increase the annual energy production
Mohammad Youssef Mahfouz1, Ericka Lozon2, Matthew Hall2, and Po Wen Cheng1
1Stuttgart Wind Energy at University of Stuttgart, Allmandring 5B, 70569 Stuttgart, Germany
2National Renewable Energy Laboratory (NREL), 15013 Denver W Pkwy, Golden, CO 80401, United States
Correspondence: Mohammad Youssef Mahfouz (mahfouz@ifb.uni-stuttgart.de) Abstract. One of the main differences between floating offshore wind turbines (FOWTs) and fixed-bottom turbines is the
angular and translational motions of FOWTs. When it comes to planning a floating wind farm (FWF), the translational motions
introduce an additional layer of complexity to the FWF layout. The ability of a FOWT to relocate its position represents an
opportunity to mitigate wake losses within an FWF. By passively relocating downwind turbines out of the wake generated opportunity to mitigate wake losses within an FWF. By passively relocating downwind turbines out of the wake generated
by upwind turbines, we can reduce wake-induced energy losses and enhance overall energy production. The translational
5
movements of FOWTs are governed by the mooring system attached to it. The way a FOWT relocates its position changes
if the design of the mooring system attached to it changes. Additionally, the translational motion of a FOWT attached to a
given mooring system is different for different wind directions. Hence, we can tailor a mooring system design for a FOWT
to passively control its motions according to the wind direction. In this work, we present a new self-adjusting FWF layout by upwind turbines, we can reduce wake-induced energy losses and enhance overall energy production. The translational
5
movements of FOWTs are governed by the mooring system attached to it. The way a FOWT relocates its position changes
if the design of the mooring system attached to it changes. Additionally, the translational motion of a FOWT attached to a
given mooring system is different for different wind directions. Hence, we can tailor a mooring system design for a FOWT
to passively control its motions according to the wind direction. In this work, we present a new self-adjusting FWF layout 5 design, and assess its performance using both static and dynamic methods. The results show that relocating the FOWTs in an
10
FWF can increase the energy production by 3% using a steady-state wake model and 1.4% using a dynamic wake model at
a wind speed of 10 m/s. Moreover, we compare the fatigue and ultimate loads of the mooring systems of the self-adjusting
FWF layout design to the mooring systems in a current state-of-the-art FWF baseline design. The comparison shows that with
smaller mooring system diameters, the self-adjusting FWF design has similar fatigue damage compared to the baseline design with bigger mooring system diameters. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Dynamic performance of a passively self-adjusting floating wind
farm layout to increase the annual energy production
Mohammad Youssef Mahfouz1, Ericka Lozon2, Matthew Hall2, and Po Wen Cheng1
1Stuttgart Wind Energy at University of Stuttgart, Allmandring 5B, 70569 Stuttgart, Germany
2National Renewable Energy Laboratory (NREL), 15013 Denver W Pkwy, Golden, CO 80401, United States
Correspondence: Mohammad Youssef Mahfouz (mahfouz@ifb.uni-stuttgart.de) 1
Introduction As
the mooring system design changes, the stiffness of the FOWT’s station-keeping system changes, and the shape of the watch
circle changes. The ability of a FOWT to relocate its position is a new DoF that should be considered inside a floating wind
farm (FWF) for two reasons. First, the translational motions of a FOWT have an effect on the FWF’s AEP. Not considering For a FOWT, the mooring system is responsible for station-keeping, as it provides stiffness in surge, sway, and yaw degrees
30
of freedom (DoFs). The mooring system allows the FOWTs to move within a constrained region called the watch circle. As
the mooring system design changes, the stiffness of the FOWT’s station-keeping system changes, and the shape of the watch
circle changes. The ability of a FOWT to relocate its position is a new DoF that should be considered inside a floating wind
farm (FWF) for two reasons. First, the translational motions of a FOWT have an effect on the FWF’s AEP. Not considering For a FOWT, the mooring system is responsible for station-keeping, as it provides stiffness in surge, sway, and yaw degrees
30
of freedom (DoFs). The mooring system allows the FOWTs to move within a constrained region called the watch circle. As
the mooring system design changes, the stiffness of the FOWT’s station-keeping system changes, and the shape of the watch
circle changes. The ability of a FOWT to relocate its position is a new DoF that should be considered inside a floating wind
farm (FWF) for two reasons. First, the translational motions of a FOWT have an effect on the FWF’s AEP. Not considering these displacements increases the uncertainty in the FWF AEP calculations and hence increases the risk of investment (Bodini
35
et al., 2020). Fleming et al. (2015) show that if a downwind turbine moves in the crosswind direction with a displacement of
20% of its rotor diameter (D), the energy produced will change by 4%. The motion can either increase or decrease the FWF’s
AEP depending on the direction of the motion into the wake or out of the wake. The second reason is that the ability of FOWTs
to relocate their positions can be used to increase the FWF energy production. these displacements increases the uncertainty in the FWF AEP calculations and hence increases the risk of investment (Bodini
35
et al., 2020). Fleming et al. 1
Introduction To achieve our energy goals and harness more wind energy in sites with high wind resources, we cluster wind turbines into
wind farms. However, this leads to energy losses inside the farm due to the generation of wakes. As the ambient wind field
passes through a wind turbine, the turbine extracts energy out of the wind field, increasing its turbulence and decreasing its
0
speed. When this lower speed and higher turbulence wind field reaches a downwind turbine, the turbine produces less energy
and suffers from higher fatigue loads compared to the upwind one. The differences between the energy produced by the upwind
and downwind turbines inside a wind farm are known as wake losses. For fixed-bottom onshore and offshore wind farms, the
current state of the art is to optimize the wind farm layout to decrease the wake losses and increase the farm’s annual energy 20 1 1 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. production (AEP) (Baker et al., 2019). Other wind farm layout optimization techniques focus on decreasing the cable length
25
within the wind farm (Fleming et al., 2016) or using open multidisciplinary design, analysis, and optimization to decrease the
wind farm’s levelized cost of energy by optimizing the different components inside the wind farm’s complex multidisciplinary
system (Perez-Moreno et al., 2018). However, to the best of our knowledge, none of the current wind farm layout optimization
techniques account for the ability of a floating offshore wind turbine (FOWT) to relocate its position in the horizontal plane. production (AEP) (Baker et al., 2019). Other wind farm layout optimization techniques focus on decreasing the cable length
25
within the wind farm (Fleming et al., 2016) or using open multidisciplinary design, analysis, and optimization to decrease the
wind farm’s levelized cost of energy by optimizing the different components inside the wind farm’s complex multidisciplinary
system (Perez-Moreno et al., 2018). However, to the best of our knowledge, none of the current wind farm layout optimization
techniques account for the ability of a floating offshore wind turbine (FOWT) to relocate its position in the horizontal plane. For a FOWT, the mooring system is responsible for station-keeping, as it provides stiffness in surge, sway, and yaw degrees
30
of freedom (DoFs). The mooring system allows the FOWTs to move within a constrained region called the watch circle. 1
Introduction (2015) show that if a downwind turbine moves in the crosswind direction with a displacement of
20% of its rotor diameter (D), the energy produced will change by 4%. The motion can either increase or decrease the FWF’s
AEP depending on the direction of the motion into the wake or out of the wake. The second reason is that the ability of FOWTs
to relocate their positions can be used to increase the FWF energy production. Several methods have been proposed to achieve beneficial crosswind motions in an FWF. Kheirabadi and Nagamune (2019)
40
and Kheirabadi and Nagamune (2020) implemented a yaw and induction based turbine controller to reposition downwind
turbines out of the wake. The idea was to use the FOWT controller to create a crosswind aerodynamic force component by
yawing the FOWTs’ nacelles to move the downwind turbines out of the wake. The results showed that relocating the FOWTs
will increase the FWF’s efficiency, and that the increase in efficiency is dependent on the mooring system designs because they 40 Several methods have been proposed to achieve beneficial crosswind motions in an FWF. Kheirabadi and Nagamune (2019)
40
and Kheirabadi and Nagamune (2020) implemented a yaw and induction based turbine controller to reposition downwind
turbines out of the wake. The idea was to use the FOWT controller to create a crosswind aerodynamic force component by
yawing the FOWTs’ nacelles to move the downwind turbines out of the wake. The results showed that relocating the FOWTs
will increase the FWF’s efficiency, and that the increase in efficiency is dependent on the mooring system designs because they govern the FOWTs’ motions. Rodrigues et al. (2015) changed the positions of FOWTs inside an FWF using a pulley to change
45
the length of the mooring lines according to the wind direction. The results also showed that relocating the FOWTs can increase
the FWF’s energy production. These previous studies aimed to actively control FOWT positions and showed the dependency
of the FOWT motions on the mooring system design. In our previous work (Mahfouz and Cheng, 2023), we proposed a new
method to passively relocate the FOWT out of the wake through mooring system design. However, we only used static tools to govern the FOWTs’ motions. Rodrigues et al. 1
Introduction (2015) changed the positions of FOWTs inside an FWF using a pulley to change
45
the length of the mooring lines according to the wind direction. The results also showed that relocating the FOWTs can increase
the FWF’s energy production. These previous studies aimed to actively control FOWT positions and showed the dependency
of the FOWT motions on the mooring system design. In our previous work (Mahfouz and Cheng, 2023), we proposed a new
method to passively relocate the FOWT out of the wake through mooring system design. However, we only used static tools to
assess the method and no dynamic verification was carried out A summary of these three methods is given in Table 1
50 assess the method, and no dynamic verification was carried out. A summary of these three methods is given in Table 1. 50
In this paper, we build on our previous work (Mahfouz and Cheng, 2023), in which we presented a methodology to passively
relocate the FOWTs in an FWF to increase the farm’s AEP. The methodology customizes the mooring system design of
each FOWT to increase the FWF’s AEP by allowing larger platform offsets and reducing farm wake losses. Mahfouz and
Cheng (2023) showed that we can passively relocate the turbines and quantified the gain in AEP we can achieve by passively assess the method, and no dynamic verification was carried out. A summary of these three methods is given in Table 1. 50
In this paper, we build on our previous work (Mahfouz and Cheng, 2023), in which we presented a methodology to passively
relocate the FOWTs in an FWF to increase the farm’s AEP. The methodology customizes the mooring system design of
each FOWT to increase the FWF’s AEP by allowing larger platform offsets and reducing farm wake losses. Mahfouz and
Cheng (2023) showed that we can passively relocate the turbines and quantified the gain in AEP we can achieve by passively relocating the FOWTs. However, until this point all our work was done using static tools focusing only on increasing the AEP
55
gain without assessing the performance of the FWF layout design under dynamic wind and wave loading. In this paper, we
extend our work to verify the results using dynamic models. Our goal is to assess the performance of our FWF layout design in
both operational and extreme loading conditions. Method We compare the energy gain between steady-state and dynamic wake models at a constant wind
65
speed of 10 m/s. We also calculate the fatigue damage on the mooring system designs and compare it to the fatigue damage
of a baseline mooring system design. Finally, we assess the loads on the new mooring system designs under extreme wind and
wave conditions to determine their ability to withstand ultimate loads. obtained using OpenFAST. We compare the energy gain between steady-state and dynamic wake models at a constant wind
65
speed of 10 m/s. We also calculate the fatigue damage on the mooring system designs and compare it to the fatigue damage
of a baseline mooring system design. Finally, we assess the loads on the new mooring system designs under extreme wind and
wave conditions to determine their ability to withstand ultimate loads. 1
Introduction We will evaluate whether the larger displacements of the FOWTs increase the
fatigue and extreme loads for the novel mooring system designs compared to a traditional, state-of-the-art, baseline mooring relocating the FOWTs. However, until this point all our work was done using static tools focusing only on increasing the AEP
55
gain without assessing the performance of the FWF layout design under dynamic wind and wave loading. In this paper, we
extend our work to verify the results using dynamic models. Our goal is to assess the performance of our FWF layout design in
both operational and extreme loading conditions. We will evaluate whether the larger displacements of the FOWTs increase the
fatigue and extreme loads for the novel mooring system designs compared to a traditional, state-of-the-art, baseline mooring 2 https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. Table 1. Different methods for relocating the FOWTs
Method
Description
Relocates the FOWTs
actively or passively? Yaw and Induction Based Turbine
Repositioning (YITuR)
Kheirabadi and Nagamune (2019) designed a yaw and
induction based FOWT controller to relocate the FOWT
in the crosswind direction. The idea is to create a thrust
component in the crosswind direction that moves the
FOWT. Active
Movable FOWT Design
Rodrigues et al. (2015) created a new FWF layout de-
sign where the FOWTs change their position accord-
ing to the wind direction. The FOWTs use a pulley at-
tached to the floating platform to change the mooring
line length and hence change their position. Active
Passively
relocating
FOWTs
using
mooring system
In our previous work (Mahfouz and Cheng, 2023), we
created a new FWF layout design method where the
mooring system design is part of the FWF layout op-
timization. Each FOWT is attached to a customized
mooring system that relocates it according to the wind
direction. Passive Table 1. Different methods for relocating the FOWTs Table 1. Different methods for relocating the FOWTs Relocates the FOWTs
actively or passively? Description Description Method Kheirabadi and Nagamune (2019) designed a yaw and
induction based FOWT controller to relocate the FOWT
in the crosswind direction. The idea is to create a thrust
component in the crosswind direction that moves the
FOWT. Yaw and Induction Based Turbine
Repositioning (YITuR) Kheirabadi and Nagamune (2019) designed a yaw and
induction based FOWT controller to relocate the FOWT
in the crosswind direction. The idea is to create a thrust
component in the crosswind direction that moves the
FOWT. Rodrigues et al. (2015) created a new FWF layout de-
sign where the FOWTs change their position accord-
ing to the wind direction. The FOWTs use a pulley at-
tached to the floating platform to change the mooring
line length and hence change their position. In our previous work (Mahfouz and Cheng, 2023), we
created a new FWF layout design method where the
mooring system design is part of the FWF layout op-
timization. Each FOWT is attached to a customized
mooring system that relocates it according to the wind
direction. system. Moreover, we will verify the results of the steady-state wake model, which does not consider the FOWT’s motions,
60
against the dynamic wake model, which considers the FOWT’s motions. system. Moreover, we will verify the results of the steady-state wake model, which does not consider the FOWT’s motions,
60
against the dynamic wake model, which considers the FOWT’s motions. To accomplish this, we first present the baseline layout, the passively self-adjusting FWF layout design, and the energy gain
we expect to achieve using static tools. Next, we present the stiffness and natural frequency values of each mooring system
design within the FWF. Then, we compare the watch circles of the mooring system designs obtained using MoorPy with those system. Moreover, we will verify the results of the steady-state wake model, which does not consider the FOWT’s motions,
60
against the dynamic wake model, which considers the FOWT’s motions. To accomplish this, we first present the baseline layout, the passively self-adjusting FWF layout design, and the energy gain
we expect to achieve using static tools. Next, we present the stiffness and natural frequency values of each mooring system
design within the FWF. Then, we compare the watch circles of the mooring system designs obtained using MoorPy with those obtained using OpenFAST. 2
Self-adjusting floating wind farm design In this section we present the methodology to design the passively self-adjusting layout starting from a baseline wind farm
70
layout. Additionally, we show the results of the static models for each step of the design process. The design process consists
of four main steps as shown in Fig. 1. We discuss each step in the following sections. Throughout this work, we use the In-
ternational Energy Agency Wind Technology Collaboration Programme (IEA Wind) 15 MW reference wind turbine (Gaertner 3 Figure 1. Workflow of designing a passively self-adjusting FWF layout
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c⃝Author(s) 2023. CC BY 4.0 License. Figure 1. Workflow of designing a passively self-adjusting FWF layout Figure 1. Workflow of designing a passively self-adjusting FWF layout et al., 2020) coupled to the Activefloat semisubmersible floater as presented by Mahfouz et al. (2021). The wind rose intro- et al., 2020) coupled to the Activefloat semisubmersible floater as presented by Mahfouz et al. ( pll
p
y
duced within IEA Wind Task 37 (Baker et al., 2019) presented in Fig. 2 was used in this study. Throughout this work, the wind
75
speed was assumed to be constant in all wind directions and equal to 10 m/s. We chose the value of 10 m/s to be just below
the rated wind speed of 11 m/s of the FOWT reference model, as wakes have no effect on the wind farm’s energy production
above the rated wind speed. duced within IEA Wind Task 37 (Baker et al., 2019) presented in Fig. 2 was used in this study. Throughout this work, the wind
75
speed was assumed to be constant in all wind directions and equal to 10 m/s. We chose the value of 10 m/s to be just below
the rated wind speed of 11 m/s of the FOWT reference model, as wakes have no effect on the wind farm’s energy production
above the rated wind speed. 2.1
Conventional layout optimization The first step in the novel FWF design methodology is to optimize the wind farm layout using the conventional state-of-the-
80
art methods assuming a fixed-bottom layout. This step can be skipped if the user provides a baseline layout that is already
optimized. We start with this step because our goal is to show the gain in a wind farm’s AEP due to relocating the FOWTs. Starting from a baseline layout far from the optimum will overestimate the effects of relocating the FOWTs showing higher
AEP gain. Instead, we compare the novel passive relocation technique to more traditional layout optimization methods with The first step in the novel FWF design methodology is to optimize the wind farm layout using the conventional state-of-the-
80
art methods assuming a fixed-bottom layout. This step can be skipped if the user provides a baseline layout that is already
optimized. We start with this step because our goal is to show the gain in a wind farm’s AEP due to relocating the FOWTs. Starting from a baseline layout far from the optimum will overestimate the effects of relocating the FOWTs showing higher
AEP gain. Instead, we compare the novel passive relocation technique to more traditional layout optimization methods with limited floater motions. The baseline wind farm layout we started with in this paper is shown in Fig. 3. The layout has a
85
square shape and consists of nine wind turbines. We optimized the layout using the gradient-based optimizer SNOPT (Gill 4 Figure 2. Wind rose from IEA Wind Task 37 with constant wind speed of 10 m/s
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c⃝Author(s) 2023. CC BY 4.0 License. Figure 2. Wind rose from IEA Wind Task 37 with constant wind speed of 10 m/s et al., 2005, 2008), the objective function was to maximize the wind energy production. The optimization process had two
constraints. The first was to keep all turbines within the wind farm boundaries (i.e., within a square of side length 12D). The mooring system designs are not included in this step; hence, when the mooring systems of all FOWTs in the FWF are
designed, the anchors will not be within the FWF boundary. 2.1
Conventional layout optimization We will refer to this layout as the optimized wind
farm layout through the rest of the text. This layout will be used as a baseline to compare the energy gain after relocating the
FOWTs in the FWF. The goal is that the customized mooring system will be coupled to the optimized wind farm layout and
passively relocate the FOWTs to decrease wake losses. 100 2.1
Conventional layout optimization The second constraint was that the minimum distance between
90
any two turbines in the wind farm cannot be less than 4D. 90 Figure 3. Baseline layout and optimized wind farm layout
The wakes were estimated during the optimization using FLORIS v3.1 (NREL, 2023). The wake model used was the
Gaussian velocity model implemented within the tool based on the works of Bastankhah and Porté-Agel (2016); Niayifar
and Porté-Agel (2016), and Gauss deflection model based on the works of Bastankhah and Porté-Agel (2016) and King et al. (2021). The turbulence model used was the Crespo-Hernandez model (Crespo and Hernández, 1996). The wake deflection in
5
FLORIS only accounts for the horizontal wake deflection due to yawing the wind turbines. In this work, the yaw angle is always Figure 3. Baseline layout and optimized wind farm layout Figure 3. Baseline layout and optimized wind farm layout The wakes were estimated during the optimization using FLORIS v3.1 (NREL, 2023). The wake model used was the
Gaussian velocity model implemented within the tool based on the works of Bastankhah and Porté-Agel (2016); Niayifar
and Porté-Agel (2016), and Gauss deflection model based on the works of Bastankhah and Porté-Agel (2016) and King et al. (2021). The turbulence model used was the Crespo-Hernandez model (Crespo and Hernández, 1996). The wake deflection in
95
FLORIS only accounts for the horizontal wake deflection due to yawing the wind turbines. In this work, the yaw angle is always The wakes were estimated during the optimization using FLORIS v3.1 (NREL, 2023). The wake model used was the
Gaussian velocity model implemented within the tool based on the works of Bastankhah and Porté-Agel (2016); Niayifar
and Porté-Agel (2016), and Gauss deflection model based on the works of Bastankhah and Porté-Agel (2016) and King et al. (2021). The turbulence model used was the Crespo-Hernandez model (Crespo and Hernández, 1996). The wake deflection in
95
FLORIS only accounts for the horizontal wake deflection due to yawing the wind turbines. In this work, the yaw angle is always 95 5 https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. defined to be zero for all wind turbines within the wind farm; hence, no horizontal wake deflection occurs for all calculations
done using FLORIS. The optimized wind farm layout is shown in Fig. 3. 2.2
Wind farm layout optimization per wind direction The next step in the self-adjusting FWF layout design method is to find the FWF targeted layout. The targeted layout is the
optimum wind farm layout we can achieve if we allow each turbine inside the wind farm to displace in the crosswind direction
for every wind direction. To achieve the targeted layout we used the optimization algorithm SNOPT and the same wake model
105
we used to get the optimized wind farm layout. We optimized the wind farm layout separately for each wind direction in The next step in the self-adjusting FWF layout design method is to find the FWF targeted layout. The targeted layout is the
optimum wind farm layout we can achieve if we allow each turbine inside the wind farm to displace in the crosswind direction The next step in the self-adjusting FWF layout design method is to find the FWF targeted layout. The targeted layout is the
optimum wind farm layout we can achieve if we allow each turbine inside the wind farm to displace in the crosswind direction
for every wind direction. To achieve the targeted layout we used the optimization algorithm SNOPT and the same wake model
105
we used to get the optimized wind farm layout. We optimized the wind farm layout separately for each wind direction in
the wind rose. The optimization objective was to increase the energy production in every wind direction. The optimization
process had two constraints: First, the FOWTs were only allowed to displace in the crosswind direction. Second, the crosswind
displacement could not be bigger than 0.5D, which is a distance of 120 m for the 15 MW reference wind turbine. Figure 4. Wind farm layouts with wakes modeled by FLORIS: (left) the optimized wind farm layout and (right) the targeted layout. The
black dots represent the positions of the turbines from the optimized layout. Figure 4. Wind farm layouts with wakes modeled by FLORIS: (left) the optimized wind farm layout and (right) the targeted layout. The
black dots represent the positions of the turbines from the optimized layout. Figure 4 shows results of the targeted layout for only one wind direction; this process was repeated for each wind direction. 110
We can see that the turbine positions are shifted in the crosswind direction to decrease wake interactions. 2.3
Mooring system database The third step in the self-adjusting FWF layout design method as show in Figure 1 is to create a mooring system design
database. The goal of the database is to contain several mooring system designs with different design parameters and save the
watch circle and the displacements of each mooring system design for all wind directions. The database will be used in the next step to find a customized mooring system design for each FOWT in the FWF. To create the mooring system design database,
125
we created a full factorial design matrix iterating over several design parameters while keeping other parameters fixed. The
fixed parameters were the bathymetry (depth), which was set at a value of 200 m; the number of mooring lines in each mooring
system design, which was set to three lines; and the line type—all lines were assumed to be studless chains made of R4S steel. step to find a customized mooring system design for each FOWT in the FWF. To create the mooring system design database,
125
we created a full factorial design matrix iterating over several design parameters while keeping other parameters fixed. The
fixed parameters were the bathymetry (depth), which was set at a value of 200 m; the number of mooring lines in each mooring
system design, which was set to three lines; and the line type—all lines were assumed to be studless chains made of R4S steel. The permutable design parameters used to create the full factorial mooring system design matrix w – Mooring line diameters: three nominal diameter values of 0.09 m, 0.12 m, and 0.15 m were use – Mooring line headings: 72 combinations of mooring system line headings were used covering all possible heading
combinations, with an increment of 10◦, that a three-line mooring system design can have. The minimum angle between
any two mooring lines was 10◦. – Mooring line headings: 72 combinations of mooring system line headings were used covering all possible heading
combinations, with an increment of 10◦, that a three-line mooring system design can have. The minimum angle between
any two mooring lines was 10◦. – Anchoring radius: two anchoring radius values of 2.5D and 3.5D were used. The anchoring radius is the horizontal
distance from the tower’s center to the anchor. 2.2
Wind farm layout optimization per wind direction The energy gain of
the targeted layout compared to the optimized layout for each wind direction is shown in Fig. 11 and was equal to 6.1% energy
gain at a constant wind speed of 10 m/s. The energy gain was calculated using equation 1: Figure 4 shows results of the targeted layout for only one wind direction; this process was repeated for each wind direction. 110
We can see that the turbine positions are shifted in the crosswind direction to decrease wake interactions. The energy gain of
the targeted layout compared to the optimized layout for each wind direction is shown in Fig. 11 and was equal to 6.1% energy
gain at a constant wind speed of 10 m/s. The energy gain was calculated using equation 1: 110 Egain =
N
X
i=1
Ei −E0,i
E0,total
,
(1) Egain =
N
X
i=1
Ei −E0,i
E0,total
, (1) 6 https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. where Ei is the energy of the new layout (targeted layout) at a single wind direction i, and E0,i is the energy of the optimized
115
layout at a single wind direction i, E0,total is the total energy of the optimized layout for all wind directions N, which is equal
to the number of wind directions in the wind rose in Fig. 2. The targeted layout is not realistic and is impossible to achieve, as
we cannot freely move the FOWTs to the displacements in all wind directions. Realistically, our goal is to get the FOWTs to
displace close to the targeted layout for as many wind directions as possible. However, the FOWT displacements are governed
by the mooring system design, which cannot achieve the targeted displacement for all wind directions. 120 by the mooring system design, which cannot achieve the targeted displacement for all wind directions. 120 2.3
Mooring system database In reality, the effects of
the FOWT’s motions on the rotor aerodynamics are not linear, but this simplification was enough, and the results in MoorPy
5
showed good agreement with OpenFAST as presented in Section 3.3. In MoorPy we iterated through all wind directions with an increment of 5◦and found the steady state position of each
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c⃝Author(s) 2023. CC BY 4.0 License. Figure 5. The line lengths and anchoring radii used while creating the database. design. MoorPy is a quasi-static Python-based tool for mooring system analysis and design. In MoorPy a FOWT is modeled
as a point mass with 6 DoFs and its hydrostatic properties. Additionally, an external force vector was applied to the FOWT at
water level. This external force represented the aerodynamic thrust force vector at a wind speed of 10 m/s. We used coordinate
transformation to transform the aerodynamic force from the FOWT’s hub to the water level. This meant that the aerodynamic forces applied at the water level were functions of the roll, pitch, and yaw motions of the platform. Also, the roll, pitch, and
150
yaw motions affect the aerodynamic force vector at the hub coordinate system, as these motions change the aerodynamic
angle of attack and alter the aerodynamic force vector. To account for these effects we assumed that the aerodynamic forces
change linearly with the changes in roll, pitch, and yaw DoFs. We used OpenFAST (Jonkman, 2009) to quantify the changes
in the aerodynamic forces per one degree change in roll, pitch, and yaw motions for the 15 MW rotor. In reality, the effects of forces applied at the water level were functions of the roll, pitch, and yaw motions of the platform. Also, the roll, pitch, and
150
yaw motions affect the aerodynamic force vector at the hub coordinate system, as these motions change the aerodynamic
angle of attack and alter the aerodynamic force vector. To account for these effects we assumed that the aerodynamic forces
change linearly with the changes in roll, pitch, and yaw DoFs. We used OpenFAST (Jonkman, 2009) to quantify the changes
in the aerodynamic forces per one degree change in roll, pitch, and yaw motions for the 15 MW rotor. 2.3
Mooring system database – Mooring line length: three values of the mooring line length as a function of the anchoring radius were used, as shown
in equation 2. In equation 2, R is the horizontal distance between the fairlead position and the anchor position, Lmax is
the maximum length a mooring line can have, and Lmin is the minimum length a chain mooring line can have. The three
values of β used for the mooring system design matrix were 0.5, 0.7, and 0.9. The line profiles of the three values of β
at the two anchoring radii are shown in Fig. 5. 140 Lmin =
p
depth2 + R2
(2a)
Lmax = depth + R
(2b)
L = Lmin + β(Lmax −Lmin)
0 ≤β ≤1
(2c) (2a) (2b) (2b)
n)
0 ≤β ≤1
(2c) (2c) After defining these permutable design parameters, we ended up with a full factorial design matrix containing 419,904
possible mooring system designs. We used MoorPy (Hall et al., 2021) to calculate the watch circle of each mooring system
145 7 Figure 5. The line lengths and anchoring radii used while creating the database. https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. Figure 5. The line lengths and anchoring radii used while creating the database. design. MoorPy is a quasi-static Python-based tool for mooring system analysis and design. In MoorPy a FOWT is modeled
as a point mass with 6 DoFs and its hydrostatic properties. Additionally, an external force vector was applied to the FOWT at
water level. This external force represented the aerodynamic thrust force vector at a wind speed of 10 m/s. We used coordinate
transformation to transform the aerodynamic force from the FOWT’s hub to the water level. This meant that the aerodynamic
forces applied at the water level were functions of the roll, pitch, and yaw motions of the platform. Also, the roll, pitch, and
0
yaw motions affect the aerodynamic force vector at the hub coordinate system, as these motions change the aerodynamic
angle of attack and alter the aerodynamic force vector. To account for these effects we assumed that the aerodynamic forces
change linearly with the changes in roll, pitch, and yaw DoFs. We used OpenFAST (Jonkman, 2009) to quantify the changes
in the aerodynamic forces per one degree change in roll, pitch, and yaw motions for the 15 MW rotor. 2.4
Customized mooring system designs The design parameters of the nine customized mooring systems attached
185
to each FOWT in the FWF can be found in Table A1 in the appendix. The positions of the final self-adjusting FWF layout relative to the optimized wind farm layout for one direction are shown in
Fig. 6, which shows how the crosswind movement of the FOWTs in the layout decreases wake interactions inside the FWF as
Turbines 9 and 6 move out of the wake of Turbines 5 and 3, respectively. The energy gain of final FWF layout design compared to the optimized layout at each wind direction is shown in Fig. 11. As expected, the total energy gain of the final FWF is only
190
3.1% compared to 6.1% of the targeted layout, as the mooring system designs cannot achieve all crosswind displacements like
the targeted wind farm layout design. We can see in Fig. 6 that turbines are displaced in the crosswind direction, and in-wind
displacements are also visible, because the FOWTs are coupled to the mooring system designs. An overall view of the floating
optimized wind farm layout with the mooring system attached to each FOWT is shown in Fig. 7. to the optimized layout at each wind direction is shown in Fig. 11. As expected, the total energy gain of the final FWF is only
190
3.1% compared to 6.1% of the targeted layout, as the mooring system designs cannot achieve all crosswind displacements like
the targeted wind farm layout design. We can see in Fig. 6 that turbines are displaced in the crosswind direction, and in-wind
displacements are also visible, because the FOWTs are coupled to the mooring system designs. An overall view of the floating
optimized wind farm layout with the mooring system attached to each FOWT is shown in Fig. 7. 2.3
Mooring system database 170 – No vertical loads on the mooring system anchors. This means that all lines have catenary shapes with a section laying on
the seabed for all wind directions. – No vertical loads on the mooring system anchors. This means that all lines have catenary shapes with a section laying on
the seabed for all wind directions. After applying these constraints, we ended up with 440 mooring system designs that we used to choose the customized mooring
system for each FOWT in the FWF. We presented the effect each mooring system design parameter has on the shape of the
watch circle and the mooring system stiffness in our work in Mahfouz et al. (2022). 175 2.4
Customized mooring system designs After creating the mooring system database, we used the targeted layout design to choose mooring system with watch circles
closest to the target displacements. This process was explained in detail in our work in Mahfouz and Cheng (2023). We used
brute force optimization to find the mooring system design for each FOWT to increase the overall energy production of the i
FWF. Afterward, we checked that the minimum distance between any two mooring lines within the FWF was larger than 20
180
m as required in the API (2005) standard. If the distance between two mooring lines was less than 20 m, we increased the
minimum acceptable distance between any two turbines while designing the optimized wind farm layout in Section 2.1. In
this work, we started with the constraint of minimum distance equal to 2D, and we iterated till the required minimum distance
between any two lines was larger than 20 m. Therefore, we ended up with a constraint of minimum distance equal to 4D for the FWF. Afterward, we checked that the minimum distance between any two mooring lines within the FWF was larger than 20
180
m as required in the API (2005) standard. If the distance between two mooring lines was less than 20 m, we increased the
minimum acceptable distance between any two turbines while designing the optimized wind farm layout in Section 2.1. In
this work, we started with the constraint of minimum distance equal to 2D, and we iterated till the required minimum distance
between any two lines was larger than 20 m. Therefore, we ended up with a constraint of minimum distance equal to 4D for the optimized layout design as introduced in Section 2.1. The design parameters of the nine customized mooring systems attached
185
to each FOWT in the FWF can be found in Table A1 in the appendix. The positions of the final self-adjusting FWF layout relative to the optimized wind farm layout for one direction are shown in
Fig. 6, which shows how the crosswind movement of the FOWTs in the layout decreases wake interactions inside the FWF as
Turbines 9 and 6 move out of the wake of Turbines 5 and 3, respectively. The energy gain of final FWF layout design compared optimized layout design as introduced in Section 2.1. 2.3
Mooring system database In reality, the effects of the FOWT’s motions on the rotor aerodynamics are not linear, but this simplification was enough, and the results in MoorPy
155
showed good agreement with OpenFAST as presented in Section 3.3. In MoorPy, we iterated through all wind directions with an increment of 5◦and found the steady-state position of each
mooring system design for each wind direction. To account for the effect of FOWT motion on the aerodynamic force vector,
we updated the aerodynamic force vector whenever the FOWT displaced until the solution converged. It is necessary to include the FOWT’s motions on the rotor aerodynamics are not linear, but this simplification was enough, and the results in MoorPy
155
showed good agreement with OpenFAST as presented in Section 3.3. In MoorPy, we iterated through all wind directions with an increment of 5◦and found the steady-state position of each the effects of FOWT rotations on the aerodynamic forces and in the coordinate transformation so the watch circles produced
160
in MoorPy will better match the results from fully coupled aero-elasto-servo-hydro simulations. While creating the mooring
system database the wave loads were neglected, as their effect on the steady-state displacement of the FOWTs is negligible
compared to the aerodynamic loading. After calculating the mooring system watch circles and displacements for each design in the design matrix, we checked that
the designs passed the following constraints:
165 – The mooring system yaw angles are between −5◦and 5◦. We chose this constraint because a higher value will lead to
high energy losses in the FWF due to yaw misalignment. We are not implementing any yaw control routines on a turbine – The mooring system yaw angles are between −5◦and 5◦. We chose this constraint because a higher value will lead to
high energy losses in the FWF due to yaw misalignment. We are not implementing any yaw control routines on a turbine 8 https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. level or a farm level within this paper; hence, we decided to keep the mean yaw value within these limits to avoid yaw
misalignment. – The mooring system cannot displace more than 1D in the wind direction. – The mooring system cannot displace more than 1D in the wind direction. annot displace more than 1D in the wind direction. 3
Design performance and verification
195 In this section we verify the initial results that we obtained using static wind loading and a steady-state wake model against
dynamic wind and wave loading and a dynamic wake model. We use the mid-fidelity, state-of-the-art aero-servo-elasto-hydro
tool OpenFAST v3.4.1 to model the FOWT and assess its behavior in operational and extreme conditions. Additionally, we use 9 9 Figure 6. Wind farm layout and wakes: (left) the optimized layout and (right) the final layout. The black dots represent the positions of the
turbines in the optimized layout. https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. Figure 6. Wind farm layout and wakes: (left) the optimized layout and (right) the final layout. The black dots represent the positions of the
turbines in the optimized layout. Figure 6. Wind farm layout and wakes: (left) the optimized layout and (right) the final layout. The black dots represent the positions of the
turbines in the optimized layout. Figure 6. Wind farm layout and wakes: (left) the optimized layout and (right) the final layout. The black dots represent the positions of the
turbines in the optimized layout. FAST.Farm v3.4.1 (Jonkman and Shaler, 2020) to model the FWF and assess how much energy gain relocating the FOWTs
will achieve using the dynamic wake meandering (DWM) model. 00 FAST.Farm v3.4.1 (Jonkman and Shaler, 2020) to model the FWF and assess how much energy gain relocating the FOWTs
will achieve using the dynamic wake meandering (DWM) model. 0 200 3.1
Introducing baseline floating wind farm design Before starting to assess and verify the novel FWF layout design performance, we introduce a baseline mooring system design
that we use as a benchmark to compare the customized mooring system designs against. A baseline is needed to reflect the
difference between the current state-of-the-art mooring system designs with small translational displacements (a few meters)
and the customized mooring system designs that relocate the FOWTs more than 100 m. 205 and the customized mooring system designs that relocate the FOWTs more than 100 m. 205
The baseline mooring system design process assumed a fixed anchor spacing of 600 m, a water depth of 200 m, and three
mooring lines at evenly distributed heading angles. The maximum platform offset was constrained to be 12% of water depth,
about 25 m. The length and diameter of the chain were varied to meet constraints on extreme tensions and fatigue damage,
with safety factors of 2 and 3, respectively. The fatigue damage was checked with a simplified fatigue analysis that consisted The baseline mooring system design process assumed a fixed anchor spacing of 600 m, a water depth of 200 m, and three
mooring lines at evenly distributed heading angles. The maximum platform offset was constrained to be 12% of water depth,
about 25 m. The length and diameter of the chain were varied to meet constraints on extreme tensions and fatigue damage,
with safety factors of 2 and 3, respectively. The fatigue damage was checked with a simplified fatigue analysis that consisted
of three load cases, with wind speeds near the rated wind speed and corresponding waves. The load cases assumed aligned
210 The baseline mooring system design process assumed a fixed anchor spacing of 600 m, a water depth of 200 m, and three
mooring lines at evenly distributed heading angles. The maximum platform offset was constrained to be 12% of water depth,
about 25 m. The length and diameter of the chain were varied to meet constraints on extreme tensions and fatigue damage,
with safety factors of 2 and 3, respectively. The fatigue damage was checked with a simplified fatigue analysis that consisted
of three load cases, with wind speeds near the rated wind speed and corresponding waves. The load cases assumed aligned
210
wind and waves, and uniform distribution of wind-wave headings. The API (API, 2005) fatigue analysis process was followed,
using the T-N curve for chain. 3.1
Introducing baseline floating wind farm design The video shows a top view of the wind farm layout
and the mooring systems and how the FOWTs move passively as the wind direction changes. 215 3.1
Introducing baseline floating wind farm design Fatigue was the driving constraint in the design of the baseline mooring system, resulting in a
chain diameter of 0 19 m The properties of the baseline mooring design are shown in Table 2 y
,
p
y
g
g
pi
g
y
of three load cases, with wind speeds near the rated wind speed and corresponding waves. The load cases assumed aligned
210
wind and waves, and uniform distribution of wind-wave headings. The API (API, 2005) fatigue analysis process was followed,
using the T-N curve for chain. Fatigue was the driving constraint in the design of the baseline mooring system, resulting in a
chain diameter of 0.19 m. The properties of the baseline mooring design are shown in Table 2. Table 2. Parameters of baseline mooring design
# of Lines
Depth
Anchoring radius
Fairlead radius
Fairlead depth
Line type
Line length
Line diameter
(m)
(m)
(m)
(m)
(m)
(m)
3
200
600
42.5
15
Chain
623.3
0.1902 10 Figure 7. The optimized wind farm layout coupled to (left) the baseline mooring system and (right) the customized mooring system. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 7. The optimized wind farm layout coupled to (left) the baseline mooring system and (right) the customized mooring system. Figure 7. The optimized wind farm layout coupled to (left) the baseline mooring system and (right) the customized mooring system. The optimized wind farm layout coupled to the baseline mooring system and the customized mooring system is shown in Fig The optimized wind farm layout coupled to the baseline mooring system and the customized m The optimized wind farm layout coupled to the baseline mooring system and the customized mooring system is shown in Fig
7 Both layouts are shown in the absence of wind and wave loading Mahfouz (2023) presents an animation video illustrating 7. Both layouts are shown in the absence of wind and wave loading. Mahfouz (2023) presents an animation video illustrating
215
the passive displacements of the FOWTs according to the wind direction. The video shows a top view of the wind farm layout
and the mooring systems and how the FOWTs move passively as the wind direction changes. 7. Both layouts are shown in the absence of wind and wave loading. Mahfouz (2023) presents an animation video illustrating
215
the passive displacements of the FOWTs according to the wind direction. 3.2
Customized mooring system stiffness We compared the natural frequency of FOWTs when coupled to the customized mooring system designs versus the baseline
design. We used MoorPy to calculate the stiffness of the mooring system at each wind speed and wind direction to cover the
220
FOWT operation range between cut-in and cut-out wind speeds. Then, we used the results to calculate the natural frequencies
of the system over the watch circles of the mooring systems. The results for the baseline mooring system and the customized
mooring system design of the first turbine (T1) in the FWF are shown in Figs. 8, and 9, respectively. The figures show the value
of the natural frequencies in the x-axis and y-axis directions. Each dotted line in the plots represents the watch circle at one wind speed; the most inner line is the watch circle at a wind speed of 3 m/s, and the outermost line is the watch circle at rated
225
wind speed of 11 m/s. The color of the plots represents the value of the natural frequency over the different positions of the
watch circle. In Fig. 8, the natural frequency of the baseline design does not change as the wind speed and wind direction changes. This
means that for all wind excitations and for all positions inside the watch circle, the natural frequency is constant. This is because the stiffness of the baseline design is linear and almost constant for all wind speeds and wind directions. On the other hand, Fig. 230
9 shows that the natural frequencies of the customized mooring systems are rather spread; the frequencies are low at low wind
speeds and increase to be within the same frequency range of the baseline mooring system design as the wind speed increases. This is because the stiffness of the customized mooring system design is nonlinear and changes with the wind speeds and the the stiffness of the baseline design is linear and almost constant for all wind speeds and wind directions. On the other hand, Fig. 230
9 shows that the natural frequencies of the customized mooring systems are rather spread; the frequencies are low at low wind
speeds and increase to be within the same frequency range of the baseline mooring system design as the wind speed increases. 3.2
Customized mooring system stiffness This is because the stiffness of the customized mooring system design is nonlinear and changes with the wind speeds and the 11 Figure 8. The natural frequency in x and y directions for the FOWT when coupled to the baseline mooring system. The dotted lines represent
the watch circles at wind speeds ranging from 3 m/s to 11 m/s. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 8. The natural frequency in x and y directions for the FOWT when coupled to the baseline mooring system. The dotted lines represent
the watch circles at wind speeds ranging from 3 m/s to 11 m/s. Figure 9. The natural frequency in x and y directions for the FOWT when coupled to the customized mooring system of Turbine 1. The
dotted lines represent the watch circles at wind speeds ranging from 3 m/s to 11 m/s. Figure 9. The natural frequency in x and y directions for the FOWT when coupled to the customized mooring system of Turbine 1. The
dotted lines represent the watch circles at wind speeds ranging from 3 m/s to 11 m/s. wind directions. In general, the frequencies of the customized mooring system are lower than the baseline design because their
stiffness values are lower to allow larger mean FOWT translational displacements. 5 wind directions. In general, the frequencies of the customized mooring system are lower than the baseline design because their
stiffness values are lower to allow larger mean FOWT translational displacements. 235 3.3
Steady-state behavior The reason for this difference is that OpenFAST models the full structure of the FOWT, captures the tower
top deflections, and includes them while transforming the aerodynamic forces from the tower top coordinate system to the
water level coordinate system. On the other hand, the MoorPy model is a simplified model and does not account for structural
deflections; therefore, the forces applied at the water level are different between the two models. Moreover, we assumed in MoorPy that the aerodynamic force vector at the hub height changes linearly with the FOWT’s roll, pitch, and yaw angle,
250
which is different than OpenFAST, which recalculates the aerodynamic forces using blade element momentum theory. MoorPy that the aerodynamic force vector at the hub height changes linearly with the FOWT’s roll, pitch, and yaw angle,
250
which is different than OpenFAST, which recalculates the aerodynamic forces using blade element momentum theory. 3.3
Steady-state behavior Before applying any dynamic loads on the FOWTs, we verified that the mean steady-state displacements calculated with
MoorPy were equal to the steady-state displacements in OpenFAST. This comparison was important before running FAST.Farm
simulations to quantify the energy gain of displacing the FOWTs in the FWF and comparing it to the results of the static model. 12 Figure 10. (left) The watch circle of Turbine 1 in both MoorPy and OpenFAST. (right) The maximum difference between the watch circle
of each turbine in the FWF in MoorPy and OpenFAST. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 10. (left) The watch circle of Turbine 1 in both MoorPy and OpenFAST. (right) The maximum difference between the watch circle
of each turbine in the FWF in MoorPy and OpenFAST. If the mean displacements of the two models are different, it will lead to a different layout for every wind direction, and we
240
cannot directly compare the energy gain of the two models. Hence, we applied a steady wind of 10 m/s at the rotor hub
using OpenFAST; then, we compared the steady-state positions between the two models in Fig. 10. The figure shows the
comparison of the watch circle of Turbine 1 in the FWF in both tools on the left side and the maximum difference between
the watch circles produced by MoorPy and OpenFAST. The biggest difference in displacement between the two models is around 3.3 m for Turbine 6. This difference is negligible compared to the 240 m rotor diameter of the 15 MW reference
245
wind turbine. The reason for this difference is that OpenFAST models the full structure of the FOWT, captures the tower
top deflections, and includes them while transforming the aerodynamic forces from the tower top coordinate system to the
water level coordinate system. On the other hand, the MoorPy model is a simplified model and does not account for structural
deflections; therefore, the forces applied at the water level are different between the two models. Moreover, we assumed in around 3.3 m for Turbine 6. This difference is negligible compared to the 240 m rotor diameter of the 15 MW reference
245
wind turbine. 3.4
Energy production Additionally, the simulations
started with the FOWT positions set according to the values obtained from MoorPy to avoid big transient movements. The
polar formulation of the DWM in FAST.Farm was used with the default settings of the wake model. The default settings were
calibrated and verified by Doubrawa et al. (2018) and Jonkman et al. (2018) against large-eddy simulations for a fixed-bottom
270 time step was 0.42 s, and the OpenFAST time step was set to 0.0378 s. The significant wave height for all simulations was equal
265
to 2 m, and the wave period was equal to 6 s. The second-order wave forces were not considered in any of these simulations. The simulation time was 4200 s, and the first 600 s were excluded to avoid transient effects. Additionally, the simulations
started with the FOWT positions set according to the values obtained from MoorPy to avoid big transient movements. The
polar formulation of the DWM in FAST.Farm was used with the default settings of the wake model. The default settings were calibrated and verified by Doubrawa et al. (2018) and Jonkman et al. (2018) against large-eddy simulations for a fixed-bottom
270
5 MW wind turbine. FAST.Farm wake parameters are not yet calibrated for FOWTs. Figure 11. (left) The energy gain at each wind direction for the targeted wind farm layout, (center) the final wind farm layout using static
wake models, and (right) the final wind farm layout using dynamic wake models. Figure 11. (left) The energy gain at each wind direction for the targeted wind farm layout, (center) the final wind farm layout using static
wake models, and (right) the final wind farm layout using dynamic wake models. After omitting the first 600 s, the final 3600 s of each simulation was processed. The average power produced by each
turbine in both FWF layouts (with baseline mooring system and with the customized mooring system designs) was calculated. The energy gain of the optimized layout coupled to the customized mooring system was calcula The energy gain of the optimized layout coupled to the customized mooring system was calculated relative to the optimized
layout when coupled to the baseline mooring system as in equation 1. The gain from FAST.Farm was equal to 1.4%, and the
275
gain for every wind direction in the wind rose is shown on the right side in Fig. 11. 3.4
Energy production For all simulations, the resolution of the high-resolution grid in FAST.Farm in the x, y, and z directions was equal to 5 m, and
the low-resolution grid’s resolution was set to 35 m. The low-resolution time step was set to 3.78 s, while the high-resolution systems, were identical for all wind directions. 260
The wind fields were generated using the Mann turbulence box (Mann, 1998). The Mann model parameters were defined
following the IEC (2019) standard to achieve a turbulence intensity of 6%. The mean wind speed at the hub was equal to 10 m/s. For all simulations, the resolution of the high-resolution grid in FAST.Farm in the x, y, and z directions was equal to 5 m, and
the low-resolution grid’s resolution was set to 35 m. The low-resolution time step was set to 3.78 s, while the high-resolution For all simulations, the resolution of the high-resolution grid in FAST.Farm in the x, y, and z directions was equal to 5 m, and
the low-resolution grid’s resolution was set to 35 m. The low-resolution time step was set to 3.78 s, while the high-resolution
time step was 0.42 s, and the OpenFAST time step was set to 0.0378 s. The significant wave height for all simulations was equal
265
to 2 m, and the wave period was equal to 6 s. The second-order wave forces were not considered in any of these simulations. The simulation time was 4200 s, and the first 600 s were excluded to avoid transient effects. Additionally, the simulations
started with the FOWT positions set according to the values obtained from MoorPy to avoid big transient movements. The
polar formulation of the DWM in FAST.Farm was used with the default settings of the wake model. The default settings were
calibrated and verified by Doubrawa et al. (2018) and Jonkman et al. (2018) against large-eddy simulations for a fixed-bottom
270
5 MW wind turbine. FAST.Farm wake parameters are not yet calibrated for FOWTs. time step was 0.42 s, and the OpenFAST time step was set to 0.0378 s. The significant wave height for all simulations was equal
265
to 2 m, and the wave period was equal to 6 s. The second-order wave forces were not considered in any of these simulations. The simulation time was 4200 s, and the first 600 s were excluded to avoid transient effects. 3.4
Energy production In this section, our goal is to compare the FWF energy gain that we calculated using the steady-state Gaussian wake model in
FLORIS with the results of the mid-fidelity DWM from FAST.Farm. FAST.Farm uses OpenFAST to account for the aero-elasto-
servo-hydro dynamics of each FOWT in the FWF and the DWM model to account for wake deficits, advection, deflection,
255 In this section, our goal is to compare the FWF energy gain that we calculated using the steady-state Gaussian wake model in
FLORIS with the results of the mid-fidelity DWM from FAST.Farm. FAST.Farm uses OpenFAST to account for the aero-elasto- FLORIS with the results of the mid-fidelity DWM from FAST.Farm. FAST.Farm uses OpenFAST to account for the aero-elasto-
servo-hydro dynamics of each FOWT in the FWF and the DWM model to account for wake deficits, advection, deflection,
255
meandering, and merging. We simulated the optimized wind farm layout twice at every wind direction of the wind rose in Fig. 2—first with all the FOWTs in the FWF coupled to the baseline mooring system design, and second with each FOWT coupled
to its customized mooring system design. Our wind rose has 16 wind directions, resulting in 32 FAST.Farm simulations. All servo-hydro dynamics of each FOWT in the FWF and the DWM model to account for wake deficits, advection, deflection,
255
meandering, and merging. We simulated the optimized wind farm layout twice at every wind direction of the wind rose in Fig. 2—first with all the FOWTs in the FWF coupled to the baseline mooring system design, and second with each FOWT coupled
to its customized mooring system design. Our wind rose has 16 wind directions, resulting in 32 FAST.Farm simulations. All 13 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. simulations settings and the wind fields for both cases, with the baseline mooring system and with the customized mooring
systems, were identical for all wind directions. 260 simulations settings and the wind fields for both cases, with the baseline mooring system and with the customized mooring
systems, were identical for all wind directions. 260 i
systems, were identical for all wind directions. 260
The wind fields were generated using the Mann turbulence box (Mann, 1998). The Mann model parameters were defined
following the IEC (2019) standard to achieve a turbulence intensity of 6%. The mean wind speed at the hub was equal to 10 m/s. 3.4
Energy production The energy gain distribution per wind
direction in the FAST.Farm model follows the same trend as the gain distribution for the MoorPy-FLORIS results. However,
the gain values predicted by FAST.Farm are smaller than what the steady-state models predicted. The difference between the
MoorPy-FLORIS static model and FAST.Farm model can be caused by two reasons. First, the FOWTs are not being displaced
by the customized mooring system designs as we predict in the design phase. However, this possibility is omitted because as
280 by the customized mooring system designs as we predict in the design phase. However, this possibility is omitted because as
280 14 https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. we presented in Section 3.3, the FOWTs relocate their positions in OpenFAST and MoorPy similarly and the difference is
negligible. The second source of difference between the MoorPy-FLORIS model and the FAST.Farm model comes from the
difference between the wake models implemented in FLORIS and FAST.Farm, as well as the difference in fidelity between
MoorPy-FLORIS and FAST.Farm. First, FLORIS is a steady-state model that does not account for the FOWT’s mean pitch
angle, which means that the rotor average wind speeds in FLORIS and OpenFAST are different. Moreover, Ramos-García et al. 285
(2022b, a), Johlas (2021), and Nanos et al. (2022) showed that the positive pitch angle of FOWTs deflects the wake upward. This deflection is captured in FAST.Farm but not in FLORIS. Therefore, we analyzed the difference between the wind speed
deficit in FLORIS and FAST.Farm to understand the difference between the models. Since the main energy gain happens when
the wind is blowing from west to east (wind direction = 0◦), we used this wind direction during this analysis. we presented in Section 3.3, the FOWTs relocate their positions in OpenFAST and MoorPy similarly and the difference is
negligible. The second source of difference between the MoorPy-FLORIS model and the FAST.Farm model comes from the
difference between the wake models implemented in FLORIS and FAST.Farm, as well as the difference in fidelity between
MoorPy-FLORIS and FAST.Farm. First, FLORIS is a steady-state model that does not account for the FOWT’s mean pitch
angle, which means that the rotor average wind speeds in FLORIS and OpenFAST are different. Moreover, Ramos-García et al. 285
(2022b, a), Johlas (2021), and Nanos et al. 3.4
Energy production (2022) showed that the positive pitch angle of FOWTs deflects the wake upward. This deflection is captured in FAST.Farm but not in FLORIS. Therefore, we analyzed the difference between the wind speed
deficit in FLORIS and FAST.Farm to understand the difference between the models. Since the main energy gain happens when
the wind is blowing from west to east (wind direction = 0◦), we used this wind direction during this analysis. 285 Figure 12. The wind flow field at the rotor hub at 4200 s. (left) The non-relocating optimized wind farm layout coupled to the baseline
mooring system design compared to (right) the self-relocating optimized layout at wind direction = 0◦. Figure 12. The wind flow field at the rotor hub at 4200 s. (left) The non-relocating optimized wind farm layout coupled to the baseline
mooring system design compared to (right) the self-relocating optimized layout at wind direction = 0◦. Figure 12. The wind flow field at the rotor hub at 4200 s. (left) The non-relocating optimized wind farm layout coupled to the baseline
mooring system design compared to (right) the self-relocating optimized layout at wind direction = 0◦. The wind flow field at the rotor hub from FAST.Farm is presented in Fig. 12—the flow field of the optimized wind farm layout
290
with the baseline mooring system on the left and the self-relocating layout on the right. Figure 13 shows the rotor average wind
speed in FLORIS and in FAST.Farm for a wind direction of 0◦. On the left, all FOWTs are coupled to the baseline mooring
system with limited movement in the crosswind direction; in the middle, each FOWT is attached to its customized mooring
system design, allowing crosswind movements; and on the right is the difference in rotor average wind speed of each turbine. 290 Turbines 7 and 9 are relocated out of the wake, and their rotor average wind speeds are higher, as shown in Fig. 13. From Fig. 295
13 we can conclude the following: – The rotor average wind speed of a FOWT is always slightly lower in FAST.Farm when compared to FLORIS, because
FAST.Farm considers the pitch, roll, and yaw motions while FLORIS cannot capture them. 3.4
Energy production For an inflow wind field with
mean wind speed of 10 m/s, the average rotor wind speed of FOWTs in FAST.Farm is 9.5 m/s, instead of 10.0 m/s in
FLORIS
300 mean wind speed of 10 m/s, the average rotor wind speed of FOWTs in FAST.Farm is 9.5 m/s, instead of 10.0 m/s in
FLORIS. 300 FLORIS. 300 15 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. – In FLORIS, Turbine 4 is partially in the wake of Turbine 1 in the baseline floating optimized layout, while in FAST.Farm
this is not the case. This can be caused by wake meandering, which is considered in the FAST.Farm model and not in
FLORIS, so the wake is deflected and Turbine 4 is no longer in the wake of Turbine 1. It can also be caused by horizontal
wake deflection, as the platform yaw angle of Turbine 1 will deflect the wake away from Turbine 4. However, this reason
is omitted, as the FOWT yaw angle of Turbine 1 is almost zero. – In FLORIS, Turbine 4 is partially in the wake of Turbine 1 in the baseline floating optimized layout, while in FAST.Farm
this is not the case. This can be caused by wake meandering, which is considered in the FAST.Farm model and not in
FLORIS, so the wake is deflected and Turbine 4 is no longer in the wake of Turbine 1. It can also be caused by horizontal
wake deflection, as the platform yaw angle of Turbine 1 will deflect the wake away from Turbine 4. However, this reason
is omitted, as the FOWT yaw angle of Turbine 1 is almost zero. 305 – Looking at the change in rotor average wind speeds between the optimized layout when attached to the customized
mooring system designs and the baseline mooring system design, we can see that there are small differences in the rotor
average wind speeds for the turbines in the free flow wind fields (such as Turbines 1, 2, 3, and 6). These differences
come from the difference in the mean pitch angle of the FOWTs affected by the mooring system design overhang. The
difference in the mooring system designs has a slight effect on the floating platform’s pitch stiffness and affects the
steady-state pitch angles of FOWTs. 310 – The wake losses in FAST.Farm are less than in FLORIS. 3.4
Energy production This is clear from the rotor average wind speed of Turbine 7
in both FAST.Farm and FLORIS. In Fig. 13, for the optimized layout with the baseline mooring system, the average
rotor wind speed of Turbine 7 in the FLORIS model is lower than the FAST.Farm model, which indicates that the wind
speed deficit is higher in FLORIS and hence there are higher losses. After the optimized layout is modelled with the
customized mooring system designs and the turbines are relocated, the wind speed increases in both models, proving
that relocating the layout decreases the wake losses for Turbine 7. The value of the rotor average wind speed of Turbine
7 after the FOWTs are relocated is slightly higher in the FAST.Farm model. However, the total increase in FLORIS is
higher, and hence the energy gain of relocating Turbine 7 is also higher. This was seen for all the turbines in the wake
for all wind directions. 320 These four differences between the FAST.Farm and the FLORIS models lead to the difference in the energy gain of relocating
the wind turbines. The first three differences are expected, as they result from the lack of turbine structural modelling in
FLORIS or the simplicity of the steady wake model compared to the DWM. However, the big difference in velocity deficit
of the two models requires further analysis. To understand why FLORIS estimates higher wake losses than FAST.Farm and if this difference is because of the effect of FOWTs on wake recovery and wake deflection, we decided to simulate the optimized
325
wind farm layout as a fixed-bottom wind farm and compare it to the optimized layout when coupled to the baseline mooring
system design. The results of the average rotor wind speed of the fixed-bottom optimized layout in FAST.Farm are shown in
Fig. 14. Figure 14 shows that the FAST.Farm rotor average wind speeds of the turbines in ambient wind (Turbines 1, 2, and 3) for this difference is because of the effect of FOWTs on wake recovery and wake deflection, we decided to simulate the optimized
325
wind farm layout as a fixed-bottom wind farm and compare it to the optimized layout when coupled to the baseline mooring
system design. The results of the average rotor wind speed of the fixed-bottom optimized layout in FAST.Farm are shown in
Fig. 14. 3.4
Energy production In general, further work is needed to verify and calibrate the mid-fidelity DWM
model in FAST.Farm with higher fidelity models to capture the effects of FOWTs on the wake with more certainty. Turbines 2 and 3. The main reason for the faster wake recovery at the hub height is the vertical deflection of the wakes. 345
Another reason is the motions of the FOWTs, which increase the turbulence of the flow field and hence increase the wake
mixing and accelerate the wake recovery. In general, further work is needed to verify and calibrate the mid-fidelity DWM
model in FAST.Farm with higher fidelity models to capture the effects of FOWTs on the wake with more certainty. 3.4
Energy production This proves that the difference in velocity
335
deficit is due to the motions of FOWTs and their effect on the wake rather than to the different fidelity of the steady wake
model in FLORIS and the DWM in FAST.Farm. m for a FOWT. This means that the FOWT’s wake is deflected 41 m more compared to that of a fixed-bottom turbine, which
340
is equivalent to 17%D. This agrees with the results found in Ramos-García et al. (2023), which indicated that FAST.Farm
results showed larger vertical wake deflection when compared to the higher fidelity wake model presented by Ramos-García
et al. (2022b). Moreover, Fig. 15 shows the horizontal wind field of the wind farm at the hub height, which shows that the
wake recovery is faster inside an FWF compared to a fixed-bottom wind farm. This is clear when looking at the wakes behind m for a FOWT. This means that the FOWT’s wake is deflected 41 m more compared to that of a fixed-bottom turbine, which
340
is equivalent to 17%D. This agrees with the results found in Ramos-García et al. (2023), which indicated that FAST.Farm
results showed larger vertical wake deflection when compared to the higher fidelity wake model presented by Ramos-García
et al. (2022b). Moreover, Fig. 15 shows the horizontal wind field of the wind farm at the hub height, which shows that the
wake recovery is faster inside an FWF compared to a fixed-bottom wind farm. This is clear when looking at the wakes behind Turbines 2 and 3. The main reason for the faster wake recovery at the hub height is the vertical deflection of the wakes. 345
Another reason is the motions of the FOWTs, which increase the turbulence of the flow field and hence increase the wake
mixing and accelerate the wake recovery. In general, further work is needed to verify and calibrate the mid-fidelity DWM
model in FAST.Farm with higher fidelity models to capture the effects of FOWTs on the wake with more certainty. Turbines 2 and 3. The main reason for the faster wake recovery at the hub height is the vertical deflection of the wakes. 345
Another reason is the motions of the FOWTs, which increase the turbulence of the flow field and hence increase the wake
mixing and accelerate the wake recovery. 3.4
Energy production This proves that the difference in velocity
335
deficit is due to the motions of FOWTs and their effect on the wake rather than to the different fidelity of the steady wake
model in FLORIS and the DWM in FAST.Farm. Figure 15 shows that the wake center of Turbine 4 is deflected upward when it is floating compared to when it is fixed. After a distance of 6D, the wake center of Turbine 4 is at a height of 193 m for a fixed-bottom turbine and a height of 234 deficit of the floating optimized layout with the baseline mooring system design. This proves that the difference in velocity
335
deficit is due to the motions of FOWTs and their effect on the wake rather than to the different fidelity of the steady wake
model in FLORIS and the DWM in FAST.Farm. Fi
15 h
th t th
k
t
f T bi
4 i d fl
t d
d
h
it i fl
ti
d t
h
it i fi
d deficit of the floating optimized layout with the baseline mooring system design. This proves that the difference in velocity
335
deficit is due to the motions of FOWTs and their effect on the wake rather than to the different fidelity of the steady wake
model in FLORIS and the DWM in FAST.Farm. Figure 15 shows that the wake center of Turbine 4 is deflected upward when it is floating compared to when it is fixed. After a distance of 6D, the wake center of Turbine 4 is at a height of 193 m for a fixed-bottom turbine and a height of 234 deficit of the floating optimized layout with the baseline mooring system design. This proves that the difference in velocity
335
deficit is due to the motions of FOWTs and their effect on the wake rather than to the different fidelity of the steady wake
model in FLORIS and the DWM in FAST.Farm. Figure 15 shows that the wake center of Turbine 4 is deflected upward when it is floating compared to when it is fixed. After a distance of 6D, the wake center of Turbine 4 is at a height of 193 m for a fixed-bottom turbine and a height of 234li deficit of the floating optimized layout with the baseline mooring system design. 3.4
Energy production Fi
14 h
h
h FAST F
i d
d
f h
bi
i
bi
i d (T bi
1 2
d 3) f Figure 14 shows that the FAST.Farm rotor average wind speeds of the turbines in ambient wind (Turbines 1, 2, and 3) for
the fixed-bottom optimized layout are higher than the floating optimized layout but still lower compared to FLORIS. This
330
difference comes from the rotor uptilt angle of the turbines. This uptilt angle is only accounted for in FLORIS in the power
coefficients look-up table, and it does not show in the rotor average wind speeds. This means that for a the fixed-bottom turbine,
the mean power produced in the ambient wind field in FLORIS and FAST.Farm is equal. Additionally, Fig. 14 shows that for
the fixed-bottom optimized layout, the velocity deficit for Turbine 7 in FAST.Farm is equal to FLORIS and is higher than the 16 Figure 13. The rotor average wind speed in FLORIS and FAST.Farm at wind direction = 0◦. (left) The rotor average wind speed of the
optimized wind farm layout coupled to the baseline mooring system. (center) The rotor average wind speed of the optimized layout coupled
to the customized mooring system design. (right) The difference between the average rotor wind speed of the two configurations. https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 13. The rotor average wind speed in FLORIS and FAST.Farm at wind direction = 0◦. (left) The rotor average wind speed of the
optimized wind farm layout coupled to the baseline mooring system. (center) The rotor average wind speed of the optimized layout coupled
to the customized mooring system design. (right) The difference between the average rotor wind speed of the two configurations. Figure 13. The rotor average wind speed in FLORIS and FAST.Farm at wind direction = 0◦. (left) The rotor average wind speed of the
optimized wind farm layout coupled to the baseline mooring system. (center) The rotor average wind speed of the optimized layout coupled
to the customized mooring system design. (right) The difference between the average rotor wind speed of the two configurations. deficit of the floating optimized layout with the baseline mooring system design. 3.5
Performance in normal operation The fatigue loads of the mooring lines were assessed at all wind directions with a step of 10◦ a turbulence intensity of 6%. The fatigue loads of the mooring lines were assessed at all wind directions with a step of 10◦
leading to 36 wind directions. The significant wave height for all simulations was set to 2 m, and the wave period was set to
355
6 s. The wind and wave headings were aligned for all wind directions. The second-order wave loads were considered for all
directions, and one wave seed and wind seed were used for each wind direction. We chose to do the fatigue analysis at the rated
wind speed, as from our experience, this is were the fatigue loads are the highest. In this work, we focused on estimating the
mooring line fatigue and did not check the effect of relocating the turbines on the blades and tower fatigue loads. Moreover,
we did not check the wake effect on the mooring system fatigue loads, as it is out of the scope of this work. 360 leading to 36 wind directions. The significant wave height for all simulations was set to 2 m, and the wave period was set to
355
6 s. The wind and wave headings were aligned for all wind directions. The second-order wave loads were considered for all
directions, and one wave seed and wind seed were used for each wind direction. We chose to do the fatigue analysis at the rated
wind speed, as from our experience, this is were the fatigue loads are the highest. In this work, we focused on estimating the
mooring line fatigue and did not check the effect of relocating the turbines on the blades and tower fatigue loads. Moreover, Figure 16. 1 Hz DEL of the baseline mooring system design at each wind direction
Figure 17. 1 Hz DEL of the customized mooring system design of Turbine 1 in the FWF at each wind direction Figure 16. 1 Hz DEL of the baseline mooring system design at each wind direction Figure 16. 1 Hz DEL of the baseline mooring system design at each wind direction Figure 17. 1 Hz DEL of the customized mooring system design of Turbine 1 in the FWF at each wind direction gure 17. 3.5
Performance in normal operation To check if relocating the FOWTs increases the fatigue loads of the customized mooring system designs compared to the
350
baseline mooring system, we calculated the damage equivalent loads (DELs) and the 25-year fatigue damage at rated wind 17 Figure 14. The rotor average wind speed of the optimized wind farm layout as fixed bottom and coupled to the baseline mooring system in
FAST.Farm and FLORIS
https://doi.org/10.5194/wes-2023-135
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 14. The rotor average wind speed of the optimized wind farm layout as fixed bottom and coupled to the baseline mooring system in
FAST.Farm and FLORIS Figure 14. The rotor average wind speed of the optimized wind farm layout as fixed bottom and coupled to the baseline mooring system in
FAST Farm and FLORIS Figure 14. The rotor average wind speed of the optimized wind farm layout as fixed bottom and coupled to the baseline mooring system in
FAST.Farm and FLORIS FAST.Farm and FLORIS Figure 15. FAST.Farm results of (top) the optimized wind farm layout as fixed bottom and (bottom) the optimized wind farm layout coupled
with the baseline. The left side represents the horizontal plane at hub height; the right side is the vertical plane passing through the hub of
Turbine 7. Figure 15. FAST.Farm results of (top) the optimized wind farm layout as fixed bottom and (bottom) the optimized wind farm layout coupled
with the baseline. The left side represents the horizontal plane at hub height; the right side is the vertical plane passing through the hub of
Turbine 7. speed of 11 m/s. OpenFAST simulations of 4200 s were done for each of the nine turbines within the FWF. The wind field was
generated using the Mann turbulence generator, and its parameters were defined following the IEC (2019) standard to achieve speed of 11 m/s. OpenFAST simulations of 4200 s were done for each of the nine turbines within the FWF. The wind field was
generated using the Mann turbulence generator, and its parameters were defined following the IEC (2019) standard to achieve 18 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. a turbulence intensity of 6%. The fatigue loads of the mooring lines were assessed at all w a turbulence intensity of 6%. 3.5
Performance in normal operation 1 Hz DEL of the customized mooring system design of Turbine 1 in the FWF at each wind direction 19 DEL = (
j
X
i=1
Ni
Tsim
Sm
i )1/m (3) The 1 Hz DELs were calculated using equation 3, with a Wohler exponent m = 3, and the Tsim equal to 3600 because the
first 600 s from each simulation were omitted to decrease transients effects. The rainflow counting method was used to count
the load cycles for the mooring line fairlead tensions. The DELs of the three mooring lines of the baseline mooring system for each wind direction are shown in Fig. 16. The maximum DEL of each of the three lines is when the wind direction is aligned
365
with the line, as this line will be carrying the highest tension. For example, when the wind direction is from east to west, Line
2 of the baseline mooring system in Fig. 16 will have the highest DEL value. Moreover, since the three lines in the baseline
mooring system are identical and mooring system is symmetrical, the DELs of the lines are also symmetrical. In Fig. 17 the
DELs of the lines of the customized mooring system attached to Turbine 1 can be seen. Similar to the baseline mooring system, each wind direction are shown in Fig. 16. The maximum DEL of each of the three lines is when the wind direction is aligned
365
with the line, as this line will be carrying the highest tension. For example, when the wind direction is from east to west, Line
2 of the baseline mooring system in Fig. 16 will have the highest DEL value. Moreover, since the three lines in the baseline
mooring system are identical and mooring system is symmetrical, the DELs of the lines are also symmetrical. In Fig. 17 the
DELs of the lines of the customized mooring system attached to Turbine 1 can be seen. Similar to the baseline mooring system, the DELs are highest when the wind is aligned with a mooring line. However, since each mooring system is asymmetric, and
370
the mooring lines are not identical, the values of the DELs of each line differ. In a wind farm design, we can benefit from the
fact that the highest DELs happen when one of the lines is aligned with the wind direction to decrease fatigue loads. 3.5
Performance in normal operation The FOWTs are offset to a mean
displacement under the thrust force of the wind turbine. Then, waves act on the mooring system causing oscillations in position
and tension about the mean. The stiffness, or the slope of the tension-displacement response, is representative of the amplitude fatigue damage with a significantly smaller line diameter. 390
The fatigue performance of the mooring system relates to the mooring system stiffness. The stiffness at a given position is
equal to the slope of the force-displacement response of the mooring system at that offset. The FOWTs are offset to a mean
displacement under the thrust force of the wind turbine. Then, waves act on the mooring system causing oscillations in position
and tension about the mean. The stiffness, or the slope of the tension-displacement response, is representative of the amplitudel fatigue damage with a significantly smaller line diameter. 390
The fatigue performance of the mooring system relates to the mooring system stiffness. The stiffness at a given position is
equal to the slope of the force-displacement response of the mooring system at that offset. The FOWTs are offset to a mean
displacement under the thrust force of the wind turbine. Then, waves act on the mooring system causing oscillations in position
and tension about the mean. The stiffness, or the slope of the tension-displacement response, is representative of the amplitude
of wave-frequency tension fluctuations about the mean. The customized mooring system designs have much lower stiffness
395
overall compared to the baseline, resulting in lower tension amplitudes and resulting fatigue damage. of wave-frequency tension fluctuations about the mean. The customized mooring system designs have much lower stiffness
395
overall compared to the baseline, resulting in lower tension amplitudes and resulting fatigue damage. of wave-frequency tension fluctuations about the mean. The customized mooring system designs have much lower stiffness
395
overall compared to the baseline, resulting in lower tension amplitudes and resulting fatigue damage. 3.5
Performance in normal operation This can
be achieved by avoiding having any of the mooring lines aligned with the most probable wind directions. the DELs are highest when the wind is aligned with a mooring line. However, since each mooring system is asymmetric, and
370
the mooring lines are not identical, the values of the DELs of each line differ. In a wind farm design, we can benefit from the
fact that the highest DELs happen when one of the lines is aligned with the wind direction to decrease fatigue loads. This can
be achieved by avoiding having any of the mooring lines aligned with the most probable wind directions. Figure 18. 25-year damage for all mooring system designs Figure 18. 25-year damage for all mooring system designs N = k(
T
MBL)1/m (4) (4) MBL = 30.2D2(44 −80d)
[MN]
375 (5) (5) 20 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. We calculated the 25-year damage using the T-N curve for studless chain mooring lines as defined within the API (2005)
standard in equation 4, with slope m = 3 and intercept k = 316. T is the fairlead tension of the mooring lines, and N represents
the cycles to failures. The minimum breaking load (MBL) is a function of the mooring line diameter d as in equation 5. For
the damage calculations, we assumed that for the 25-year time, the wind speed is always at 11 m/s, and no other wind speeds
where considered. This is enough for the purpose of the paper comparing the customized mooring system fatigue to the baseline
380
mooring system fatigue, but it does not show whether or not the mooring system designs survive a 25-year lifetime. As each
i
t
h
diff
t h
di
d h
diff
t DEL t
h
i d di
ti
d
id d t
th
ff
t f We calculated the 25-year damage using the T-N curve for studless chain mooring lines as defined within the API (2005)
standard in equation 4, with slope m = 3 and intercept k = 316. T is the fairlead tension of the mooring lines, and N represents
the cycles to failures. The minimum breaking load (MBL) is a function of the mooring line diameter d as in equation 5. 3.6
Performance in extreme conditions The ability of the customized mooring system designs to withstand extreme loads was also checked. We applied extreme 50-
year wind and wave conditions with a wind speed of 28.35 m/s, a significant wave height of 6 m, and a wave period of 11 s. These extreme values were chosen because they were the values used to design the Activefloat platform used within this
400
work as introduced by Mahfouz et al. (2021). The extreme wind field was produced using the Mann turbulence generator with
turbulence intensity of 11% as recommended by the IEC (2019) standard for extreme wind conditions. OpenFAST was used to
simulate each of the customized mooring system designs and the baseline mooring system design for 36 wind directions, wind
and waves were aligned for all directions, and second-order wave loads were considered. The simulation time was set to 4200 s. These extreme values were chosen because they were the values used to design the Activefloat platform used within this
400
work as introduced by Mahfouz et al. (2021). The extreme wind field was produced using the Mann turbulence generator with
turbulence intensity of 11% as recommended by the IEC (2019) standard for extreme wind conditions. OpenFAST was used to
simulate each of the customized mooring system designs and the baseline mooring system design for 36 wind directions, wind
and waves were aligned for all directions, and second-order wave loads were considered. The simulation time was set to 4200
d th fi t 600
itt d t
id t
i
t ff
t
405 s, and the first 600 s were omitted to avoid transient effects. 405
The maximum tension of each line for all the 36 wind directions is shown in Fig. 19. The maximum tensions of the cus-
tomized mooring system design are always lower than the tension of the baseline mooring system. Moreover, the maximum
tensions were always lower than the maximum allowable tension for all mooring lines. The maximum allowable tension was
calculated by dividing the MBL, as defined in equation 5, by a safety factor of 2. This safety factor is consistent with the safety s, and the first 600 s were omitted to avoid transient effects. 405
The maximum tension of each line for all the 36 wind directions is shown in Fig. 19. 3.5
Performance in normal operation For
the damage calculations, we assumed that for the 25-year time, the wind speed is always at 11 m/s, and no other wind speeds
where considered. This is enough for the purpose of the paper comparing the customized mooring system fatigue to the baseline
380
mooring system fatigue, but it does not show whether or not the mooring system designs survive a 25-year lifetime. As each
mooring system has different headings and hence a different DEL at each wind direction, we decided to remove the effect of
wind direction and line headings on the damage. We assumed equal wind distribution over all 36 wind directions considered. The 25-year damage results are presented in Fig. 18. the damage calculations, we assumed that for the 25 year time, the wind speed is always at 11 m/s, and no other wind speeds
where considered. This is enough for the purpose of the paper comparing the customized mooring system fatigue to the baseline
380
mooring system fatigue, but it does not show whether or not the mooring system designs survive a 25-year lifetime. As each
mooring system has different headings and hence a different DEL at each wind direction, we decided to remove the effect of
wind direction and line headings on the damage. We assumed equal wind distribution over all 36 wind directions considered. The 25-year damage results are presented in Fig. 18. 380 The baseline mooring system fatigue damage is generally the lowest with the largest line diameter of 0.19 m. The customized
385
mooring system 25-year fatigue damage is overall comparable, except for a few lines. The mooring lines with fatigue damage
greater than 1.75 have a line diameter of only 0.09 m. The remainder of lines with fatigue damage greater than 0.25 have a line
diameter of 0.12 m. All of the customized mooring lines with a diameter of 0.150 m show fatigue damage of less than 0.25,
which is comparable to the baseline design. This is notable because the customized mooring system designs achieve similar
fatigue damage with a significantly smaller line diameter. 390 fatigue damage with a significantly smaller line diameter. 390
The fatigue performance of the mooring system relates to the mooring system stiffness. The stiffness at a given position is
equal to the slope of the force-displacement response of the mooring system at that offset. 3.6
Performance in extreme conditions The maximum tensions of the cus-
tomized mooring system design are always lower than the tension of the baseline mooring system. Moreover, the maximum
tensions were always lower than the maximum allowable tension for all mooring lines. The maximum allowable tension was
calculated by dividing the MBL, as defined in equation 5, by a safety factor of 2. This safety factor is consistent with the safety 21 Figure 19. Maximum tension of each mooring system design for all wind directions under extreme wind and wave loads
https://doi.org/10.5194/wes-2023-135
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Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 19. Maximum tension of each mooring system design for all wind directions under extreme wind and wave loads 9. Maximum tension of each mooring system design for all wind directions under extreme wind and wave load factor defined by the API (2005) standard. The maximum allowable tension shown in Fig. 19 stands for the value for a mooring
410
line of 0.09 m diameter, as this is the smallest diameter in the customized mooring system designs. Therefore, we can conclude
from Fig. 19 that all mooring system designs can withstand the extreme loads. 4
Conclusions This paper verifies an innovative method for FWF layout design and optimization using mid-fidelity dynamic models. The novel
method aims to passively relocate downwind FOWTs out of the wakes of upwind ones in an FWF to decrease wake losses. 415
The relocation of the FOWTs depends on the mooring system design to govern the FOWTs’ movements according to the
wind direction. The verification process has two key objectives: First, verify the energy gain predicted by the Gaussian steady-
state wake model implemented within FLORIS against the DWM model within FAST.Farm. Second, verify that the novel
mooring system designs can withstand the fatigue and extreme loads in operational and extreme conditions when compared to
a state-of-the-art mooring system design. 420 The findings of the paper can be summarized as follows: The findings of the paper can be summarized as follows: 1. Passively relocating the FOWTs in a FWF increases the farm’s energy production. 2. Allowing larger FOWTs excursions decreases the fatigue loads on the mooring lines. 3. Allowing larger FOWTs excursions decreases the extreme loads on the mooring lines. 4. Fatigue loads on a mooring line are highest when the mooring line is upwind and aligned with the wind direction. 4. Fatigue loads on a mooring line are highest when the mooring line is upwind and aligned with the wind direction. 425 22 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. The paper first introduced the four steps of the FWF layout design methodology and showed the results of each step using
static models. The results of the static models showed that at a constant wind speed of 10 m/s, FOWT movements can increase
the energy production of the FWF by 3.1%. Afterward, we verified these results using the polar implementation of the DWM
model within FAST.Farm. First, we simulated the baseline FWF with all FOWTs coupled to the baseline mooring system,
which restricted the FOWTs’ movements. Then we simulated the FWF with each FOWT coupled to the customized mooring
430
system design allowing crosswind movements to mitigate the wake losses. This was repeated for all wind directions of the
wind rose presented in Fig. 2. Finally, we compared the results of the energy production of the baseline FWF to the new FWF
layout design. 4
Conclusions All customized mooring system
450
designs comfortably withstood extreme 50-year events for all wind directions when applying a safety factor of 2. In conclusion, this study successfully verified the potential of relocating FOWTs to increase energy production within FWFs
using a mid-fidelity dynamic analysis, which is the primary goal of this research. Despite the uncertainties associated with
the DWM model for wake losses, the dynamic results predicted an energy gain of 1.4% at a constant wind speed of 10 system designs were always lower than a baseline state-of-the-art mooring system design. All customized mooring system
450
designs comfortably withstood extreme 50-year events for all wind directions when applying a safety factor of 2. In conclusion, this study successfully verified the potential of relocating FOWTs to increase energy production within FWFs
using a mid-fidelity dynamic analysis, which is the primary goal of this research. Despite the uncertainties associated with
the DWM model for wake losses, the dynamic results predicted an energy gain of 1.4% at a constant wind speed of 10 m/s. Additionally, the FOWTs moved as predicted in the design process and the energy gain distribution in Fig. 11 was as
455
predicted by the steady-state model in the design process. Additionally, the paper showed that designing mooring systems with
larger excursion limits and lower stiffness leads to lower mooring system fatigue damage and extreme loads. This means that
allowing larger excursions leads to mooring lines with smaller diameters. In future work, we are planning to make our designs
more realistic and consider real-life scenarios. Therefore, we are planning to include the levelized cost of energy as a design
objective along with increasing the energy gain. Moreover, we are planning to consider the supply chain and ease of installation
460 m/s. Additionally, the FOWTs moved as predicted in the design process and the energy gain distribution in Fig. 11 was as
455
predicted by the steady-state model in the design process. Additionally, the paper showed that designing mooring systems with
larger excursion limits and lower stiffness leads to lower mooring system fatigue damage and extreme loads. This means that
allowing larger excursions leads to mooring lines with smaller diameters. In future work, we are planning to make our designs
more realistic and consider real-life scenarios. Therefore, we are planning to include the levelized cost of energy as a design
objective along with increasing the energy gain. 4
Conclusions Wind and wave simulations were conducted at rated wind speed of 11 m/s for all wind direction with an increment of 10◦
440
(i.e., 36 wind directions). Then we calculated the 1 Hz DEL and the 25-year damage. The results showed that the customized
mooring system designs have lower 25-year damage than a state-of-the-art mooring system design with the same mooring line
diameter. This is due to the lower stiffness of the customized mooring system designs, which leads to smaller dynamic fluctua-
tions in the fairlead tensions. Moreover, the results showed a direct relationship between the line headings, wind direction, and DEL values. The fatigue loads were highest when the wind was aligned with the upwind mooring line. Therefore, in any FWF
445
we should avoid aligning the mooring lines with the most probable wind direction in order to avoid having high fatigue loads
concentrated at one of the mooring lines. Furthermore, we checked that the customized mooring system designs can endure 50-year extreme wind and wave events for
all 36 wind directions with an increment of 10◦. The results showed that the maximum loads on the new customized mooring DEL values. The fatigue loads were highest when the wind was aligned with the upwind mooring line. Therefore, in any FWF
445
we should avoid aligning the mooring lines with the most probable wind direction in order to avoid having high fatigue loads
concentrated at one of the mooring lines. Furthermore, we checked that the customized mooring system designs can endure 50-year extreme wind and wave events for
all 36 wind directions with an increment of 10◦. The results showed that the maximum loads on the new customized mooring DEL values. The fatigue loads were highest when the wind was aligned with the upwind mooring line. Therefore, in any FWF
445
we should avoid aligning the mooring lines with the most probable wind direction in order to avoid having high fatigue loads
concentrated at one of the mooring lines. Furthermore, we checked that the customized mooring system designs can endure 50-year extreme wind and wave events for
all 36 wind directions with an increment of 10◦The results showed that the maximum loads on the new customized mooring system designs were always lower than a baseline state-of-the-art mooring system design. 4
Conclusions The energy gain calculated by FAST.Farm was 1.4% at a constant wind speed of 10 m/s; this is 45% of the
energy gain predicted by the steady-state wake models. However, the results showed that FAST.Farm overpredicts the vertical 430 wake deflection for FOWTs and hence underestimates the wake losses within the baseline FWF layout. This causes the big
435
difference between the steady-state wake model and the DWM model as explained in Section 3.4. Calibration of the DWM
model within FAST.Farm using higher fidelity large-eddy simulations are needed to decrease the uncertainty in the wake losses
inside an FWF. The study also assessed the performance of the novel mooring system designs and their fatigue loads in operational condi- wake deflection for FOWTs and hence underestimates the wake losses within the baseline FWF layout. This causes the big
435
difference between the steady-state wake model and the DWM model as explained in Section 3.4. Calibration of the DWM
model within FAST.Farm using higher fidelity large-eddy simulations are needed to decrease the uncertainty in the wake losses
inside an FWF. The study also assessed the performance of the novel mooring system designs and their fatigue loads in operational condi- wake deflection for FOWTs and hence underestimates the wake losses within the baseline FWF layout. This causes the big
435
difference between the steady-state wake model and the DWM model as explained in Section 3.4. Calibration of the DWM
model within FAST.Farm using higher fidelity large-eddy simulations are needed to decrease the uncertainty in the wake losses
inside an FWF. The study also assessed the performance of the novel mooring system designs and their fatigue loads in operational condi- tions. Wind and wave simulations were conducted at rated wind speed of 11 m/s for all wind direction with an increment of 10◦
440
(i.e., 36 wind directions). Then we calculated the 1 Hz DEL and the 25-year damage. The results showed that the customized
mooring system designs have lower 25-year damage than a state-of-the-art mooring system design with the same mooring line
diameter. This is due to the lower stiffness of the customized mooring system designs, which leads to smaller dynamic fluctua-
tions in the fairlead tensions. Moreover, the results showed a direct relationship between the line headings, wind direction, and tions. 4
Conclusions Moreover, we are planning to consider the supply chain and ease of installation
460 m/s. Additionally, the FOWTs moved as predicted in the design process and the energy gain distribution in Fig. 11 was as
455
predicted by the steady-state model in the design process. Additionally, the paper showed that designing mooring systems with
larger excursion limits and lower stiffness leads to lower mooring system fatigue damage and extreme loads. This means that
allowing larger excursions leads to mooring lines with smaller diameters. In future work, we are planning to make our designs
more realistic and consider real-life scenarios. Therefore, we are planning to include the levelized cost of energy as a design
objective along with increasing the energy gain. Moreover, we are planning to consider the supply chain and ease of installation
460 23 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. by designing a single mooring system for all FOWTs in the FWF instead of having a different mooring system design for each
FOWT in the FWF. Code and data availability. The code used for FWF layout optimization, and the MoorDyn file for each mooring system design can be found
here https://doi.org/10.5281/zenodo.8370977 Video supplement. An animation video of the passive displacements of the FOWTs can be found here http://doi.org/10.5446/63167. 465 Video supplement. An animation video of the passive displacements of the FOWTs can be found here http://doi.org/10.5446/63167. 5 Competing interests. The authors declare that they have no conflict of interest. Appendix A: FWF mooring system designs Table A1. Customized mooring system designs
T
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d
Anc. r
L
Heading
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Anc r
L
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d
Anc r
L
[◦]
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[m]
[m]
[◦]
[m]
[m]
[m]
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[m]
[m]
1
30
0.15
840
944.91
170
0.15
840
909.85
280
0.15
840
944.91
2
210
0.15
840
909.85
0
0.15
840
909.85
100
0.15
600
707.94
3
215
0.15
840
944.91
335
0.15
840
944.91
95
0.15
840
944.91
4
80
0.15
840
909.85
210
0.09
840
909.85
350
0.12
600
674.9
5
240
0.09
840
944.91
10
0.15
840
909.85
140
0.12
840
909.85
6
270
0.12
840
944.91
30
0.15
840
944.91
160
0.15
840
909.85
7
265
0.12
840
909.85
25
0.15
840
909.85
165
0.15
600
674.9
8
70
0.15
600
674.9
200
0.12
840
909.85
340
0.15
840
909.85
9
190
0.15
840
909.85
340
0.15
840
909.85
80
0.15
600
707.94 Author contributions. MYM developed the novel method to passively relocate the FOWTs in the FWF, carried out all the static and dynamic
simulations, and wrote most of the paper. EL designed the baseline mooring system, contributed to the fatigue analysis post-processing and
helped in writing and reviewing the paper. MH contributed to the conceptualization of the methods and reviewed the paper. PWC supervized
the work and reviewed the paper. 470 Competing interests. The authors declare that they have no conflict of interest. 24 https://doi.org/10.5194/wes-2023-135
Preprint. Discussion started: 16 October 2023
c⃝Author(s) 2023. CC BY 4.0 License. Acknowledgements. The support of Jason Jonkman, Andrew Platt and Lucas Carmo in setting up the FWF model in FAST.Farm is gratefully
acknowledged. The research leading to these results has received partial funding from the European Union’s Horizon2020 research and
innovation programme under grant agreement no.815083 (COREWIND). This work was authored in part by the National Renewable Energy
Laboratory, operated by Alliance for Sustainable Energy, LLC, for the U.S. Department of Energy (DOE) under Contract No. DE-AC36-
475
08GO28308. Funding provided by U.S. Department of Energy Office of Energy Efficiency and Renewable Energy Wind Energy Technologies
Office. The views expressed in the article do not necessarily represent the views of the DOE or the U.S. Government. The U.S. Government
retains and the publisher, by accepting the article for publication, acknowledges that the U.S. innovation programme under grant agreement no.815083 (COREWIND). This work was authored in part by the National Renewable Energy
Laboratory, operated by Alliance for Sustainable Energy, LLC, for the U.S. Department of Energy (DOE) under Contract No. DE-AC36-
475
08GO28308. Funding provided by U.S. Department of Energy Office of Energy Efficiency and Renewable Energy Wind Energy Technologies
Office. The views expressed in the article do not necessarily represent the views of the DOE or the U.S. Government. The U.S. Government
retains and the publisher, by accepting the article for publication, acknowledges that the U.S. Government retains a nonexclusive, paid-up,
irrevocable, worldwide license to publish or reproduce the published form of this work, or allow others to do so, for U.S. Government
purposes.
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innovation programme under grant agreement no.815083 (COREWIND). This work was authored in part by the National Renewable Energy Laboratory, operated by Alliance for Sustainable Energy, LLC, for the U.S. Department of Energy (DOE) under Contract No. DE-AC36-
475
08GO28308. Funding provided by U.S. Department of Energy Office of Energy Efficiency and Renewable Energy Wind Energy Technologies
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2015. 27 27
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English
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Recent Progress in Doped g-C3N4 Photocatalyst for Solar Water Splitting: A Review
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Frontiers in chemistry
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cc-by
| 6,345
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MINI REVIEW MINI REVIEW
published: 13 July 2022
doi: 10.3389/fchem.2022.955065 Reviewed by:
Huogen Yu, Reviewed by:
Huogen Yu,
Wuhan University of Technology, Reviewed by:
Huogen Yu,
Wuhan University of Technology,
China
Li Xiaofang,
Wuhan University, China
*Correspondence:
Yilong Yang
ylyang@hncj.edu.cn
Kaidong Xu
30010908@hncj.edu.cn Reviewed by:
Huogen Yu,
Wuhan University of Technology,
China Recent Progress in Doped g-C3N4
Photocatalyst for Solar Water
Splitting: A Review
Yilong Yang 1*, Wantong Niu 1, Liyun Dang 1, Yanli Mao 2, Junshu Wu 3 and Kaidong Xu 1*
1School of Materials and Chemical Engineering, Henan University of Urban Construction, Pingdingshan, China, 2Henan Provinc
Key Laboratory of Water Pollution Control and Rehabilitation Technology, Henan University of Urban Construction, Pingdingshan
China, 3Key Laboratory of Advanced Functional Materials, Ministry of Education, Faculty of Materials and Manufacturing, Beijin
University of Technology, Beijing, China 1School of Materials and Chemical Engineering, Henan University of Urban Construction, Pingdingshan, China, 2Henan Province
Key Laboratory of Water Pollution Control and Rehabilitation Technology, Henan University of Urban Construction, Pingdingshan,
China, 3Key Laboratory of Advanced Functional Materials, Ministry of Education, Faculty of Materials and Manufacturing, Beijing
University of Technology, Beijing, China Graphitic carbon nitride (g-C3N4) photocatalysis for water splitting is harvested as a
fascinating way for addressing the global energy crisis. At present, numerous research
subjects have been achieved to design and develop g-C3N4 photocatalysis, and the
photocatalytic system still suffers from low efficiency that is far from practical applications. Here, there is an inspiring review on the latest progress of the doping strategies to modify
g-C3N4 for enhancing the efficiency of photocatalytic water splitting, including non-metal
doping, metal doping, and molecular doping. Finally, the review concludes a summary and
highlights some perspectives on the challenges and future research of g-C3N4
photocatalysts. INTRODUCTION Wuhan University of Technology,
China Wuhan University of Technology,
China Li Xiaofang,
Wuhan University, China The global energy demands and environmental crisis have stimulated tremendous research on the
exploration of green and renewable energy due to awareness of energy conservation and
environmental protection (Miao et al., 2022). Since titanium dioxide (TiO2) was discovered as
the photoanode for photoelectrochemical (PEC) water splitting(Fujishima and Honda, 1972),
semiconductor-based photocatalysis for solar hydrogen production has seen an upsurge in
global interests (Wang and Wang, 2019; Zada et al., 2020; Qi et al., 2021; Wei et al., 2021). However, it is still very challenging to achieve high solar-to-hydrogen (STH) conversion efficiency
toward practical applications. To make high utilization of solar energy, the exploration of visible-
light-active photocatalysts is highly desirable. In 2009, Wang et al. developed the pioneering work on
g-C3N4 for visible-light–driven photocatalytic water splitting(Wang et al., 2009), and g-C3N4-based
photocatalysis has drawn considerable attention in the last decade (Xiao et al., 2021; Xing et al., 2021;
Chen et al., 2022a) (Figures 1A–E). For unification in this study, we will consider the two kinds of
materials with triazine (C3N3) unit or tri-s-triazine (C6N7) unit (Figure 1A) to name as g-C3N4. g-C3N4 affords a lamellar structure consisting of C and N atoms which is similar to graphene and can
be traced back to the original form of “melon” found by Berzelius and Liebig in 1834 (Liebig, 1834). Unlike TiO2, g-C3N4 affords a narrow bandgap of 2.7 eV (Figure 1C) with the valance band (VB)
position at +1.6 eV and conduction band (CB) position at −1.1 eV vs. normal hydrogen electrode
(NHE) (Wang et al., 2009) (Figure 1E). This enables g-C3N4 to drive photocatalytic reaction using
visible light. *Correspondence:
Yilong Yang
ylyang@hncj.edu.cn
Kaidong Xu
30010908@hncj.edu.cn Specialty section:
This article was submitted to
Catalysis and Photocatalysis,
a section of the journal
Frontiers in Chemistry
Received: 28 May 2022
Accepted: 09 June 2022
Published: 13 July 2022 Specialty section:
This article was submitted to
Catalysis and Photocatalysis,
a section of the journal
Frontiers in Chemistry Specialty section:
This article was submitted to
Catalysis and Photocatalysis,
a section of the journal
Frontiers in Chemistry Received: 28 May 2022
Accepted: 09 June 2022
Published: 13 July 2022 Edited by:
Kangle Lv,
South-Central University for
Nationalities, China Keywords: doping, G-C3N4, photoadsorption, band structure, water splitting Citation: Yang Y, Niu W, Dang L, Mao Y, Wu J
and Xu K (2022) Recent Progress in
Doped g-C3N4 Photocatalyst for Solar
Water Splitting: A Review. Front. Chem. 10:955065. doi: 10.3389/fchem.2022.955065 g
Generally speaking, the g-C3N4 photocatalyst possesses all the following abilities: stability, non-
toxicity, abundant source, visible-light-responsive absorption, and easy to control and modify. As a July 2022 | Volume 10 | Article 955065 1 Frontiers in Chemistry | www.frontiersin.org Study of Doped g-C3N4 Photocatalyst Yang et al. FIGURE 1 | (A) Schematic diagram of a perfect g-C3N4 sheet constructed from melem units, (B) experimental XRD pattern of g-C3N4, (C) ultraviolet–visible diffuse
reflectance spectrum of the g-C3N4. Inset: Photograph of g-C3N4, (D) typical time course of H2 production from water containing 10 vol% triethanolamine as an electron
donor under visible light (of wavelength longer than 420 nm) by (i) unmodified g-C3N4 and (ii) 3.0 wt% Pt-deposited g-C3N4 photocatalyst, (E) density-functional-theory
band structure for polymeric melon calculated along with the chain (Γ–X direction) and perpendicular to the chain (Y–Γ direction). The position of the reduction level
for H+ to H2 is indicated by the dashed blue line, and the oxidation potential of H2O to O2 is indicated by the red dashed line just above the valence band. Copyright 2009,
Springer Nature; (F) illustration of the charge transfer in g-C3N4 nanosheets under visible light. Copyright 2017, Elsevier. FIGURE 1 | (A) Schematic diagram of a perfect g-C3N4 sheet constructed from melem units, (B) experimental XRD pattern of g-C3N4, (C) ultraviolet–visible diffuse
reflectance spectrum of the g-C3N4. Inset: Photograph of g-C3N4, (D) typical time course of H2 production from water containing 10 vol% triethanolamine as an electron
donor under visible light (of wavelength longer than 420 nm) by (i) unmodified g-C3N4 and (ii) 3.0 wt% Pt-deposited g-C3N4 photocatalyst, (E) density-functional-theory
band structure for polymeric melon calculated along with the chain (Γ–X direction) and perpendicular to the chain (Y–Γ direction). The position of the reduction level
for H+ to H2 is indicated by the dashed blue line, and the oxidation potential of H2O to O2 is indicated by the red dashed line just above the valence band. Copyright 2009,
Springer Nature; (F) illustration of the charge transfer in g-C3N4 nanosheets under visible light. Copyright 2017, Elsevier. simplified by element doping to tune the band gap, which
considerably broadens the light absorption and accelerates the
electron-hole pair separation (Li et al., 2020b). Citation: This work
overviews the recent advances of g-C3N4 materials focusing on
efficient photocatalytic water splitting in doping strategies for
modifying carbon nitride including non-metal doping, metal
doping, and molecular doping. This review also aims to
present a general summarization in boosting the g-C3N4
photocatalyst to seek new inspiration for material science. fantastic
visible-light–driven
photocatalyst,
its
remarkable
property
has
been
conducted
on
widely
photocatalytic
applications, such as H2 evolution from water (Zhao et al.,
2017a; Yu et al., 2021; Zhao et al., 2022), O2 evolution (Yang
et al., 2019; Zhao et al., 2019; Xu et al., 2021), overall water
splitting (Chen et al., 2019; Bhagat and Dashora, 2021; Wu et al.,
2021), photodegradation of pollutants (Xiong et al., 2016; Duan
et al., 2019; Jing et al., 2021), CO2 reduction (Jiang et al., 2018;
Yang et al., 2020a; Cheng et al., 2020), organic synthesis
(Devthade et al., 2018; Camussi et al., 2019; Lima et al., 2019),
and photoelectrocatalysis (Karimi-Nazarabad et al., 2019; Wu
et al., 2020; Huo et al., 2021). However, the three crucial issues of
light absorption efficiency, charge separation and transfer
efficiency, and surface reaction efficiency still restrict the
development
of
high-performance
g-C3N4
photocatalysis,
which is fairly difficult to achieve by pristine g-C3N4. Frontiers in Chemistry | www.frontiersin.org Basic Properties of Carbon Nitride for Solar
Water Splitting g
Under irradiation, the electrons of the g-C3N4 photocatalyst can
be excited from the VB to CB by absorbing the photons with the
energy (h]) higher than the bandgap energy, wherein holes are
left in the VB (Luo et al., 2016). The large parts of the
photoexcited charge carriers will combine rapidly, and only a
small part of photogenerated electrons and holes can be
transferred to the surface of g-C3N4 to involve the reaction. Then,
the
water
molecules
can
be
reduced
with
the
photoexcited electrons for H2 evolution and oxidized by the
photoexcited holes for O2 generation during the photocatalytic
reaction. For H2 evolution, the CB potential of the photocatalyst
should be more negative than the H2 reduction potential, while Although the g-C3N4-based photocatalysis has been fully
discussed in many recent review articles(Li et al., 2020a; Li
et al., 2021a; Chen et al., 2021; Xing et al., 2021; Zhu et al.,
2021; Chen et al., 2022b), a relative focus review about doping
strategies to modify g-C3N4 for improving the efficiency of water
splitting is still lacking. Compared with other effective strategies
for modification of g-C3N4, like heterojunction construction,
defect
introduction,
and
nanostructure
controlling,
the
modification
process
of
g-C3N4
can
be
comparatively July 2022 | Volume 10 | Article 955065 Frontiers in Chemistry | www.frontiersin.org 2 Study of Doped g-C3N4 Photocatalyst Yang et al. the VB potential should be more positive than the water oxidation
potential for the O2 evolution from water. The g-C3N4
photocatalyst possesses a CB of −1.1 eV and a VB of 1.6 eV is
fit for splitting water to H2 and O2. g-C3N4 was fabricated by polymerizing urea and ionic
liquids ([Bmim][BF4]), which was used as the texture
modifier and dopant source (Lin and Wang, 2014). This
research leads in a new one-pot fabrication of B and F co-
doped g-C3N4. So far, visible-light photoadsorption, high chemical stability,
appropriate CB and VB potentials, and strong photocatalytic
activity
make
g-C3N4
be
the
most
widely
focused
in
photocatalytic water splitting. Nevertheless, the efficiency of
water splitting by g-C3N4 is still low, mainly due to limited
photoadsorption in the visible-light region, limited ability of
electron
transport
along
or
across
the
g-C3N4
sheets
(Figure 1F), and recombination of photoexcited electron-hole
pairs. In addition to F, other halogen elements we cannot ignore
are chloride (Cl), bromine (Br), and iodine (I) in the doping
area. Basic Properties of Carbon Nitride for Solar
Water Splitting Br-doped g-C3N4 was also successfully synthesized by
using ionic liquid as the Br source and soft-template for
photoredox water splitting (Zhao et al., 2017b). The Br-
doping tuned light absorption and band structure without
destroying the major construction of the g-C3N4 polymer. Similarly, I doped g-C3N4 materials also lead to positive
effects that enlarged the specific surface area, enhanced
optical absorption, narrowed the bandgap, and accelerated
the photoinduced charge carrier transfer rate, leading to an
increasing H2 evolution rate (Iqbal et al., 2020). In a word, due to dramatic development of g-C3N4
photocatalysts in the STH conversion field, a review focusing
on the photocatalytic water splitting is still necessary to provide
researchers a state-of-art progress in this dynamic research field. This review presents a brief discussion of the current doping
research, accompanied with the challenges and future direction of
g-C3N4 photocatalysts for photocatalytic applications. g
2
( q
)
In addition, introducing other non-metal elements are also
effective strategies in promoting the photocatalytic property
(Deng et al., 2019; Li et al., 2021b; Li et al., 2021c; Liu et al.,
2021; Yan et al., 2022). For instance, carbon (C) self-doped
g-C3N4 was prepared via a combined method of melamine-
cyanuric
acid
complex
supramolecular
pre-assembly
and
solvothermal
pre-treatment
(Li
et
al.,
2021b). The
H2
evolution rate for optimized g-C3N4 was 18 times higher than
that of bulk g-C3N4, and the enhanced performance derives from
the extended optical absorption, accelerated photoactivated
charge carrier separation, and transfer efficiency. Unique
oxygen-doped
g-C3N4
materials
were
synthesized,
which
realized the synergetic control of the electronic structure and
morphology and possessed the advantages of enlarged surface
area, increased exposed active edges, and improved separation
efficiency (Yan et al., 2022). Some other high-performance non-
metal
doped
materials
including
phosphorus-doped
g-C3N4(Yang et al., 2018; Lin et al., 2020; Zhao et al., 2020)
and sulfur-doped g-C3N4 (Li et al., 2019a; Yang et al., 2020b; Long
et al., 2020) have also been developed. For instance, Yang et al. reported a flower-like P-doped g-C3N4 which was prepared using
phosphoric acid and cyanuric acid-melamine complex, which
served as the P source and the precursor of g-C3N4, respectively,
(Yang et al., 2018). The as-prepared P-doped g-C3N4 showed a
high visible-light photocatalytic H2 evolution rate of 256.4 μmol
h−1 50 mg−1 and almost 24-folds higher than those of the pristine
g-C3N4. Basic Properties of Carbon Nitride for Solar
Water Splitting A sulfur (S) doped-g-C3N4 nanosheet with terminal-
methylate was presented with a tunable bandgap (Li et al., 2019a). The VB near the Fermi level was split due to S atoms into
methylated melon units, which generated a new empty mid-
gap electronic state and improved the light-responsive property
up to 700 nm. Furthermore, the photocatalytic activity restricted
by intralayered hydrogen bonds should also be considered. Yang
et al. reported an S-doped g-C3N4 through poly-condensation
and the mixture of dicyandiamide and thioacetamide, resulting in
greatly enhanced visible-light-response ability and n →π*
electron transition. The substituting of sp2-hybridized N with
S atoms contributed to break intralayered hydrogen bonds, which
resulted in photocatalytic H2 production (Yang et al., 2020b)
(Figures 2A,B). Doping Strategies for Modifying Carbon
Nitride To develop advanced g-C3N4 photocatalysts, a doping strategy is
considered an appealing way to modulate physicochemical
properties
such
as
band
structure
tailoring
and
light
adsorption
improving,
which,
therefore,
enhance
the
performance of photocatalyst (Patnaik et al., 2021). Based on
the arrangements of doping elements, the classification of doping
can be divided into non-metal doping, metal doping, and
molecular doping. Frontiers in Chemistry | www.frontiersin.org Non-Metal Doping Copyright 2018, Elsevier; (E) Chemical production
of polymeric carbon nitride semiconductors from nucleobases and urea, (F) Effect of cytosine amount on the HER, (G) wavelength dependence of the HER with
CNC30 loaded with 3 wt% Pt. Inset: time-dependence of the HER with CNC30 at different irradiation wavelengths. Copyright 2017 John Wiley and Sons, Inc. FIGURE 2 | (A) Schematic illustration for the formation of multi-layered cake-like porous g-C3N4 with broken hydrogen bonds by S-doping, (B) UV–visible diffuse
reflectance spectra of samples. Copyright 2020, Elsevier; (C) Schematic illustration of the KOH-assisted hydrothermal-reformed melamine strategy for achieving
simultaneous K-doping and exfoliation of g-C3N4, (D) band structure alignments for the CN, HCN, and CNK sample. Copyright 2018, Elsevier; (E) Chemical production
of polymeric carbon nitride semiconductors from nucleobases and urea, (F) Effect of cytosine amount on the HER, (G) wavelength dependence of the HER with
CNC30 loaded with 3 wt% Pt. Inset: time-dependence of the HER with CNC30 at different irradiation wavelengths. Copyright 2017 John Wiley and Sons, Inc. Non-Metal Doping p
g
The fabrication of non-metal doped carbon nitride is effective
in modulating the electronic structure of g-C3N4 by distorting
the π-conjugated orbital. Boron-doped g-C3N4 was prepared
by microwave heating for hydrogen evolution, and boric acid
was used as a doping source combined with melamine and urea
for
thermal
condensation
(Chen
et
al.,
2018). g-C3N4
nanosheets can be in situ modified by boron atoms to
improve the photoadsorption, hinder the annihilation of
charge carriers, and prolong the lifetime of photogenerated
electrons. Combining g-C3N4 with strongly electronegative
dopants such as fluorine to form an F-doped material not
only
raised
the
valence
band
but
also
affected
the
thermodynamic driving force for H2 reduction (Zhu et al.,
2017). Fluorinated (F) carbon nitride solids were also reported
with excellent visible-light photocatalytic activity (Shevlin and
Guo, 2016). Fluorination not only provided a modified texture
but also enabled effective adjustment of the electronic band
structure, which was demonstrated by improved activities. To
further
explore
the
structural
distortion-dependent
photoreactivity, it is more desirable to exploit co-doping
that
may
be
a
good
attempt
to
further
improve
the
photocatalytic activity of g-C3N4 through the synergistic
effects of the two dopants. For instance, B/F co-doped July 2022 | Volume 10 | Article 955065 Frontiers in Chemistry | www.frontiersin.org 3 Study of Doped g-C3N4 Photocatalyst Yang et al. FIGURE 2 | (A) Schematic illustration for the formation of multi-layered cake-like porous g-C3N4 with broken hydrogen bonds by S-doping, (B) UV–visible diffuse
reflectance spectra of samples. Copyright 2020, Elsevier; (C) Schematic illustration of the KOH-assisted hydrothermal-reformed melamine strategy for achieving
simultaneous K-doping and exfoliation of g-C3N4, (D) band structure alignments for the CN, HCN, and CNK sample. Copyright 2018, Elsevier; (E) Chemical production
of polymeric carbon nitride semiconductors from nucleobases and urea, (F) Effect of cytosine amount on the HER, (G) wavelength dependence of the HER with
CNC30 loaded with 3 wt% Pt. Inset: time-dependence of the HER with CNC30 at different irradiation wavelengths. Copyright 2017 John Wiley and Sons, Inc. Yang et al. Study of Doped g-C3N4 Photocatalyst FIGURE 2 | (A) Schematic illustration for the formation of multi-layered cake-like porous g-C3N4 with broken hydrogen bonds by S-doping, (B) UV–visible diffuse
reflectance spectra of samples. Copyright 2020, Elsevier; (C) Schematic illustration of the KOH-assisted hydrothermal-reformed melamine strategy for achieving
simultaneous K-doping and exfoliation of g-C3N4, (D) band structure alignments for the CN, HCN, and CNK sample. Metal Doping
b
d modified g-C3N4 (K-g-C3N4) nanosheets were synthesized
(Sun
et
al.,
2019)
(Figures
2C,D). Photocatalytic
H2
production tests under visible light irradiation showed high
photocatalytic activities of K-g-C3N4 nanosheets (up to about
13-folds higher than that of original g-C3N4) as well as an
apparent quantum efficiency (AQE) of 6.98% at 420 nm. In
addition, lanthanum (La) and Co co-doped g-C3N4 was
prepared by the wet impregnation method (Tasleem and Due to abundant orbital electrons, the electron structure and
optical property of g-C3N4 can also be affected by metal element
doping, leading to focusing on the metal doping method. The
cobalt (Co)-doped g-C3N4 nanosheet was investigated to provide
more separation centers by forming Co–N bond, which can
celebrate
charge
transfer
and
enhance
photocatalytic
performance
(Yang
et
al.,
2021). Moreover,
potassium- July 2022 | Volume 10 | Article 955065 Frontiers in Chemistry | www.frontiersin.org 4 Study of Doped g-C3N4 Photocatalyst Yang et al. Tahir, 2021). The H2 evolution by La/Co co-doped-g-C3N4
showed the highest H2 production of 250 μmol g−1h−1 among
the samples, which was 2.5, 1.35, and 1.25 times higher than that
of original g-C3N4, La-g-C3N4, and Co-g-C3N4, respectively. The
enhanced activity can be contributed to the celebrated charge
separation, which was originally the electron trapping capability
of La and Co. the photocatalytic performance of g-C3N4. In short, doping is a
feasible and effective strategy to regulate photo-absorbance, redox
potentials, and transfer of photo-induced charge carriers and one
of the attractive strategies to tune the physicochemical properties
of g-C3N4. g
To date, doping provides an innovative approach to promote
the efficiency of g-C3N4 photocatalyst. However, some issues like
nonuniform doping, formation of surface trapping center, or low
oxidizing and reducing capability resulting from narrowing the
bandgap still existed, while the mechanisms in this field are at the
primary stage and further systematic investigations are still
needed because of the relatively low visible-light photocatalytic
efficiency, which is far from the requirements of practical
applications. Some issues that must be resolved for doped
g-C3N4 photocatalyst involve the fact that 1) the doping
mechanisms of enhanced photocatalytic property is not clear. For example, many explanations of doping technology still stay at
the stage of “the enhanced photocatalytic activity is contributed to
the doping method” with no discussion about mechanism and
essential meaning of element doping. CONCLUSION AND OUTLOOK This
review
presents
a
promising
visible-light–driven
photocatalyst,
g-C3N4,
benefiting
from
its
unique
microstructure,
resistance
against
acids,
and
bases
and
fantastic band structure. Nevertheless, the pristine g-C3N4
suffers
from
some
shortcomings,
including
limited
photoadsorption
capability
and
fast
recombination
of
photoexcited
electron-hole
pairs,
which
largely
restricts
practical applications. The present review depicts a focus
review on the doping strategies to design efficient g-C3N4 in
the use of photocatalytic water splitting. In summary, doping can
introduce the impurity levels in the band gap region to create a
new band edge potential, which can extend the spectral response
region with decreased band gap. In addition, the hetero dopants
get settled either in the lattice or insert in the interlayers of
g-C3N4, inducing the formation of hybridized orbitals. The
hybridization between g-C3N4 and dopant orbital remarkably
affects the charge transportation, life time of charge carriers, and Metal Doping
b
d 2) It is still challenging to
bring forth new ideas on doping methods, and finding the right
balance of lower redox ability and higher photocatalytic activity is
highly desired. To overcome the challenges, lots of attempts are
still needed. The heteroatom-doping assisted with theoretical
simulation calculation can be a feasible method to analyze the
doping effect. Especially, it is significant to develop a crystalline
g-C3N4 (CCN) doped by metals or non-metals, which improves
the charge separation, increases the reactive facet exposing, and
shows dramatic photocatalytic water splitting performance. Furthermore, a broad range of heterostructures, including
quantum
dots/g-C3N4
junction,
polymer/g-C3N4
junction,
semiconductor/g-C3N4
junction,
cocatalyst
modification
of
single atoms and defects engineering, as well as nanostructure
and crystalline control, should also be considered for improved
photocatalysis to increase the photoabsorption, accelerating the
charge separation and transfer, elongating the charge carrier
lifetime,
and
boosting
the
photocatalytic
water
splitting. Focusing on the perspective of green and renew energy, it is
no doubt that g-C3N4-based photocatalyst will draw more
attention on the research of water splitting in the future. Molecular Doping p
g
Heteroatom doping as discussed above is often used to modulate
the atomic and band structure of g-C3N4 to promote light
harvesting and celebrate electron-hole separation and transfer. Especially, integrating another structure-matching aromatic
structure with g-C3N4 is a unique method to tune the intrinsic
features (Yang et al., 2017; Li et al., 2018; Li and Zhang, 2018; Li
et al., 2019b; Li et al., 2019c; Liu et al., 2019; Li et al., 2020c; Jiang
et al., 2021; Zhou et al., 2021). The thermal co-polymerization of
the aromatic comonomers and precursors of g-C3N4 can narrow
the band gaps of g-C3N4, which extends the visible light
absorption edge to enhance the utilization of sunlight. For
instance, Liu et al. designed in-plane benzene-ring doped
g-C3N4
nanosheets
by
copolymerizing
urea
and
4,
4′-
sulfonyldiphenol. It
exhibited
dramatic
H2
generation
efficiency with a PHE rate of 12.3 mmol h−1 g−1, which was
almost 12-folds higher than that of intrinsic g-C3N4 and the AQE
of
17.7%
at
420 nm
(Jiang
et
al.,
2021). Moreover,
copolymerization
of
urea
and
naphthoic
acid
has
been
conducted to construct an aromatic ring–doped g-C3N4, which
was an effective strategy to extend the π-conjugated system for
visible light absorption and elevate the efficiency of charge
transfer (Li et al., 2020c). In addition, Yang et al. enriched the
construction of g-C3N4 by using nucleobases (adenine, guanine,
cytosine, thymine, and uracil) and urea to energize the
production of the charge carrier with light irradiation, which
inducted photoredox reactions for stable H2 evolution (Zhou
et al., 2021) (Figures 2E–G). AUTHOR CONTRIBUTIONS YY conceived the structure of the manuscript and wrote the
manuscript. WN, LD, and YM collected materials and data. JW
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Parent–child relationships and offspring’s positive mental wellbeing from adolescence to early older age
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Copyright for the publications made accessible via the Edinburgh Research Explorer is retained by the author(s)
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abide by the legal requirements associated with these rights. Parent-child relationships and offspring’s positive mental wellbeing
from adolescence to early older age Citation for published version:
Stafford, M, Kuh, D, Gale, C, Mishra, G & Richards, M 2016, 'Parent-child relationships and offspring’s
positive mental wellbeing from adolescence to early older age', The Journal of Positive Psychology, vol. 11,
no. 3, pp. 326-337. https://doi.org/10.1080/17439760.2015.1081971 Citation for published version:
Stafford, M, Kuh, D, Gale, C, Mishra, G & Richards, M 2016, 'Parent-child relationships and offspring’s
positive mental wellbeing from adolescence to early older age', The Journal of Positive Psychology, vol. 11,
no. 3, pp. 326-337. https://doi.org/10.1080/17439760.2015.1081971 Digital Object Identifier (DOI):
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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 Date: 07 December 2016, At: 02:04 The Journal of Positive Psychology The Journal of Positive Psychology ISSN: 1743-9760 (Print) 1743-9779 (Online) Journal homepage: http://www.tandfonline.com/loi/rpos20 Parent–child relationships and offspring’s positive mental wellbeing from adolescence to early
older age Behavioural control, on the other hand,
has been linked to lower risk of psychological symptoms
(Wang, Pomerantz, & Chen, 2007). Despite the large
literature relating parental care and control to psychologi-
cal disorder, studies investigating their links with positive
mental well-being are far fewer in number and these are
summarised below. Positive mental well-being is now
recognised as being multidimensional, having hedonic
and
eudaimonic
aspects,
and
being
more
than
the
absence of psychological disorder. Positive mental well-
being and psychological disorder do not necessarily have
identical risk factors (Huppert & Whittington, 2003;
Ryan & Deci, 2001; Ryff & Singer, 1998). There is
therefore a need to know whether parent–child relation-
ships influence positive well-being indicators, such as
happiness, life satisfaction and positive psychological
functioning, in adolescence and beyond. © 2015 The Author(s). Published by Taylor & Francis.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unre-
stricted use, distribution, and reproduction in any medium, provided the original work is properly cited. *Corresponding author. Email: m.stafford@ucl.ac.uk Parent–child relationships and offspring’s positive
mental wellbeing from adolescence to early older
age Mai Stafford, Diana L. Kuh, Catharine R. Gale, Gita Mishra & Marcus Richards
To cite this article: Mai Stafford, Diana L. Kuh, Catharine R. Gale, Gita Mishra & Marcus
Richards (2016) Parent–child relationships and offspring’s positive mental wellbeing from
adolescence to early older age, The Journal of Positive Psychology, 11:3, 326-337, DOI:
10.1080/17439760.2015.1081971 To cite this article: Mai Stafford, Diana L. Kuh, Catharine R. Gale, Gita Mishra & Marcus
Richards (2016) Parent–child relationships and offspring’s positive mental wellbeing from
adolescence to early older age, The Journal of Positive Psychology, 11:3, 326-337, DOI:
10.1080/17439760.2015.1081971 p
g
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http://www.tandfonline.com/action/journalInformation?journalCode=rpos20 Download by: [The University of Edinburgh] The Journal of Positive Psychology, 2016
Vol. 11, No. 3, 326–337, http://dx.doi.org/10.1080/17439760.2015.1081971 The Journal of Positive Psychology, 2016 Parent–child relationships and offspring’s positive mental wellbeing from adolescence to early
older age Mai Stafforda*, Diana L. Kuha, Catharine R. Galeb,c, Gita Mishrad and Marcus Richardsa aMRC Unit for Lifelong Health and Ageing at UCL, 33 Bedford Place, London WC1B 5JU, UK; bMRC Lifecourse Epidemiology
Unit, University of Southampton, Southampton, UK; cDepartment of Psychology, Centre for Cognitive Ageing and Cognitive
Epidemiology, University of Edinburgh, Edinburgh, UK; dSchool of Population Health, University of Queensland, Brisbane, Australia
(Received 16 December 2014; accepted 5 July 2015) We examined parent-child relationship quality and positive mental well-being using Medical Research Council National
Survey of Health and Development data. Well-being was measured at ages 13–15 (teacher-rated happiness), 36 (life
satisfaction), 43 (satisfaction with home and family life) and 60–64 years (Diener Satisfaction With Life scale and
Warwick Edinburgh Mental Well-being scale). The Parental Bonding Instrument captured perceived care and control
from the father and mother to age 16, recalled by study members at age 43. Greater well-being was seen for offspring
with higher combined parental care and lower combined parental psychological control (p < 0.05 at all ages). Controlling
for maternal care and paternal and maternal behavioural and psychological control, childhood social class, parental
separation, mother’s neuroticism and study member’s personality, higher well-being was consistently related to paternal
care. This suggests that both mother–child and father–child relationships may have short and long-term consequences for
positive mental well-being. Keywords: well-being; longitudinal; birth cohort study; life satisfaction Bogels,
2008;
McLeod,
Wood,
&
Weisz,
2007;
Radziszewska, Richardson, Dent, & Flay, 1996; Rodgers,
1996a; Shaw, Krause, Chatters, Connell, & Ingersoll-
Dayton, 2004). Behavioural control, on the other hand,
has been linked to lower risk of psychological symptoms
(Wang, Pomerantz, & Chen, 2007). Despite the large
literature relating parental care and control to psychologi-
cal disorder, studies investigating their links with positive
mental well-being are far fewer in number and these are
summarised below. Positive mental well-being is now
recognised as being multidimensional, having hedonic
and
eudaimonic
aspects,
and
being
more
than
the
absence of psychological disorder. Positive mental well-
being and psychological disorder do not necessarily have
identical risk factors (Huppert & Whittington, 2003;
Ryan & Deci, 2001; Ryff & Singer, 1998). There is
therefore a need to know whether parent–child relation-
ships influence positive well-being indicators, such as
happiness, life satisfaction and positive psychological
functioning, in adolescence and beyond. Bogels,
2008;
McLeod,
Wood,
&
Weisz,
2007;
Radziszewska, Richardson, Dent, & Flay, 1996; Rodgers,
1996a; Shaw, Krause, Chatters, Connell, & Ingersoll-
Dayton, 2004). © 2015 The Author(s). Published by Taylor & Francis.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unre-
stricted use, distribution, and reproduction in any medium, provided the original work is properly cited. © 2015 The Author(s). Published by Taylor & Francis. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licens
stricted use, distribution, and reproduction in any medium, provided the original work is properly cited. y
y
istributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unre-
roduction in any medium, provided the original work is properly cited. Introduction Paternal care and psychological
control were more consistently associated with well-being
than maternal care and control. Men were not included in
that study. relationships
with
their
parents
are
more
securely
attached to those parents; are more likely to be securely
attached in later relationships; and are at lower risk of
psychological disorder (Bowlby, 1988). Rutter (1995)
highlighted the particular contribution of bonding with
the father figure. High parental care is hypothesised to
promote social- and neuro-cognitive development for
positive interpersonal relations and behaviour (Richards
& Hatch, 2011) as well as positive adult relationships
(Rodgers,
1996b). Interpersonal
relations,
including
social support and strong social networks, are important
determinants of positive mental well-being (Charles &
Carstensen, 2010). Another pathway is through positive psychological
functioning facilitated by the parent. Psychological con-
trol can reduce a child’s autonomy and impair the
development of self-regulation (Grolnick & Ryan, 1989),
whilst behavioural control can increase a child’s compe-
tence (Grolnick & Pomerantz, 2009). A combination of
intrusive parenting and low parental care is associated
with greater psychological inflexibility among the off-
spring in adolescence (Williams, Ciarrochi, & Heaven,
2012), greater emotion suppression in late childhood
(Jaffe, Gullone, & Hughes, 2010) and poorer emotion
regulation in early adulthood (Manzeske & Stright,
2009), which can result in fewer positive thoughts and
emotions (Gross & John, 2003). The development of
personality traits may also be implicated, since parental
care and control have been associated prospectively with
adult offspring’s optimism, empathy and expressiveness
(Huppert, Abbott, Ploubidis, Richards, & Kuh, 2010;
Johnson, Liu, & Cohen, 2011; Korkeila et al., 2004),
though it is recognised that the relationship between par-
enting practices and child’s personality is likely to be
bidirectional (van Zeijl et al., 2007). Optimism and neu-
roticism
are
highly
correlated
with
positive
mental
well-being (Gale, Booth, Mõttus, Kuh, & Deary, 2013;
Huppert et al., 2010). y
It remains unclear whether mother–child or father–
child relationships are equally important for mental well-
being. Conceptually, the attachment of the child to the
primary caregiver (typically the mother) is the key tem-
plate for future relationships (Bowlby, 1988). Two small,
non-random samples of young people in education
showed that maternal care was a stronger correlate of
happiness when mother– and father–child relationships
were considered together (Cheng & Furnham, 2004;
Furnham & Cheng, 2000), and that only maternal care
and control were related to offspring’s self-esteem, neu-
roticism and extraversion (Furnham & Cheng, 2000). Introduction Parent–child relationships are central to psychological
development and several studies have shown that sub-
optimal parenting is an important risk factor for psycho-
logical disorder in clinical and representative community
samples (Blatt & Homann, 1992; Enns, Cox, & Clara,
2002). Many studies have captured parent–child relation-
ships along two principal dimensions. The parental care
dimension reflects a continuum from affectionate, warm,
responsive parenting to cold and unresponsive parenting. The demandingness or control dimension reflects the
extent to which the parent demands and monitors stan-
dards for their child’s conduct (Baumrind, 1991). The
concept of parental control has been further distinguished
as
behavioural
and
psychological
forms
of
control
(Barber, 1996). Behavioural control can provide a struc-
tured and predictable environment for the child and
encourages their socially acceptable behaviour. But there
is a need to balance individual autonomy with confor-
mity to social norms and the association between beha-
vioural control and outcomes may be curvilinear (Barber,
1996). Psychological control refers to parenting that is
intrusive and manipulates the child’s emotional develop-
ment (Barber, 1996). A high level of psychological con-
trol has been consistently associated with an elevated
risk of psychological disorder among the offspring in
adolescence and adulthood (van der Bruggen, Stams, & Drawing on evidence from literature on the develop-
ment of psychological disorder as well as positive mental
wellbeing, we suggest that socio-relational, psychological
and socio-economic pathways may link parental care and
control to mental well-being in adulthood. Attachment
theory details one such pathway. This suggests that
infants
who
experience
caring
and
responsive The Journal of Positive Psychology 327 well-being scales was positively associated with recalled
or perceived parental care summed across mothers and
fathers, with effect sizes being larger in men (Rothrauff,
Cooney, & An, 2009). In one of the few studies to relate
prospectively assessed measures of parental care and con-
trol to later well-being indicators, daughters (but not sons)
of non-controlling mothers were found to have higher life
satisfaction at age 30 (Flouri, 2004). Father–child relation-
ships were not assessed in that study. Data from Britain’s
oldest birth cohort study, the Medical Research Council
(MRC) National Survey of Health and Development
(NSHD), indicated that perceived parental care was posi-
tively associated and parental psychological control nega-
tively associated with several aspects of positive mental
wellbeing among midlife women, including Ryff’s pur-
pose in life, self-acceptance and positive relations scales
(Huppert et al., 2010). Introduction Based on the literature on psychological disorders, there
is a suggestion that the effect of maternal care and con-
trol may be somewhat larger, though this is not a univer-
sal finding. In the US National Comorbidity Survey,
lower levels of maternal and paternal care were related
to adult psychopathology but with larger effect sizes for
maternal care (Enns et al., 2002). In contrast, in the
NSHD, Rodgers (1996a) examined paternal and maternal
care and control scales as correlates of psychiatric symp-
toms at age 43 and found that maternal care did not con-
tribute independently of the other three scales. However,
sizeable intercorrelations between these four scales were
noted. Finally, socio-economic pathways may also be impli-
cated. High parental care and parenting characterised by
a combination of high care and high behavioural control
is associated with higher educational attainment, occupa-
tional position and income of the offspring in adulthood,
independently of family socio-economic circumstances
(Blondal & Adalbjarnardottir, 2009; Dornbusch, Ritter,
Leiderman, Roberts, & Fraleigh, 1987; Singh-Manoux,
Fonagy, & Marmot, 2006). Education and adult socio-
economic position are strongly related to elements of
positive mental well-being in adulthood (Diener, Ng,
Harter, & Arora, 2010). The aim of the current study was to describe associa-
tions of well-being indicators in adolescence, mid-adult-
hood and early old age with perceived parental care,
behavioural control and psychological control and to
assess the contributions of mother–child and father–child
relationships to well-being. We hypothesised that well-
being would be positively associated with parental care
and negatively associated with parental psychological
control at each life stage. Based on previous analysis of
parental care in this cohort in relation to affective Only a handful of studies have examined associations
between these aspects of parenting and multiple dimen-
sions of positive mental well-being. In a nationally repre-
sentative study of men and women aged 25–74 in the US,
well-being captured by summing Ryff’s psychological M. Stafford et al. 328 symptoms in men and women at age 43 (Rodgers,
1996a) and mental well-being in women at age 52
(Huppert et al., 2010), we expected to find that paternal
care would be more strongly related to well-being than
maternal care in mutually adjusted models. two weeks. Statements include ‘I’ve been feeling good
about myself’, ‘I’ve been feeling close to other people’,
‘I’ve been interested in new things’ and ‘I’ve been
feeling optimistic about the future’. Positive mental well-being Positive mental well-being in childhood was based on
teacher ratings when study members were aged 13 and
15 years, using a forerunner of the Rutter A Scale
(Rutter, 1967). Four of these items were positively
worded: ‘very popular with other children’ (age 13 years
only), ‘unusually happy and contented’, ‘makes friends
extremely easily’ and ‘extremely energetic, never tired’. Each of these items was scored as 1 representing the
relevant positive rating or 0 representing an average or
negative rating. These ratings were summed and grouped
into none, one and two or more positive ratings, which
yielded one large group with no positive ratings, and
two
modest
and
approximately
equal-sized
groups,
respectively (Richards & Huppert, 2011). Introduction Validation work indi-
cates good construct validity for a single factor structure
as well as good criterion validity and test–retest reliabil-
ity and supports its use in general population samples
(Tennant et al., 2007). Where three or fewer items were
missing, the individual’s mean for complete items was
imputed. Items loaded on a single component were
summed using equal weights to create scores which
theoretically ranged from 14 to 70, with 70 indicating
highest well-being. The Diener Satisfaction with Life
Scale
was
also
completed
at
age
60–64
(Diener,
Emmons, Larsen, & Griffin, 1985). The scale captures
cognitive-judgemental aspects of well-being using five
items, such as ‘In most ways my life is close to my
ideal’, ‘I am satisfied with my life’ and ‘So far I have
got the important things I want in life’. Study population The NSHD (Kuh et al., 2011) was originally established
to investigate the cost of childbirth and the quality of
associated care in the immediate post-war years. A sam-
ple of 5362, comprising all single births within marriage
to families of non-manual and agricultural occupation
and a random one in four sample of single births within
marriage to families of manual occupation, was recruited
from all births registered in 1 week of March 1946 in
England, Wales and Scotland. Data have been collected
on 23 occasions from birth with the latest data collection
in 2006–2011. The well-being measures up to age 43 are non-stan-
dard and pre-date the development and more widespread
use of the validated positive well-being instruments now
available. It was not possible, using these data, to
examine changes in well-being. Results Table 1 summarises the five well-being indicators from
ages 13–15 through to age 60–64. Women expressed
greater satisfaction with their home and family at age 43
but gender differences in well-being were not apparent at
other ages. Women recalled higher levels of paternal care
and higher behavioural and psychological control from
both
parents
compared
with
men. The
correlation
between
perceived
maternal
and
paternal
care
was
moderate (ρ = 0.47) and did not differ between male and
female study members. Similarly, the coefficient for the
correlation between perceived maternal and paternal
behavioural control was 0.60 and there were no gender
differences. The correlation between perceived maternal
and paternal psychological control was slightly larger for
men than for women (ρ = 0.56 for men and 0.48 for
women). Parental separation by age 16 was experienced
by 5.6% of study members. In childhood, 45% of study
members had a father in a non-manual occupation. Covariates We selected potential confounding variables which have
previously been shown to be related to the quality of the
child–parent relationships and to either positive mental
well-being or psychological distress (Gale et al., 2013;
Kiernan & Huerta, 2008; Rodgers, 1996a, 1996b). Paren-
tal separation before the study member was aged 16 was
derived from parental marital status collected prospec-
tively throughout the childhood years. Childhood social
class was based on father’s occupation at age 4 (or age
11 or 15 if this was missing (n = 54)) classified accord-
ing to the Registrar General’s scheme and included in
analysis as a continuous variable from 1 to 6 (with 6
indicating the lowest social class). Maternal mental
health was captured by the neuroticism scale of the
Maudsley Personality Inventory (Shaw & Hare, 1965)
when study members were aged 15. Conceptually, off-
spring’s personality may mediate the association between
parent–child relationships and mental well-being, or it
may select children into different levels of parental care
and control. Study members’ neuroticism and extraver-
sion
were
measured
by
the
Maudsley
Personality
Inventory at age 26. Of the 5362 original cohort members, 250 had died
by age 15, 323 by age 36, 361 by age 43 and 718 by
age 60–64. Well-being data were complete for 3699
cohort members at ages 13–15, 3322 at age 36, 3262 at
age 43 and 1984 (Diener SWLS) or 1976 (WEMWBS)
at age 60–64. Those with missing well-being at age 36
recalled lower paternal care and higher paternal psycho-
logical control than those with complete well-being data
at age 36. Those with missing well-being at age 60–64
recalled higher paternal psychological control compared
with those who had complete well-being data at age
60–64. The magnitude of these differences was small
(the largest being 0.15 standard deviations of the parental
bonding scale) and no other differences in PBI scales
were seen for those with and without each well-being
indicator. Parent–child relationships Items are worded positively and respondents
are asked to indicate how frequently, on a five-point
scale, they have experienced each statement over the last The Journal of Positive Psychology 329 control provided an improved fit to the data. For this rea-
son, we elected to retain separate scales for perceived
care and the two forms of control, rather than dichoto-
mise and combine them. adjusted for covariates of interest: parental separation
before age 16, childhood social class, maternal mental
health and study member’s neuroticism and extraversion. Regression models were based on 20 multiply imputed
data-sets combined using Rubin’s rules, with additional
variables included for the imputation model (household
crowding at ages 0, 2, 4, 6, 8, 11; father’s and mother’s
educational attainment). Outcomes were included in the
imputation model but not used for the estimation part of
the model. Analyses were conducted in Stata v12SE. Parent–child relationships The quality of relationships with the mother and father
in childhood were identified from the PBI which was
reported retrospectively on a self-completion question-
naire by the study member during a home visit when
they were aged 43. Study members were asked how they
remembered the attitudes and behaviours of their mother
and father in their first 16 years with responses to 24
items for each parent reported on a four-point Likert
scale. Ratings from this instrument are stable over long
follow-up periods (Wilhelm, Niven, Parker, & Hadzi-
Pavlovic, 2005). Previous factor analysis of the items
demonstrated three dimensions of parenting which we
refer to here as perceived parental care (12 items e.g. ‘Was affectionate to me’ and ‘Praised me’, internal con-
sistency Cronbach’s α = 0.93 for father and 0.91 for
mother), perceived parental behavioural control (5 items
e.g. ‘Let me go out as often as I wanted’ (reverse coded)
and ‘Let me do those things I liked doing’ (reverse
coded), α = 0.75 for father and 0.77 for mother), and
perceived parental psychological control (7 items e.g. ‘Invaded my privacy’ and ‘Tried to make me dependent
on her/him’, α = 0.83 for father and 0.80 for mother)
(Huppert et al., 2010). Although some researchers clas-
sify participants into combinations of high/low care and
control based on cut-points of these continuous scales,
analysis in this cohort and others (Huppert et al., 2010;
Rodgers, 1996a; Rothrauff et al., 2009; Schofield et al.,
2012) did not indicate that the interaction of care and Life satisfaction at age 36 was captured with a single
item with binary response ‘Would you say that, on the
whole, life has been good to you?’ At age 43, concur-
rently with the Parental Bonding Instrument (PBI), satis-
faction with life in the home and family domain was
captured with a single item with seven possible response
options ‘Looking back, how satisfied are you with what
you have accomplished in your home and family life?’
Study members self-completed the 14-item Warwick-
Edinburgh Mental Well-being Scale (WEMWBS) at age
60–64. The scale was designed to capture a broad con-
cept of wellbeing, including both eudaimonic and hedo-
nic
aspects,
and includes items on positive affect,
satisfying interpersonal relationships and positive mental
functioning. Statistical analysis The six PBI scale scores were standardised. Ordered
logistic regression (for the outcomes happy/sociable
child at age 13–15 and satisfaction with the home and
family at age 43) and logistic regression (for life satis-
faction at age 36) were used to estimates associations
with perceived parental care and control. WEMWBS and
Diener SWLS scores were approximately normally dis-
tributed and their associations with perceived parental
care and control were estimated using linear regression. We first examined the associations between well-being
indicators and care and control for mothers and fathers
combined (that is, with each scale score summed across
both parents). We then examined care and control from
each parent separately (model 1). We examined whether
associations between well-being indicators and the PBI
scales differed by gender. Where gender interactions
were not statistically significant (at the 5% level), we
present gender-adjusted analysis. We then included pater-
nal and maternal care and control together (i.e. the six
PBI scales were mutually adjusted, model 2). We com-
pared the magnitudes of the estimates for paternal vs. maternal care (and paternal vs. maternal behavioural and
psychological control) using Wald tests. Finally, we Regression estimates based on multiply imputed data
were similar in magnitude and direction to those based
on complete cases and the latter will not be described
further. Associations between well-being at ages 13–15,
36, 43 and SWLS scores at 60–64 and the parental
bonding scales are summarised in Table 2. There was no
evidence of effect modification by gender so gender-ad-
justed analyses are presented. Higher levels of combined 330 M. Stafford et al. Table 1. Well-being indicators across the life course, parental care and control in men and women from the MRC National Survey
of Health and Development. Statistical analysis Men % (n)
Women % (n)
P for gender difference
Teacher-rated happiness/sociability at age 13–15
0
56.3 (1083)
59.3 (1053)
0.18
1 positive rating
23.7 (455)
21.6 (384)
2+ positive ratings
20.0 (385)
19.1 (340)
Life been good at age 36
0.14
No
4.7 (78)
5.9 (97)
Yes
95.3 (1568)
94.1 (1552)
Satisfaction with home and family life at age 43
0.03
Very dissatisfied
0.9 (15)
0.5 (8)
Dissatisfied
1.9 (31)
1.1 (17)
Somewhat dissatisfied
3.3 (54)
2.9 (47)
Neither satisfied nor dissatisfied
3.3 (53)
2.3 (37)
Fairly satisfied
18.2 (294)
18.6 (300)
Satisfied
29.0 (468)
26.9 (434)
Very satisfied
43.4 (701)
47.8 (771)
Mean (SD; n)
Mean (SD; n)
Diener Satisfaction with Life Scale at age 60–64
26.9 (5.8; 930)
26.5 (6.2; 1054)
0.1
Warwick Edinburgh Mental Wellbeing scale at age 60–64
51.6 (7.9; 930)
51.6 (8.3; 1046)
0.9
Paternal care (scale 0–36)
21.1 (7.4; 1507)
23.2 (8.1; 1479)
<0.001
Paternal behavioural control (0–15)
13.7 (4.2; 1516)
12.6 (4.5; 1468)
<0.001
Paternal psychological control (0–21)
3.3 (2.9;1514)
3.9 (3.3;1493)
<0.001
Maternal care (0–36)
24.7 (6.2; 1543)
25.0 (7.2; 1522)
0.3
Maternal behavioural control
13.9 (3.9; 1553)
13.2 (4.1; 1544)
<0.001
Maternal psychological control
4.4 (3.4;1557)
4.8 (3.5;1554)
0.008
Note: SD, standard deviation. 60–64 years. The magnitude of the maternal psychologi-
cal control estimate was statistically significantly greater
than that of the paternal psychological control estimate
at age 43. parental care were associated with higher well-being at
ages 36, 43 and 60–64. Higher levels of combined par-
ental psychological control were associated with poorer
well-being at all ages (see also Table 3 for results for the
WEMWBS scale). Associations between parental beha-
vioural control and well-being were inconsistent in
magnitude and direction across the different well-being
indicators. In further analysis, we found no evidence of a
non-linear association between well-being and beha-
vioural control (data available on request). Gender modified the association between paternal
care and WEMWBS scores at age 60–64, such that the
positive association was larger in men than in women
(Table 3, model 1). Paternal psychological control was
negatively associated with WEMWBS scores. These
associations remained on adjustment for maternal care
and control (Table 3, model 2). In the model which con-
sidered only the mother–child relationship, maternal care
was positively and maternal psychological control nega-
tively associated with WEMWBS score. Statistical analysis However, the
association between maternal care and WEMWBS score
was fully attenuated on adjustment for paternal care and
control. Wald tests confirmed a larger magnitude of
association between paternal care (compared with mater-
nal care) and well-being in men only (p = 0.001). When the relationship with each parent was consid-
ered separately (Table 2, model 1), there was a consistent
pattern of higher paternal care and higher maternal care
(the latter with the exception of age 13–15) being associ-
ated with greater well-being. There was also a general
trend of higher paternal and maternal psychological
control being associated with poorer well-being when
parents were considered separately, although this did not
achieve formal statistical significance at all ages. Esti-
mates from model 2 (which included care and control
from both parents) were broadly similar, although adjust-
ment for paternal care and control considerably attenu-
ated the associations between maternal care and well-
being at ages 36, 43, and 60–64 years, and between
maternal psychological control and well-being at age 36. Post-estimation Wald tests revealed that the magnitude of
the paternal care estimate was larger than that of the
maternal
care
estimate
at
ages
13–15,
43
and Positive associations between paternal care and well-
being at ages 13–15, 43 and 60–64 years remained on
adjustment for childhood social class, parental separa-
tion, mother’s mental health, extraversion and neuroti-
cism at age 26, and the other five PBI scales (Table 4). Inverse associations between paternal psychological con-
trol and two well-being indicators (at age 36 and
WEMWBS score at age 60–64) also remained on adjust-
ment for these covariates. Inverse associations between 331 The Journal of Positive Psychology Table 2. Associations between the PBI and four well-being indicators. M. Stafford et al. Model 1: includes care and control from one parent. Model 2: includes gender, care and control from both parents (mutually adjusted). psychological control with lower well-being at all ages. The same patterns were seen for paternal and maternal
care and psychological control when each parent–child
relationship was considered separately. In models which
included the relationship with both parents, associations
were attenuated, especially for maternal care and control. In interpreting these mutually adjusted estimates, it is
important to note that our models estimated the statisti-
cally independent associations of the six parental bond-
ing scales but in reality, these are not independent. There
is moderate correlation between mother’s and father’s
care and control in this study and others’ (Belsky &
Fearon, 2004; Martin, Ryan, & Brooks-Gunn, 2007), and
other
work
indicates
concordance
in
mother’s
and
father’s parenting is itself associated with children’s
cognitive development (Van Bakel & Riksen-Walraven,
2002). maternal behavioural control and well-being at age 43
and between maternal psychological control and well-be-
ing (at age 43 and WEMWBS score at age 60–64) also
remained. More disadvantaged childhood social class
was associated with lower likelihood of positive happi-
ness/sociability at age 13–15 and of endorsing that life
had been good up to age 36. It was not associated with
the well-being indicators at later ages. As expected,
greater extraversion at age 26 generally showed positive
associations with mental well-being and greater neuroti-
cism was associated with less positive mental well-being. However, personality did not substantially attenuate the
associations of interest. Statistical analysis Happiness/sociability at age 13–15
(n = 3699 imputed)
Life been good at age 36
(n = 3295 imputed)
Satisfaction with home and family at
age 43 (n = 3230 imputed)
Diener Satisfaction With Life
Scale at age 60–64
(n = 1984 imputed)
Values are odds ratios
(95% confidence interval)
Values are odds ratios
(95% confidence interval)
Values are odds ratios
(95% confidence interval)
Values are regression estimates
(standard errors)
Model 1
Model 2
Model 1
Model 2
Model 1
Model 2
Model 1
Mode 2
Combined care
1.02 (0.97,1.07)
1.22 (1.10,1.37)**
1.14 (1.08,1.19)**
0.62 (0.10)**
Combined behavioural control
1.00 (0.95,1.05)
1.01 (0.90,1.13)
0.97 (0.93,1.02)
−0.21 (0.10)*
Combined psychological control
0.95 (0.90,0.99)*
0.83 (0.76,0.92)**
0.95 (0.91,0.99)*
−0.09 (0.09)
Paternal care
1.08 (0.99,1.19)
1.13 (1.02,1.26)*
1.36 (1.12,1.66)*
1.27 (1.00,1.61)*
1.26 (1.16,1.36)**
1.26 (1.15,1.38)**
1.18 (0.17)**
1.16 (0.20)**
Paternal behavioural control
1.03 (0.92,1.14)
1.07 (0.94,1.23)
0.97 (0.79,1.19)
0.95 (0.73,1.23)
1.00 (0.92,1.09)
1.11 (1.00,1.24)
−0.39 (0.17)*
−0.28 (0.23)
Paternal psychological control
0.95 (0.87,1.04)
0.98 (0.88,1.10)
0.73 (0.62,0.87)**
0.77 (0.63,0.94)*
0.93 (0.87,1.00)
0.97 (0.90,1.06)
−0.10 (0.16)**
0.02 (0.20)
Maternal care
0.97 (0.88,1.05)
0.92 (0.83,1.03)
1.26 (1.03,1.53)*
1.16 (0.93,1.44)
1.13 (1.05,1.23)*
1.03 (0.94,1.12)
0.58 (0.17)**
0.07 (0.19)
Maternal behavioural control
0.96 (0.87,1.06)
0.93 (0.81,1.05)
1.01 (0.82,1.23)
1.07 (0.83,1.38)
0.90 (0.83,0.97)*
0.85 (0.77,0.95)*
−0.41 (0.18)*
−0.15 (0.22)
Maternal psychological control
0.92 (0.84,1.01)
0.93 (0.83,1.04)
0.81 (0.67,0.96)*
0.90 (0.73,1.10)
0.91 (0.85,0.98)*
0.92 (0.85,0.99)*
−0.16 (0.15)
−0.22 (0.19)
Wald test for difference in coefficients for paternal
and maternal care
p = 0.03
p = 0.6
p = 0.006
p = <0.001
Wald test for difference in coefficients for paternal
and maternal behavioural control
p = 0.2
p = 0.6
p = 0.007
p = 0.9
Wald test for difference in coefficients for paternal
and maternal psychological control
p = 0.6
p = 0.3
p = 0.4
p = 0.4
Notes: **p < 0.001; *p < 0.05. Model 1: includes care and control from one parent. Model 2: includes gender, care and control from both parents (mutually adjusted). Notes: **p < 0.001; *p < 0.05. Model 1: includes care and control from one parent. Model 2: includes gender, care and control from both parents (mutually adjusted). M. Stafford et al. M. Stafford et al. 332 ociations between the PBI and Warwick Edinburgh Mental Well-being scale at age 60–64. Table 3. Associations between the PBI and Warwick Edinburgh Mental Well-being scale at age 60–64. Table 3. Associations between the PBI and Warwick Edinburgh Mental Well-being scale at age 60–64. Warwick Edinburgh Mental
Well-being at age 60–64
(n = 1976 imputed)
Values are regression estimates
(standard errors)
Model 1
Model 2
Paternal care
1.15 (0.28)**
1.03 (0.31)**
Paternal care × female
−0.85 (0.39)*
−0.85 (0.39)*
Paternal behavioural control
−0.00 (0.23)
−0.13 (0.30)
Paternal psychological control
−1.00 (0.20)**
−0.72 (0.25)*
Maternal care
0.84 (0.23)**
0.26 (0.26)
Maternal behavioural control
0.04 (0.24)
0.25 (0.30)
Maternal psychological control
−0.86 (0.21)**
−0.51 (0.25)*
Combined care
0.83 (0.13)**
Combined behavioural control
0.07 (0.13)
Combined psychological control
−0.61 (0.12)**
Wald test for difference in coefficients for paternal and maternal care: men
p = 0.001
Women
p = 0.1
Wald test for difference in coefficients for paternal and maternal behavioural control
p = 0.4
Wald test for difference in coefficients for paternal and maternal psychological control
p = 0.8
Notes: **p < 0.001; *p < 0.05; SE standard error. Model 1: includes care and control from one parent. Model 2: includes gender, care and control from both parents (mutually adjusted). Warwick Edinburgh Mental
Well-being at age 60–64
(n = 1976 imputed) Model 1
Model 2
Paternal care
1.15 (0.28)**
1.03 (0.31)**
Paternal care × female
−0.85 (0.39)*
−0.85 (0.39)*
Paternal behavioural control
−0.00 (0.23)
−0.13 (0.30)
Paternal psychological control
−1.00 (0.20)**
−0.72 (0.25)*
Maternal care
0.84 (0.23)**
0.26 (0.26)
Maternal behavioural control
0.04 (0.24)
0.25 (0.30)
Maternal psychological control
−0.86 (0.21)**
−0.51 (0.25)*
Combined care
0.83 (0.13)**
Combined behavioural control
0.07 (0.13)
Combined psychological control
−0.61 (0.12)**
Wald test for difference in coefficients for paternal and maternal care: men
p = 0.001
Women
p = 0.1
Wald test for difference in coefficients for paternal and maternal behavioural control
p = 0.4
Wald test for difference in coefficients for paternal and maternal psychological control
p = 0.8
Notes: **p < 0.001; *p < 0.05; SE standard error. Model 1: includes care and control from one parent. Model 2: includes gender, care and control from both parents (mutually adjusted). Wald test for difference in coefficients for paternal and maternal behavioural control
Wald test for difference in coefficients for paternal and maternal psychological control Notes: **p < 0.001; *p < 0.05; SE standard error. Discussion We have shown that recalled parental care and psycho-
logical control are associated with positive mental well-
being at several points in the life course. Associations
between well-being and parental behavioural control
were generally not found, though we note that this con-
struct was captured by only five items and had accept-
able though somewhat lower internal consistency than
the other two parental bonding scales considered here. The PBI has sometimes been used to categorise par-
ticipants into groups described as having an authoritative
parenting style (that is, high care and high control),
indulgent style (that is, high care and low control) or
authoritarian style (that is, low care and high control). Although a combination of high care and high beha-
vioural control is theoretically optimal, several studies
find, as we did, that high care is beneficial for well-be-
ing, self-esteem and social competence irrespective of
the level of control (García & Gracia, 2009; Rothrauff
et al., 2009; Schofield et al., 2012). It has been proposed
that caring parenting, even in the absence of parental
behavioural control, may encourage children to model We hypothesised that well-being would be positively
associated with parental care and negatively associated
with parental psychological control. This hypothesis was
supported. Combined levels of parental care from both
parents were associated with higher well-being through-
out
adulthood
and
combined
levels
of
parental 333 The Journal of Positive Psychology Table 4. Fully adjusted associations between the PBI and well-being indicators from age 13–15 to age 60–64. Discussion Happiness/sociability at age
13–15 (n = 3699 imputed)
Life been good at age
36 (n = 3295 imputed)
Satisfaction with home and
family at age 43 (n = 3230
imputed)
Diener Satisfaction With Life
Scale at age 60–64 (n = 2214
imputed)
Warwick Edinburgh Mental
Wellbeing at age 60–64 (n = 1976
imputed)
Odds ratio (95% CI)
Odds ratio (95% CI)
Odds ratio (95% CI)
Regression coefficient (SE)
Regression coefficient (SE)
Paternal care
1.11 (1.00,1.23)*
1.20 (0.95,1.52)
1.24 (1.13,1.36)**
1.08 (0.20)**
0.94 (0.30)**
Paternal
care × female
−0.67 (0.38)
Paternal
behavioural
control
1.05 (0.92,1.20)
0.94 (0.72,1.21)
1.10 (0.99,1.23)
−0.32 (0.23)
−0.22 (0.30)
Paternal
psychological
control
0.99 (0.88,1.10)
0.78 (0.61,0.95)*
0.98 (0.90,1.07)
0.07 (0.19)
−0.67 (0.24)*
Maternal care
0.91 (0.82,1.02)
1.14 (0.92,1.41)
1.02 (0.93,1.12)
0.02 (0.19)
0.15 (0.25)
Maternal
behavioural
control
0.94 (0.82,1.06)
1.03 (0.80,1.33)
0.86 (0.78,0.96)*
−0.13 (0.22)
0.28 (0.30)
Maternal
psychological
control
0.94 (0.84,1.05)
0.93 (0.76,1.14)
0.92 (0.85,1.00)*
−0.20 (0.18)
−0.48 (0.24)*
Female gender
0.94 (0.82,1.08)
0.95 (0.67,1.34)
1.26 (1.09,1.45)*
−0.12 (0.28)
0.68 (0.38)
Childhood
social classa
0.94 (0.89,0.99)*
0.81 (0.71,0.91)*
1.04 (0.99,1.10)
0.08 (0.10)
−0.07 (0.14)
Parental
separation
1.07 (0.81,1.41)
0.83 (0.46,1.48)
1.09 (0.82,1.45)
0.48 (0.58)
0.88 (0.78)
Mother’s
neuroticismb
1.00 (0.96,1.04)
0.90 (0.81,0.99)*
1.00 (0.96,1.05)
−0.06 (0.10)
−0.33 (0.12)*
Extraversion at
age 26
1.09 (1.07,1.12)**
1.02 (0.96,1.07)
1.05 (1.03,1.08)**
0.12 (0.04)*
0.29 (0.06)**
Neuroticism at
age 26
1.00 (0.98,1.02)
0.91 (0.86,0.95)**
0.97 (0.95,0.98)**
−0.20 (0.04)**
−0.28 (0.05)**
Notes: **p < 0.001; *p < 0.05; CI confidence interval; SE standard error. aBased on father’s occupation with higher values indicating more disadvantaged class. bBased on Maudsley Personality Inventory with higher values indicating greater neuroticism. M. Stafford et al. 334 their parents’ supportive, prosocial behaviour, and that
the school and other social environments beyond the
family may provide discipline and control (Rothrauff
et al., 2009). maternal
role,
and
because
fathers
(more
so
than
mothers) may respond in different ways to sons and
daughters (Parke, 2002). We found some evidence that paternal care was more
strongly associated with well-being than maternal care. The relative importance of the father–child and mother–
child relationships for well-being in adulthood has previ-
ously been assessed in only three studies. The largest of
these highlighted the importance of paternal care for
Ryff’s well-being scales and used data from a subsample
of women from the same cohort as the current study
(Huppert et al., 2010). Limitations of the current study Parental care and control were reported retrospectively
by the study members themselves when they were aged
43, at which time associations with well-being were
strongest and may plausibly be due to memories of
parental care and control being influenced by current
well-being. Nevertheless, we have considered a range of
well-being indicators and not all were completed concur-
rently with the PBI, suggesting that the associations seen
at age 43 are not simply due to reporting or recall bias. Recalled parental bonding on this instrument shows a
high level of agreement between twins and other siblings
in other studies (Mackinnon, Henderson, & Andrews,
1991; McCrae & Costa, 1988) and correlates in the
expected direction with prospectively assessed childhood
variables in this cohort (Rodgers, 1996a), thus providing
some
validation
for
its
retrospective
administration. However, relationships with parents and the perceptions
of those relationships may change with age and we are
unable to account for this. We do not have information
about parental care and control in specific phases of the
first 16 years of life. In particular, the effect on psycho-
logical distress of parental control may be stronger in
critical childhood periods (Rutter, 1995) and appears to
vary between childhood and adolescence in some studies
(Verhoeven, Bogels, & van der Bruggen, 2012). Father’s
care has been theorised to be more closely related to
positive
psychological
development
in
adolescence,
whereas mother’s care may be more important in child-
hood (Bögels & Phares, 2008), though evidence is
inconsistent (McLeod et al., 2007). The well-being
indicators included in earlier years of this study were not
validated and reflect a lesser emphasis on positive mental
outcomes prevalent at the time. We were unable to look
at changes in well-being and, as noted, the indicator used
and the age at which the outcome was assessed were
confounded. However, our aim was to explore consis-
tency or otherwise of associations between parenting and
a range of well-being indicators. Despite the differences
in measurement, our findings are consistent in highlight-
ing the potential importance of perceived paternal care. The extent to which these findings can be generalised is
unclear. Unmarried mothers were not part of the original
sampling frame for this cohort and lone parents now
make up a larger proportion of all parents than they did
in earlier decades (Haskey, 1998). Discussion Our results showed that associa-
tions between paternal care and well-being at ages
13–15, 43 and 60–64 years were larger in magnitude
than associations between maternal care and well-being
at these ages and are in accordance with Huppert and
colleagues. However, at age 43 (but not at other ages),
we found that maternal psychological control was more
strongly related to well-being than paternal psychological
control. Two smaller, non-representative studies found
greater importance of maternal compared with paternal
care
for
happiness
in
young
adulthood
(Cheng
&
Furnham, 2004; Furnham & Cheng, 2000). One reason
for the differing findings may be that studies used differ-
ent outcomes. The importance of maternal vs. paternal
care may depend on the outcome of interest. Others have
noted the equal importance of father’s and mother’s care
for infant and childhood outcomes (Boyce et al., 2006;
Flouri & Buchanan, 2003), though through different
mechanisms (Grossman et al., 2002). Another explana-
tion may be that the perceived relationship with one’s
mother is more important at particular life stages, possi-
bly related to one’s own experience as a parent. This is
speculative, however, and the current study is limited in
not being able to separate the outcome assessment from
the measurement age. Conclusion Our study provides evidence from a large, general pop-
ulation study that the quality of the parent–child relation-
ship,
along
the
dimensions
of
perceived
care
and
psychological control, may have short and long-term
consequences
for
positive
mental
well-being. These
results indicate that relationships with fathers and moth-
ers which are supportive, affectionate and allow the child
appropriate autonomy may promote good psychological
functioning across life up to and including the seventh
decade. Our findings support the view that the founda-
tions for lifelong well-being begin in the early years, or
before (HM Government, 2011), and have identified par-
ent–child relationships as a key part of that foundation. This study shows that there are potential long-term gains
to taking better emotional care of children, not only by
reducing burden of physical (Stewart-Brown, Fletcher, &
Wadsworth, 2005) and mental illness (Rodgers, 1996a),
but also by improving population mental well-being. These findings reiterate the need to develop parenting
programmes and other initiatives which support the
development and maintenance of relationships charac-
terised by high levels of care and low levels of psycho-
logical control between children and their fathers as well
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confounding
structure
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same-gender parent would be greater and that this would
encourage sons (daughters) to internalise the behaviours,
values and cognitions of their fathers (mothers) (Basuil
& Casper, 2012; Hoeve et al., 2009). In this way, boys
may be more likely than girls to internalise their fathers
caring, supporting and warm attitudes in ways which
improve their own interpersonal functioning and affect,
as captured by the Warwick–Edinburgh Mental Well-be-
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particularly
important
to
consider
when
examining
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flexibility
in
the
paternal
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nomically disadvantaged and in poorer health than those
remaining in the study to early older age, yet the cohort
continues to be broadly representative on several key
demographics, including occupational social class and
employment status (Stafford et al., 2013). (Kiernan & Huerta, 2008). As with all longitudinal stud-
ies, those lost to follow-up tend to be more socio-eco-
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A.,
&
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H. (2000). Perceived
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behaviour, self-esteem and happiness. Social Psychiatry &
Psychiatric Epidemiology, 35, 463–470. This work was supported by the Australian Research Council
[grant number FT120100812]; Medical Research Council [grant
number MRC_MC_UP_A620_1015], [grant number MRC_
MC_UU_12011/2], [grant number MRC_MC_UU_12019]. This work was supported by the Australian Research Council
[grant number FT120100812]; Medical Research Council [grant
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Richards, M., … Kuh, D. (2013). Using a birth cohort to
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parents’ control in early adolescents’ psychological func-
tioning: A longitudinal investigation in the United States
and China. Child Development, 78, 1592–1610. f
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Stewart-Brown, S. L., Fletcher, L., & Wadsworth, M. E. (2005). Parent–child relationships and health problems in
adulthood in three UK national birth cohort studies. The
European Journal of Public Health, 15, 640–646. Wilhelm, K., Niven, H., Parker, G., & Hadzi-Pavlovic, D. (2005). The stability of the Parental Bonding Instrument
over
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S., … Stewart-Brown, S. (2007). The Warwick-Edinburgh
Mental Well-being Scale (WEMWBS): Development and
UK validation. Health and Quality of Life Outcomes, 5, 63. Williams, K. E., Ciarrochi, J., & Heaven, P. C. L. (2012). Inflexible parents, inflexible kids: A 6-year longitudinal
study of parenting style and the development of psycho-
logical flexibility in adolescents. Journal of Youth and
Adolescence, 41, 1053–1066. Van Bakel, H. J. A., & Riksen-Walraven, J. M. (2002). Parent-
ing and development of one-year olds: Links with parental,
contextual, and child characteristics. Child Development,
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IJzendoorn, M. H., Bakermans-Kranenburg, M. J., … Koot,
H. M. (2007). Differential susceptibility to discipline: The
moderating effect of child temperament on the association
between maternal discipline and early childhood externaliz-
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parent anxiety and parental control: A meta-analytic review. Journal of Child Psychology & Psychiatry, 49, 1257–1269. Verhoeven, M., Bogels, S. M., & van der Bruggen, C. C. (2012). Unique roles of mothering and fathering in child
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Efficacy and Safety of Varenicline for Smoking Cessation in Patients With Type 2 Diabetes
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JAMA network open
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Original Investigation | Diabetes and Endocrinology
Efficacy and Safety of Varenicline for Smoking Cessation in Patients
With Type 2 Diabetes
A Randomized Clinical Trial Cristina Russo, MD; Magdalena Walicka, MD, PhD; Pasquale Caponnetto, PhD; Fabio Cibella, MD; Marilena Maglia, MD; Angela Alamo, MD; Davide Campagna, MD;
Lucia Frittitta, MD, PhD; Maurizio Di Mauro, MD, PhD; Grazia Caci, MD; Arkadiusz Krysinski, MD, PhD; Edward Franek, MD, PhD; Riccardo Polosa, MD, PhD OBJECTIVE To evaluate the efficacy and safety of varenicline in patients with type 2 diabetes with
an intention to quit smoking. OBJECTIVE To evaluate the efficacy and safety of varenicline in patients with type 2 diabetes with
an intention to quit smoking. DESIGN, SETTING, AND PARTICIPANTS This multicenter, double-blind, placebo-controlled
randomized clinical trial recruited patients from 6 outpatient clinics in 5 hospitals in Catania, Italy. Patients with type 2 diabetes, who were smoking at least 10 cigarettes a day, and who intended to
quit smoking were screened for eligibility. Eligible patients were randomized to either varenicline or
placebo treatment. The trial consisted of a 12-week treatment phase followed by a 40-week
follow-up, nontreatment phase. Intention-to-treat data analysis was performed from December
2020 to April 2021. INTERVENTIONS Varenicline, 1 mg, twice daily or matched placebo administered for 12 weeks. Patients in both treatment groups also received smoking cessation counseling. Meaning Findings of this study suggest
that varenicline should be included in
diabetes education programs to help
patients with type 2 diabetes
quit smoking. MAIN OUTCOMES AND MEASURES The primary efficacy end point of the study was the
continuous abstinence rate (CAR) at weeks 9 to 24. Secondary efficacy end points were the CAR at
weeks 9 to 12 and weeks 9 to 52 as well as 7-day point prevalence of abstinence at weeks 12, 24,
and 52. RESULTS A total of 300 patients (mean [SD] age, 57.4 [0.8] years; 117 men [78.0%] in varenicline
group and 119 men [79.3%] in placebo group) were randomized to receive varenicline (n = 150) or
placebo (n = 150). The CAR at weeks 9 to 24 was significantly higher for the varenicline than placebo
group (24.0% vs 6.0%; odds ratio [OR], 4.95; 95% CI, 2.29-10.70; P < .001). The CARs at weeks 9
to 12 (31.3% vs 7.3%; OR, 5.77; 95% CI, 2.85-11.66; P < .001) and weeks 9 to 52 (18.7% vs 5.3%; OR,
4.07; 95% CI, 1.79-9.27; P < .001) as well as the 7-day point prevalence of abstinence at weeks 12, 24,
and 52 were also significantly higher for the varenicline vs placebo group. The most frequent adverse
events occurring in the varenicline group compared with the placebo group were nausea (41 [27.3%]
vs 17 [11.4%]), insomnia (29 [19.4%] vs 19 [12.7%]), abnormal dreams (19 [12.7%] vs 5 [3.4%]), anxiety
(17 [11.4%] vs 11 [7.3%]), and irritability (14 [9.4%] vs 8 [5.4%]). Serious adverse events were
infrequent in both groups and not treatment-related. (continued) Open Access. OBJECTIVE To evaluate the efficacy and safety of varenicline in patients with type 2 diabetes with
an intention to quit smoking. This is an open access article distributed under the terms of the CC-BY-NC-ND License. Open Access. This is an open access article distributed under the terms of the CC-BY-NC-ND License. June 21, 2022
1/14 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 + Visual Abstract
+ Multimedia
+ Supplemental content
Author affiliations and article information are
listed at the end of this article. Key Points Question Is varenicline efficacious and
safe in achieving long-term abstinence
in patients with type 2 diabetes who are
willing to quit smoking? Question Is varenicline efficacious and
safe in achieving long-term abstinence
in patients with type 2 diabetes who are
willing to quit smoking? IMPORTANCE Evidence of effective smoking cessation interventions in patients with diabetes is
limited. The unique behavioral and metabolic characteristics of smokers with type 2 diabetes
warrants a randomized clinical trial of the smoking cessation drug varenicline. Findings In this randomized clinical trial
involving 300 patients with type 2
diabetes who smoked, varenicline was
efficacious at weeks 12, 24, and 52 of the
trial compared with placebo. Nausea,
insomnia, abnormal dreams, anxiety,
and irritability were reported at higher
frequency among patients in the
varenicline vs placebo group. No
treatment-related serious adverse
events were noted. Original Investigation | Diabetes and Endocrinology Original Investigation | Diabetes and Endocrinology Original Investigation | Diabetes and Endocrinology
Efficacy and Safety of Varenicline for Smoking Cessation in Patients
With Type 2 Diabetes
A Randomized Clinical Trial Introduction Cigarette smoking is a major risk factor for cardiovascular disease1 and is highly prevalent among
patients with type 2 diabetes.2 It is not surprising that smoking exacerbates the combined harmful
effects of hyperglycemia and other risk factors, accelerating vascular damage in patients with
diabetes.3 Increased risk of total mortality, coronary heart disease, stroke, and peripheral arterial
disease has been observed in smokers with diabetes compared with nonsmokers with diabetes.3,4
Consistent with these observations is that stopping smoking has been associated with reduced
mortality risk in patients with type 2 diabetes.5,6 Moreover, patients with type 2 diabetes who
participated in smoking cessation programs were found to have better glycemic control and lower
cardiometabolic risk factors.7 Therefore, counseling on quitting smoking and treatment of tobacco
addiction should be components of routine diabetes care.8,9 Behavioral counseling and smoking cessation medications are generally combined in efforts to
help people quit smoking. Consideration of smoking cessation methods should include the individual
circumstances and underlying diseases of the smoker. High-quality evidence supports the benefits
of individually delivered smoking cessation counseling,10 and combining smoking cessation
medications with counseling can substantially reduce smoking rates.11-13 Nonetheless, the evidence
for efficacious smoking cessation interventions in patients with diabetes is limited.9,14 Randomized clinical trials (RCTs) have indicated that varenicline is more efficacious for smoking
cessation than placebo, bupropion,15,16 or nicotine replacement therapy.17 Varenicline has been
shown to be efficacious also in smokers with cardiovascular disease,18 chronic obstructive pulmonary
disease,19 or depressive disorders.20 The efficacy and safety of varenicline in smokers with diabetes
have not been extensively studied, however. A retrospective pooled analysis of 15 RCTs including 323
smokers with type 2 diabetes found that varenicline was efficacious for these patients and had a
safety profile that was similar to that for smokers without diabetes.21 Smokers with diabetes may differ from other smokers regarding not only risks but also reasons
for smoking and motivations to quit. Evidence suggests that they are less motivated to quit than
other smokers, possibly because they fear weight gain.22,23 When assisting patients with diabetes in
quitting smoking, health care professionals should closely monitor metabolic parameters and not
assume that these parameters will improve.9 In particular, prevention of weight gain after smoking
cessation must be considered a top priority because of its detrimental implications for several
metabolic parameters and diabetic control. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT01387425 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 Introduction For example, Lycett et al24 found among 3131 adult
smokers with type 2 diabetes who quit smoking, an increase in hemoglobin A1c (HbA1c) level within
the first year after quitting. However, to our knowledge, there has been no randomized, prospective study conducted of
varenicline use in patients with type 2 diabetes. Rigorous research is required to guide the decisions
of health authorities and clinicians. The aim of this multicenter, double-blind, placebo-controlled
RCT was to evaluate the efficacy and safety of varenicline in patients with type 2 diabetes with an
intention to quit smoking. JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 June 21, 2022
2/14 Abstract (continued) Abstract (continued) CONCLUSIONS AND RELEVANCE Results of this trial showed that inclusion of varenicline in a
smoking cessation program is efficacious in achieving long-term abstinence without serious adverse
events. Varenicline should be routinely used in diabetes education programs to help patients with
type 2 diabetes stop smoking. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT01387425 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes June 21, 2022
2/14 Participants Patients with type 2 diabetes who were receiving regular treatment in an outpatient diabetic clinic,
smoking at least 10 cigarettes a day, and intending to quit were screened for eligibility. The first 300
consecutive patients who were eligible were recruited from 6 outpatient clinics located in 5 hospitals
in Catania, Italy (Ambulatorio di Diabetologia, Unità Operativa Complessa [UOC]; Medicina Interna
E D'Urgenza, Policlinico Universitario; Centro Diabetologico-UOC Andrologia Ed Endocrinologia,
Policlinico Universitario; Centro per il Diabete e l'Obesità-UOC Endocrinologia, Ospedale Garibaldi
Nesima; and Centro per il Diabete, Ospedale Cannizzaro). Inclusion criteria were as follows: (1) aged 75 years or younger; (2) met the American Diabetes
Association diagnostic criteria for type 2 diabetes25; (3) type 2 diabetes diagnosis for more than 12
months; (4) HbA1c level between 7.0% and 12.0% (to convert to proportion of total hemoglobin,
multiply by 0.01); (5) smoked 10 or more cigarettes per day for the past year; and (6) willingness to
quit smoking as confirmed by a yes answer to both of these questions, Do you plan to quit smoking
within the next 30 days? and Do you wish to participate in a smoking cessation program? Exclusion criteria were as follows: (1) mental illness, including major depression, panic disorder,
psychosis, or bipolar disorder that was diagnosed and treated by psychiatrists or clinical
psychologists; (2) history of alcoholism or substance use disorder within 12 months before screening;
(3) use of medications that could interfere with the efficacy of the study drug (eg, nicotine
replacement therapy); (4) body mass index (BMI; calculated as weight in kilograms divided by height
in meters squared) of less than 18.5 or greater than 34.9; (5) known clinically significant medical
condition, including any recent (within the past 4 weeks) acute decompensation of type 2 diabetes
that required hospital treatment and any history of neurological, gastrointestinal, kidney, hepatic,
cardiovascular, psychiatric, respiratory, metabolic, endocrine, hematologic, or other major disorder
that, in our opinion, would compromise the safety or participation of the patient; and (6) current
pregnancy or breast feeding or intention to become pregnant during the trial. Eligible patients were randomized to receive the active drug or placebo. The flow diagram of
patients is shown in Figure 1. Recruitment started in June 2011 and concluded in December 2014. Most screening failures were associated with patients’ unwillingness to quit and the presence of
clinically significant comorbidities. Last follow-up visit was completed in December 2015. Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes Methods The ethical review board of the leading site, Azienda Ospedaliero Universitaria Policlinico-Vittorio
Emanuele, Università di Catania, reviewed and approved this RCT (Supplement 1). All enrolled
patients provided written informed consent before participation in the trial. We followed the
Consolidated Standards of Reporting Trials (CONSORT) reporting guideline. Trial Design and Study Visits This RCT compared the efficacy and safety of varenicline, 1 mg, administered twice daily for 12 weeks
vs placebo (1 mg, administered twice daily, for 12 weeks) for smoking cessation in patients with type
2 diabetes. The total duration of the study was 52 weeks. The 12-week treatment phase was followed
by a 40-week nontreatment phase (Figure 2). Details of the trial design and protocol were described
in a previous publication.26 After screening, eligible patients were invited to attend the baseline visit (visit 1), during which
the eligibility criteria were reviewed and patients were randomized 1:1 to either varenicline or
placebo. The list for treatment randomization was generated using SAS software (SAS Institute). The
size of the blocks was a variable of 3, and the sequence of blocks was randomized and blinded. Sociodemographic characteristics, medical history, drug prescriptions, smoking history, and
motivation for quitting were self-reported at baseline. Race and ethnicity were investigator observed
and included White individuals. JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 June 21, 2022
3/14 ork Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.1 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes The following baseline measures were recorded: number of cigarettes smoked per day, exhaled
carbon monoxide (eCO) levels, blood pressure, heart rate, BMI, waist circumference, scores on
various questionnaires, and adverse events (AEs). Blood and urine samples were collected for
laboratory tests (chemistry profile, including fasting blood glucose, HbA1c level, fasting insulin level,
and lipid profile; microalbuminuria; and proteinuria). Patients received smoking cessation counseling
and were instructed to set a target quit date within the next 5 to 8 days. Before checkout, patients
were given a full week’s supply of the study drug, either varenicline or placebo, depending on the
treatment group to which they were randomized. Study drugs were dispensed in accordance with
the plan (eTable 1 in Supplement 2) After visit 1, patients were invited to return to their respective outpatient clinic on a weekly basis
for the next 12 weeks (visits 2-13), except for visits 6, 8, 10, and 12, which were conducted by
telephone contact. Patients attending visit 2 for their target quit date must have abstained from
smoking or substantially reduced cigarette consumption. Regardless of their level of cigarette
consumption, all patients were followed up. At each visit, patients were reminded of the importance for the next 12 weeks (visits 2 13), except for visits 6, 8, 10, and 12, which were conducted by
telephone contact. Patients attending visit 2 for their target quit date must have abstained from
smoking or substantially reduced cigarette consumption. Regardless of their level of cigarette
consumption, all patients were followed up. At each visit, patients were reminded of the importance
Figure 1. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Study Flow Diagram of Study Participants
514 Patients assessed for eligibility
214 Excluded
124 Were unwilling to quit smoking
53 Had clinically significant comorbidities
19 Had current or past major depressive disorders
10 Had hemoglobin A1c level greater than 12%
8 Had other reasons
24-wk Nontreatment phase
10 Lost to follow-up
100 Completed follow-up
150 Included in analysis
24-wk Nontreatment phase
4 Lost to follow-up
101 Completed follow-up
150 Included in analysis
52-wk Nontreatment phase
6 Lost to follow-up
94 Completed follow-up
150 Included in analysis
52-wk Nontreatment phase
9 Lost to follow-up
92 Completed follow-up
150 Included in analysis
12-wk Treatment phase
150 Randomized to varenicline
150 Received intervention
40 Discontinued treatment
110 Completed treatment phase
12-wk Treatment phase
150 Randomized to placebo
150 Received intervention
45 Discontinued treatment
105 Completed treatment phase
300 Randomized
To convert hemoglobin A1C to proportion of total
hemoglobin, multiply by 0.01. Figure 1. Study Flow Diagram of Study Participants
514 Patients assessed for eligibility
214 Excluded
124 Were unwilling to quit smoking
53 Had clinically significant comorbidities
19 Had current or past major depressive disorders
10 Had hemoglobin A1c level greater than 12%
8 Had other reasons
24-wk Nontreatment phase
10 Lost to follow-up
100 Completed follow-up
150 Included in analysis
24-wk Nontreatment phase
4 Lost to follow-up
101 Completed follow-up
150 Included in analysis
52-wk Nontreatment phase
6 Lost to follow-up
94 Completed follow-up
150 Included in analysis
52-wk Nontreatment phase
9 Lost to follow-up
92 Completed follow-up
150 Included in analysis
12-wk Treatment phase
150 Randomized to varenicline
150 Received intervention
40 Discontinued treatment
110 Completed treatment phase
12-wk Treatment phase
150 Randomized to placebo
150 Received intervention
45 Discontinued treatment
105 Completed treatment phase
300 Randomized
To convert hemoglobin A1C to proportion of total
hemoglobin, multiply by 0.01. Figure 1. Study Flow Diagram of Study Participants To convert hemoglobin A1C to proportion of total
hemoglobin, multiply by 0.01. Figure 2. Schematic Diagram of the Study Design
Baseline
Quit date
Week
Treatment phase
Nontreatment phase
1
0
2
3
4
5
6
7
8
9
10
11
12
13
24
36
44
52
Screening
Randomization
Placebo
N = 300
Varenicline 1 mg twice a day Smokers with type 2 diabetes who intended to quit in
the next 30 days were randomized to receive either
varenicline, 1 mg, twice daily for 12 weeks or matched
placebo for 12 weeks. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Study Flow Diagram of Study Participants
514 Patients assessed for eligibility
214 Excluded
124 Were unwilling to quit smoking
53 Had clinically significant comorbidities
19 Had current or past major depressive disorders
10 Had hemoglobin A1c level greater than 12%
8 Had other reasons
24-wk Nontreatment phase
10 Lost to follow-up
100 Completed follow-up
150 Included in analysis
24-wk Nontreatment phase
4 Lost to follow-up
101 Completed follow-up
150 Included in analysis
52-wk Nontreatment phase
6 Lost to follow-up
94 Completed follow-up
150 Included in analysis
52-wk Nontreatment phase
9 Lost to follow-up
92 Completed follow-up
150 Included in analysis
12-wk Treatment phase
150 Randomized to varenicline
150 Received intervention
40 Discontinued treatment
110 Completed treatment phase
12-wk Treatment phase
150 Randomized to placebo
150 Received intervention
45 Discontinued treatment
105 Completed treatment phase
300 Randomized
To convert hemoglobin A1C to proportion of total
hemoglobin, multiply by 0.01. Figure 2. Schematic Diagram of the Study Design
Baseline
Quit date
Week
Treatment phase
Nontreatment phase
1
0
2
3
4
5
6
7
8
9
10
11
12
13
24
36
44
52
Screening
Randomization
Placebo
N = 300
Varenicline 1 mg twice a day
Smokers with type 2 diabetes who intended to quit in
the next 30 days were randomized to receive either
varenicline, 1 mg, twice daily for 12 weeks or matched
placebo for 12 weeks. Participants were prospectively
reviewed for up to 52 weeks during which smoking
habits, exhaled carbon monoxide levels, questionnaire
answers, adverse events, vital signs, waist
circumference, body mass index, and laboratory test
results were assessed at each visit. Dashed lines
indicate follow-up phase; telephone symbol,
telephone contact. JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709
(Reprinted)
June 21, 2022
4/14 Figure 1. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Participants were prospectively
reviewed for up to 52 weeks during which smoking
habits, exhaled carbon monoxide levels, questionnaire
answers, adverse events, vital signs, waist
circumference, body mass index, and laboratory test
results were assessed at each visit. Dashed lines
indicate follow-up phase; telephone symbol,
telephone contact. Week June 21, 2022
4/14 Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes of quitting smoking and were offered professional counseling to help with relapse prevention. Number of cigarettes smoked per day, eCO levels, blood pressure, heart rate, and any AEs were
recorded in the case report form at each study visit; BMI and waist circumference were recorded only
at the week-12 visit. At week 2 (visit 3) and week 12 (visit 13), blood and urine samples were collected
for laboratory tests. Study drugs were dispensed before checkout in accordance with the plan
(eTable 1 in Supplement 2) Completion of the treatment phase (visits 2-13) was followed by the nontreatment phase (visits
14-18). Only patients who completed their treatment schedule were invited to the nontreatment
follow-up phase. Except for visits 16 and 17 (telephone contact), patients were invited to return to the
clinic for week 13 (visit 14), week 24 (visit 15), and week 52 (visit 18). Number of cigarettes smoked
per day, eCO levels, blood pressure, and heart rate were recorded in the case report form at each
study visit; BMI and waist circumference were recorded only at the week-24 and week-52 visits. At
week 24 (visit 15) and week 52 (visit 18), blood and urine samples were collected for laboratory tests. All randomized patients received study treatments and were included in the efficacy and safety
analyses. We attempted to continue to follow-up participants who stopped treatment during the
12-week treatment phase, and all of those who stopped treatment were considered to be smokers in
the analysis. Outcome Measures In keeping with previous varenicline RCTs14,15,27 and recommendations by the Society for Research
on Nicotine and Tobacco,28 we established the primary efficacy end point as the continuous
abstinence rate (CAR) at weeks 9 to 24. Abstinence from smoking was defined as eCO level–verified
(<10 ppm) self-reported abstinence from cigarette smoking. Secondary efficacy end points were the
CAR at weeks 9 to 12 and weeks 9 to 52 as well as 7-day point prevalence of abstinence at weeks 12,
24, and 52. Safety reporting details were described in a previous study.23 In brief, safety end points included
information on the number of AEs and serious AEs occurring between treatment randomization (visit
1) and 1 week after treatment discontinuation (visit 14). Secondary analyses of metabolic and
cardiovascular parameters by smoking phenotype classification (continuous quitters vs reducers vs
failures) are planned. Interventions Varenicline, 0.5 mg, tablets and matched placebo tablets were supplied by Pfizer and packaged by
Depo Pack. Secondary packaging of these tablets was sent to the hospital pharmacy for double-
blinding preparation. Labels from the containers of the secondary packaging were removed, and the
unlabeled study drugs were repackaged in coded containers. Blinding was ensured by the identical
appearance of the tablets and containers. Patients who were randomized to varenicline were titrated to full dose by the time of their
target quit date (0.5 mg daily for 2-3 days, 0.5 mg twice daily for 4 to 5 days, and then 1 mg twice daily
for 11 weeks). All patients in both treatment groups received the same smoking cessation counseling
throughout the duration of the trial. One-on-one counseling was provided at each visit for a total of
10 minutes by psychologists who were trained in motivational interviewing. Assessments Assessments were carried out during the study visits and included the following laboratory tests:
complete blood count, chem-20 panel, urinalysis, lipid profile, fasting blood glucose, HbA1c level, and
insulin level. Other measurements taken and questionnaires completed included (1) resting heart
rate; (2) systolic and diastolic blood pressure; (3) BMI; (4) waist circumference; (5) eCO levels; (6)
Fagerström Test for Cigarette Dependence, a 6-item questionnaire for classifying cigarette
dependence into 3 levels with a score range of 0 to 3 points indicating mild, 4 to 6 points indicating
moderate, and 7 to 10 points indicating severe dependence29; (7) Beck Depression Inventory II, a June 21, 2022
5/14 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 June 21, 2022
5/14 Statistical Analysis The sample size calculation for this RCT was based on quit rates from previous smoking cessation
studies.17,33,34 We computed that 174 patients (87 per study group) were required to have 90%
power with a 2-sided α error rate of .05 to detect a difference of at least 18.7% between treatment
groups in CAR at weeks 9 to 24. Allowing for a conservative attrition rate of approximately 40%, the
target number of participants was increased to a total of 300 (150 per each study group). Baseline and demographic data were listed for all treatment groups. Summary statistics were
provided for each treatment group. At baseline, differences in primary end point (CAR at weeks 9-24)
between varenicline and placebo groups were evaluated by means of 1-way analysis of variance for
normally distributed continuous variables and by Mann-Whitney test for not normally distributed
continuous variables. The χ2 test was used for categorical variables, and differences in primary end
point were evaluated by means of χ2 test. Secondary end points were analyzed using procedures
similar to those for the primary end point. Intention-to-treat analysis was adopted for efficacy
evaluation, on the assumption that patients who were lost to follow-up continued smoking. Safety data were summarized for both treatment groups, and summary statistics were
provided. Any events that were documented from the point of treatment initiation until 1 week after
discontinuation of randomized treatment (visit 14) were considered to be relevant to the safety
analysis. Additional analyses of interest included baseline clinical and demographic variables that could
influence smoking cessation rate at weeks 12, 24, and 52. Aiming to identify these variables, we built
a multiple logistic regression model in which the CAR at weeks 9 to 24 (but also the CAR at weeks
9-12 and weeks 9-52 in separate models) was the outcome variable and the possible independent
variables were introduced along with all the available confounders or effect modifiers. Independent
variables were selected by an a priori evaluation of the variables that were able to act as
determinants, effect modifiers, or confounders of success in quitting sessions. Despite the analysis of clinical and demographic features that could influence the outcome, this
is not the main point of the study. We believe such analysis provides information on when varenicline
can be routinely included in diabetes education programs to help patients quit smoking. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes 21-item self-rating of characteristics, attitudes, and symptoms of depression30 with a score range of
0 to 9 points indicating no or minimal, 10 to 18 points indicating mild to moderate, and 19 to 29
points indicating moderate to severe depression; (8) Beck Anxiety Inventory, a 21-item self-rating of
physiological and cognitive symptoms of anxiety31 with a score range of 0 to 7 points indicating
minimal, 8 to 15 points indicating mild, 16 to 25 points indicating moderate, and 26 to 63 points
indicating severe level of anxiety; (9) Glover-Nilsson Smoking Behavioral Questionnaire (GN-SBQ), a
self-rating of behaviors or thoughts about smoking32 with a score less than 12 points indicating mild,
12 to 22 points indicating moderate, 23 to 33 points indicating strong, and higher than 33 points
indicating very strong dependence; and (10) visual analog scale (VAS) for self-efficacy and
motivation, with a score range of 0 points indicating low to 10 points indicating high self-efficacy or
motivation. eTable 1 in Supplement 2 has a full list of the assessments performed and the
instruments used. Statistical Analysis We
performed an a priori selection of variables that were able to act as determinants, effect modifiers, or
confounders of success in quitting sessions. Number of cigarettes smoked per day was excluded from
the multiple logistic analysis because of its strong association with pack-years. Intention-to-treat data analyses were carried out from December 2020 to April 2021, using
Statistical Package for Social Sciences for Windows, version 20 (SPSS Inc). All tests were 2-sided, and
P < .05 was considered to be significant. June 21, 2022
6/14 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 Trial Participants Three hundred patients were randomized to either varenicline (n = 150) or placebo (n = 150)
treatment. These patients had a mean (SD) age of 57.4 (0.8) years and included 117 men (78.0%) and
33 women (22.0%) in the varenicline group and 119 men (79.3%) and 31 women (20.7%) in the
placebo group). A total of 215 participants completed the treatment phase, of whom 73.3% (n = 110
of 150) were in the varenicline group and 70.0% (n = 105 of 150) were in the placebo group. For the
nontreatment phase, 201 participants completed the 24-week study visits, of whom 66.6% (n = 100
of 150) were in the varenicline group and 67.3% (n = 101 of 150) were in the placebo group; 195
patients completed the 52-week study visits, of whom 66.6% (n = 100 of 150) were in the varenicline
group and 63.3% (n = 95 of 150) were in the placebo group. Baseline characteristics of the patients are comparable between groups (Table 1). Despite our
best efforts to keep and support all randomized participants, treatment discontinuation was
frequent (approximately 30%). In general, most participants were White, middle-aged
(approximately 57 years), and male (approximately 78%) individuals who had smoked about 25
cigarettes daily for at least 40 years. They had a Fagerström Test for Cigarette Dependence score of
6, indicating moderate to marked nicotine dependence; a VAS motivation score of 9, indicating high
motivation to quit; and a VAS self-efficacy score of 5, indicating a low perception of their ability to
quit smoking. A similar proportion of patients in both treatment groups (56% [n = 84] for the Table 1. Baseline Characteristics of Patients by Treatment Group
Characteristic
No. (%)
Varenicline group (n = 150)
Placebo group (n = 150)
Sex
Female
33 (22.0)
31 (20.7)
Male
117 (78.0)
119 (79.3)
Age, mean (SE), y
57.3 (0.8)
57.4 (0.8)
Educational level
Primary
21 (14.0)
26 (17.3)
Secondary, first degree
59 (39.3)
63 (42.0)
Secondary, second degree
54 (36.0)
51 (34.0)
Doctoral degree
16 (10.7)
10 (6.7)
No. of cigarettes smoked per d, median (IQR)
25 (20-35)
25 (20-40)
Duration of smoking, median (IQR), y
42 (35-48)
41 (35-47)
No. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes Trial Participants of packs smoked per y, median (IQR)
50.8 (36.4-70.8)
53.4 (35.0-70.0)
Proportion with quitting attempts
84 (56.0)
75 (50.0)
Self-efficacy score by VAS
5 (5-7)
5 (4-8)
Motivation to quit score by VAS
9 (6-10)
9 (7-10)
FTCD score, median (IQR)
6 (4-8)
6 (5-8)
BAI score, median (IQR)
6 (3-12)
8 (2-16)
BDI-II score, median (IQR)
7 (3-13)
8 (3-14)
GN-SBQ score, median (IQR)
18 (11-23)
19 (12-22)
Hemoglobin A1c level, mean (SE), %
7.68 (0.12)
7.63 (0.13)
Type 2 diabetes medications
Metformin
124 (82.7)
129 (86.0)
Insulin or insulin analogs
74 (49.3)
77 (51.3)
Statins
65 (43.3)
62 (41.3)
GLP-1 receptor agonist
44 (29.3)
45 (30.0)
Sulphonylureas (includes repaglinide)
35 (23.3)
38 (25.3)
DPP-4 inhibitors
28 (18.7)
23 (15.3)
α-Glucosidase inhibitors (acarbose)
18 (12.0)
14 (9.3)
Glitazones
3 (2.0)
5 (3.4) Table 1. Baseline Characteristics of Patients by Treatment Group
Characteristic
No. (%)
Varenicline group (n = 150)
Placebo group (n = 150)
Sex
Female
33 (22.0)
31 (20.7)
Male
117 (78.0)
119 (79.3)
Age, mean (SE), y
57.3 (0.8)
57.4 (0.8)
Educational level
Primary
21 (14.0)
26 (17.3)
Secondary, first degree
59 (39.3)
63 (42.0)
Secondary, second degree
54 (36.0)
51 (34.0)
Doctoral degree
16 (10.7)
10 (6.7)
No. of cigarettes smoked per d, median (IQR)
25 (20-35)
25 (20-40)
Duration of smoking, median (IQR), y
42 (35-48)
41 (35-47)
No. of packs smoked per y, median (IQR)
50.8 (36.4-70.8)
53.4 (35.0-70.0)
Proportion with quitting attempts
84 (56.0)
75 (50.0)
Self-efficacy score by VAS
5 (5-7)
5 (4-8)
Motivation to quit score by VAS
9 (6-10)
9 (7-10)
FTCD score, median (IQR)
6 (4-8)
6 (5-8)
BAI score, median (IQR)
6 (3-12)
8 (2-16)
BDI-II score, median (IQR)
7 (3-13)
8 (3-14)
GN-SBQ score, median (IQR)
18 (11-23)
19 (12-22)
Hemoglobin A1c level, mean (SE), %
7.68 (0.12)
7.63 (0.13)
Type 2 diabetes medications
Metformin
124 (82.7)
129 (86.0)
Insulin or insulin analogs
74 (49.3)
77 (51.3)
Statins
65 (43.3)
62 (41.3)
GLP-1 receptor agonist
44 (29.3)
45 (30.0)
Sulphonylureas (includes repaglinide)
35 (23.3)
38 (25.3)
DPP-4 inhibitors
28 (18.7)
23 (15.3)
α-Glucosidase inhibitors (acarbose)
18 (12.0)
14 (9.3)
Glitazones
3 (2.0)
5 (3.4)
Abbreviations: BAI, Beck Anxiety Inventory; BDI-II,
Beck Depression Inventory II; DPP-4, dipeptidyl
peptidase-4; FTCD, Fagerström Test for Cigarette
Dependence; GLP-1, glucagon-like peptide-1; GN-SBQ,
Glover-Nilsson Smoking Behavioral Questionnaire;
VAS, visual analog scale. SI conversion: To convert to proportion of total
hemoglobin, multiply by 0.01. JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 Trial Participants June 21, 2022
7/14 Smoking Abstinence Rates (%)
OR (95% CI)
P value
CAR at weeks
9-12
47 (31.3)
11 (7.3)
5.77 (2.85-11.66)
<.001
9-24
36 (24.0)
9 (6.0)
4.95 (2.29-10.70)
<.001
9-52
28 (18.7)
9 (5.3)
4.07 (1.79-9.27)
<.001
7-d point prevalence, wk
12
60 (40.0)
16 (11.0)
7.67 (3.91-15.05)
<.001
24
43 (29.0)
13 (8.3)
4.44 (2.17-9.07)
<.001
52
35 (23.7)
14 (9.5)
3.27 (1.57-6.78)
<.001
Abbreviations: CAR, continuous abstinence rate; OR,
odds ratio. JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes varenicline group and 50% [n = 75] for the placebo group) had made at least 1 serious quit attempt
(defined as complete abstinence for at least 24 hours) in the past. The mean (SE) HbA1c level was
7.68% (0.12%) for the varenicline group and 7.63% (0.13%) for the placebo group, indicating a
suboptimal level of control. Smoking Abstinence Rates g
The eCO level–verified (<10 ppm) CARs at weeks 9 to 12, 9 to 24, and 9 to 52 are shown in Figure 3
and Table 2. We found that the CARs were significantly higher for the varenicline group vs the
placebo group at each interval: 31.3% vs 7.3% (odds ratio [OR], 5.77; 95% CI, 2.85-11.66; P < .001) at
weeks 9 to 12; 24.0% vs 6.0% (OR, 4.95; 95% CI, 2.29-10.70; P < .001) at weeks 9 to 24; and 18.7%
vs 5.3% (OR, 4.07; 95% CI, 1.79-9.27; P < .001) at weeks 9 to 52. The 7-day point prevalence of
smoking abstinence was also significantly higher for the varenicline group than the placebo group at
each time point: 40.0% vs 11.0% (OR, 7.67; 95% CI, 3.91-15.05; P < .001) at week 12; 29.0% vs 8.3%
(OR, 4.44; 95% CI, 2.17-9.07; P < .001) at week 24; 23.7% vs 9.5% (OR, 3.27; 95% CI, 1.57-6.78;
P < .001) at week 52. P < .001) at week 52. Clinical and Demographic Features Influencing Smoking Abstinence
In a multiple logistic regression model, including baseline characteristics (sex, age, educational level,
cohabiting smoker, previous quitting attempt, VAS self-efficacy, VAS motivation, Beck Anxiety
Inventory score, Beck Depression Inventory II score, GN-SBQ score, number of cigarette pack-years,
and study group) as independent variables, we found that the varenicline group vs the placebo group
had an OR of 4.80 (95% CI, 2.06-11.16; P < .001) for the CAR at weeks 9 to 24. Those in the
varenicline group with strong behavioral cigarette dependence (GN-SBQ score >22 points) had
reduced odds for CAR at weeks 9 to 24 (OR, 0.27; 95% CI, 0.11-0.65; P < .01), indicating that strong
behavioral cigarette dependence impairs the success of continuous abstinence with varenicline. A
Figure 3. Continuous Abstinence Rates for Weeks 9 to 12, 9 to 24, and 9 to 52
35
30
25
20
15
10
5
0
Continuous abstinence rate, %
P <.001
Weeks 9-12
P <.001
Weeks 9-24
P <.001
Weeks 9-52
Placebo group
Varenicline group
Proportion of participants who reported abstinence
from smoking was defined by exhaled carbon
monoxide level–verified (<10 ppm) self-reported
abstinence. Primary efficacy end point was the
continuous abstinence rate at weeks 9 to 24. Table 2. Primary and Secondary Efficacy Outcomes
Outcome
Varenicline group,
No. (%)
Placebo group,
No. Clinical and Demographic Features Influencing Smoking Abstinence In a multiple logistic regression model, including baseline characteristics (sex, age, educational level,
cohabiting smoker, previous quitting attempt, VAS self-efficacy, VAS motivation, Beck Anxiety
Inventory score, Beck Depression Inventory II score, GN-SBQ score, number of cigarette pack-years,
and study group) as independent variables, we found that the varenicline group vs the placebo group
had an OR of 4.80 (95% CI, 2.06-11.16; P < .001) for the CAR at weeks 9 to 24. Those in the
varenicline group with strong behavioral cigarette dependence (GN-SBQ score >22 points) had
reduced odds for CAR at weeks 9 to 24 (OR, 0.27; 95% CI, 0.11-0.65; P < .01), indicating that strong
behavioral cigarette dependence impairs the success of continuous abstinence with varenicline. A Figure 3. Continuous Abstinence Rates for Weeks 9 to 12, 9 to 24, and 9 to 52
35
30
25
20
15
10
5
0
Continuous abstinence rate, %
P <.001
Weeks 9-12
P <.001
Weeks 9-24
P <.001
Weeks 9-52
Placebo group
Varenicline group
Proportion of participants who reported abstinence
from smoking was defined by exhaled carbon
monoxide level–verified (<10 ppm) self-reported
abstinence. Primary efficacy end point was the
continuous abstinence rate at weeks 9 to 24. Table 2. Primary and Secondary Efficacy Outcomes
Outcome
Varenicline group,
No. (%)
Placebo group,
No. (%)
OR (95% CI)
P value
CAR at weeks
9-12
47 (31.3)
11 (7.3)
5.77 (2.85-11.66)
<.001
9-24
36 (24.0)
9 (6.0)
4.95 (2.29-10.70)
<.001
9-52
28 (18.7)
9 (5.3)
4.07 (1.79-9.27)
<.001
7-d point prevalence, wk
12
60 (40.0)
16 (11.0)
7.67 (3.91-15.05)
<.001
24
43 (29.0)
13 (8.3)
4.44 (2.17-9.07)
<.001
52
35 (23.7)
14 (9.5)
3.27 (1.57-6.78)
<.001
Abbreviations: CAR, continuous abstinence rate; OR,
odds ratio. Figure 3. Continuous Abstinence Rates for Weeks 9 to 12, 9 to 24, and 9 to 52
35
30
25
20
15
10
5
0
Continuous abstinence rate, %
P <.001
Weeks 9-12
P <.001
Weeks 9-24
P <.001
Weeks 9-52
Placebo group
Varenicline group
Proportion of participants who repo
from smoking was defined by exhal
monoxide level–verified (<10 ppm) s
abstinence. Primary efficacy end po
continuous abstinence rate at week Figure 3. Proportion of participants who reported abstinence
from smoking was defined by exhaled carbon
monoxide level–verified (<10 ppm) self-reported
abstinence. Primary efficacy end point was the
continuous abstinence rate at weeks 9 to 24. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Adverse Events A total of 105 patients (70.0%) who received varenicline and 96 patients (64.0%) who received
placebo reported AEs. Most AEs were rated as mild or moderate and rarely led to treatment
discontinuations in either group (6 [4.0%] in the varenicline group; 5 [3.3%] in the placebo group). The most common AEs that resulted in treatment discontinuation were anxiety and depression. The
AEs that occurred more frequently in the varenicline group than in the placebo group were nausea
(41 [27.3%] vs 17 [11.4%]), insomnia (29 [19.4%] vs 19 [12.7%]), abnormal dreams (19 [12.7%] vs 5
[3.4%]), anxiety (17 [11.4%] vs 11 [7.3%]), and irritability (14 [9.4%] vs 8 [5.4%]) (eTable 3 in
Supplement 2). There were few AEs reported (n = 380), and only a few withdrawals from the study occurred as
a result (n = 11). Patients did not report suicidal ideation, worsening of depressive symptoms, or
serious AEs (with the exception of 1 intervertebral disc protrusion in the varenicline arm at visit 11 as
well as 1 severe hypoglycemia and 1 hypertensive crisis in the placebo group at visit 6 and visit 8). No significant changes in mean (SE) resting heart rate and systolic and diastolic blood pressure
during treatment were observed between and within treatment groups (eTable 6 in Supplement 2). Similarly, no significant differences in BMI, waist circumference, fasting blood glucose, HbA1c level,
insulin level, and creatinine level were observed between and within treatment groups (eTable 6 in
Supplement 2). Clinical and Demographic Features Influencing Smoking Abstinence Continuous Abstinence Rates for Weeks 9 to 12, 9 to 24, and 9 to 52
35
30
25
20
15
10
5
0
Continuous abstinence rate, %
P <.001
Weeks 9-12
P <.001
Weeks 9-24
P <.001
Weeks 9-52
Placebo group
Varenicline group Proportion of participants who reported abstinence
from smoking was defined by exhaled carbon
monoxide level–verified (<10 ppm) self-reported
abstinence. Primary efficacy end point was the
continuous abstinence rate at weeks 9 to 24. Table 2. Primary and Secondary Efficacy Outcomes
Outcome
Varenicline group,
No. (%)
Placebo group,
No. (%)
OR (95% CI)
P value
CAR at weeks
9-12
47 (31.3)
11 (7.3)
5.77 (2.85-11.66)
<.001
9-24
36 (24.0)
9 (6.0)
4.95 (2.29-10.70)
<.001
9-52
28 (18.7)
9 (5.3)
4.07 (1.79-9.27)
<.001
7-d point prevalence, wk
12
60 (40.0)
16 (11.0)
7.67 (3.91-15.05)
<.001
24
43 (29.0)
13 (8.3)
4.44 (2.17-9.07)
<.001
52
35 (23.7)
14 (9.5)
3.27 (1.57-6.78)
<.001
Abbreviations: CAR, continuous abstinence rate; OR,
odds ratio. JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709
(Reprinted)
June 21, 2022
8/14 Table 2. Primary and Secondary Efficacy Outcomes JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 June 21, 2022
8/14 Downloaded From: https://jamanetwork.com/ on 06/21/2022 higher number of pack-years reduced the odds of the CAR at weeks 9 to 24 (OR, 0.21; 95% CI, 0.09-
0.50; P < .001) (eTable 2 in Supplement 2). Similar findings were observed for the CAR at weeks 9
to 12 (OR, 0.28; 95% CI, 0.13-0.60; P < .001) and weeks 9 to 52 (OR, 0.38; 95% CI, 0.16-0.92;
P = .03) (eTable 4 and eTable 5 in Supplement 2). JAMA Network Open | Diabetes and Endocrinology
Efficacy and Safet JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes higher number of pack-years reduced the odds of the CAR at weeks 9 to 24 (OR, 0.21; 95% CI, 0.09-
0.50; P < .001) (eTable 2 in Supplement 2). Similar findings were observed for the CAR at weeks 9
to 12 (OR, 0.28; 95% CI, 0.13-0.60; P < .001) and weeks 9 to 52 (OR, 0.38; 95% CI, 0.16-0.92;
P = .03) (eTable 4 and eTable 5 in Supplement 2). Discussion To our knowledge, this RCT was the first to investigate the efficacy and safety of varenicline, 1 mg,
twice daily for smoking cessation among patients with type 2 diabetes. The findings suggest that
substantial changes in smoking habits may occur among patients with type 2 diabetes who intend to
stop smoking, leading to prolonged abstinence from smoking. These findings were not associated
with differences in AEs between treatment groups, suggesting a good safety profile for varenicline in
smokers with type 2 diabetes. Moreover, the findings confirmed the results of a previous meta-
analysis of Pfizer-sponsored varenicline trials.22 Throughout the trial, patients in the varenicline group were at least 3 times more likely to quit
smoking compared with patients in the placebo group; eCO level–verified CAR in the varenicline
group was 31.3% at weeks 9 to 12, 24.0% at weeks 9 to 24, and 18.7% at weeks 9 to 52. The ORs for
the varenicline group in the present trial were higher than the ORs in previous RCTs,17-19 which
resulted from lower abstinence rates in the placebo group. These findings support the notion that
patients with type 2 diabetes who smoke have greater difficulty quitting when provided with only
cessation counseling. When investigating clinical and demographic features that influenced the CARs, we found that
lifetime cumulative smoking history and stronger cigarette dependence, as assessed by GN-SBQ,
resulted in less probability of smoking abstinence over time. Smokers with high cigarette
dependence were found to have a difficult time quitting,35 and lifetime cumulative smoking history
was shown to have a significant effect on varenicline efficacy.24 A smoking cessation program alone
was significantly less likely to be successful in patients with or affected by smoking rituals (ie, high
GN-SBQ scores >23 points). This finding was not surprising given that smoking cessation medications
may only alleviate nicotine withdrawal symptoms and reduce reinforcement from smoking but
cannot replace the need for smoking-related rituals. A study that examined the effect of adding a
nicotine-free cigarette-like plastic stick to a smoking cessation program found that participants who
were assigned to use the plastic stick had quit rates that were more than 3-fold higher if their GN-SBQ June 21, 2022
9/14 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 Limitations This study has several limitations. First, findings in an ambulatory population of asymptomatic
patients with type 2 diabetes cannot be extended to those with untreated or uncontrolled diabetes
or with clinically significant comorbidities. Therefore, the potential efficacy and safety of varenicline
in these subpopulations could not be assessed. Second, we excluded patients who were being
treated for major depression, panic disorder, psychosis, bipolar disorder, or other conditions
frequently associated with major depressive disorders, thus limiting the generalizability of the
results. Third, treatment discontinuation was frequent (approximately 30%) and occurred across
both treatment groups, but it was unrelated to the occurrence of AEs. Discontinuation could have
affected safety outcomes by reducing the statistical power to detect small changes. Fourth, findings
were restricted to a selected population of patients who were highly motivated and ready to quit in
the next 30 days, further limiting the generalizability of the results. Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes scores were high, whereas those with low GN-SBQ scores showed no advantage from using the
plastic stick.36 Although it is highly unlikely that varenicline would be less effective in smokers with diabetes,
there may be potential concern about the safety of varenicline in patients with type 2 diabetes. Given
that varenicline is exclusively excreted in the urine through glomerular filtration and active tubular
secretion,37 patients with type 2 diabetes may have some concerns about oral antidiabetic drugs
(such as metformin, glucagon-like peptide-1 agonists, and most dipeptidyl peptidase-4 inhibitors),38
which are also eliminated via the kidneys by glomerular filtration and tubular secretion and can
accelerate kidney failure. The safety profile of varenicline in these patients was similar to that
observed in previous varenicline trials involving smokers in the general population,16,17 which
reported nausea, insomnia, abnormal dreams, anxiety, and irritability as the most common AEs. There were no differences in metabolic and cardiovascular parameters between or within
treatment groups. No weight gain was observed, which was somewhat surprising given that smoking
cessation is typically associated with increase in body weight.39,40 Similarly, lack of post–smoking
cessation weight gain was reported in a retrospective pooled analysis of 15 RCTs of varenicline use
among smokers with type 2 diabetes.22 Most patients in the present trial were receiving metformin,
which might have contributed to preventing weight gain after smoking cessation. Conclusions Smoking cessation in diabetes is largely neglected, and the efficacy and safety of the antismoking
medication varenicline have not been investigated in patients with type 2 diabetes. The findings of
the present RCT indicate that inclusion of varenicline in a smoking cessation program for patients
with type 2 diabetes with the intention to quit may result in prolonged abstinence without serious
AEs. This evidence supports the use of varenicline in diabetes education programs to help patients
with type 2 diabetes stop smoking. Accepted for Publication: May 2, 2022. Published: June 21, 2022. doi:10.1001/jamanetworkopen.2022.17709 Open Access: This is an open access article distributed under the terms of the CC-BY-NC-ND License. © 2022
Russo C et al. JAMA Network Open. Corresponding Author: Riccardo Polosa, MD, PhD, Centro per la Prevenzione e Cura del Tabagismo (CPCT),
Azienda Ospedaliero Universitaria Policlinico-V. Emanuele dell’Università di Catania, Via S Sofia 78, 95123, Catania,
Italy (polosa@unict.it). Author Affiliations: Ambulatorio di Diabetologia, Unità Operativa Complessa (UOC) Medicina Interna E JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 June 21, 2022
10/14 MA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkope JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes D'Urgenza, Policlinico Universitario, Azienda Ospedaliero Universitaria (AOU) Policlinico-G. Rodolico-San Marco,
Catania, Italy (Russo, Campagna, Polosa); Mossakowski Medical Research Institute, Polish Academy of Sciences,
Warsaw, Poland (Walicka, Krysinski, Franek); Department of Internal Diseases, Endocrinology and Diabetology,
Central Clinical Hospital of the Ministry of the Interior (MSWIA), Warsaw, Poland (Walicka, Krysinski, Franek);
Dipartimento di Medicina Clinica e Sperimentale, Università Di Catania, Catania, Italy (Walicka, Polosa); Centro per
la Prevenzione e Cura del Tabagismo, AOU Policlinico-G. Rodolico-San Marco, dell'Università Di Catania, Catania,
Italy (Caponnetto, Maglia, Polosa); Institute for Biomedical Research and Innovation, National Research Council of
Italy, Palermo, Italy (Cibella); Centro Diabetologico, UOC Andrologia Ed Endocrinologia, Policlinico Universitario,
AOU, Catania, Italy (Alamo); UOC Medicina e Chirurgia d'Accettazione e Urgenza, University Teaching Hospital, G. Rodolico-San Marco, University of Catania, Catania, Italy (Campagna); Centro per il Diabete e l'Obesità, UOC
Endocrinologia, Ospedale Garibaldi Nesima, Azienda Ospedaliera di Rilievo Nazionale e di Alta Specializzazione
Garibaldi, Catania, Italy (Frittitta); Center of Excellence for the Acceleration of Harm Reduction, Dipartimento Di
Medicina Clinica E Sperimentale, Università di Catania, Catania, Italy (Frittitta, Di Mauro, Polosa); Ambulatorio di
Diabetologia, Ospedale V. Emanuele, AOU Policlinico-Vittorio Emanuele, Catania, Italy (Di Mauro); Unit of
Infectious Diseases, Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
(Caci); ECLAT Srl, Spin-off of the University of Catania, Catania, Italy (Polosa). Author Contributions: Drs Caponnetto and Cibella had full access to all of the data in the study and take
responsibility for the integrity of the data and the accuracy of the data analysis. Concept and design: Russo, Campagna, Di Mauro, Polosa. Concept and design: Russo, Campagna, Di Mauro, Polosa. Acquisition, analysis, or interpretation of data: Walicka, Caponnetto, Cibella, Maglia, Alamo, Campagna, Frittitta,
Caci, Krysinski, Franek, Polosa. Acquisition, analysis, or interpretation of data: Walicka, Caponnetto, Cibella, Maglia, Alamo, Campagna, Frittitta,
Caci, Krysinski, Franek, Polosa. Drafting of the manuscript: Russo, Walicka, Caponnetto, Maglia, Alamo, Campagna, Di Mauro, Caci,
Krysinski, Polosa. Drafting of the manuscript: Russo, Walicka, Caponnetto, Maglia, Alamo, Campagna, Di Mauro, Caci,
Krysinski, Polosa. Critical revision of the manuscript for important intellectual content: Cibella, Frittitta, Franek, Polosa. Statistical analysis: Cibella. Critical revision of the manuscript for important intellectual content: Cibella, Frittitta, Franek, Polosa. Statistical analysis: Cibella. Obtained funding: Polosa. Obtained funding: Polosa. Obtained funding: Polosa. Administrative, technical, or material support: Russo, Caponnetto, Alamo, Campagna, Polosa Supervision: Russo, Frittitta, Di Mauro, Caci, Polosa. JAMA Network Open | Diabetes and Endocrinology Conflict of Interest Disclosures: Dr Walicka reported receiving personal fees from AstraZeneca outside the
submitted work. Dr Polosa reported being employed as a tenured professor and as medical director at the
University of Catania (Italy); receiving lecture fees and research funding from Pfizer, GlaxoSmithKline, CV
Therapeutics, NeuroSearch A/S, Sandoz, MSD, Boehringer Ingelheim, Novartis, Duska Therapeutics, and Forest
Laboratories; receiving lecture fees from a number of European electronic cigarette industry and trade
associations (including FIVAPE in France and FIESEL in Italy) that were directly donated to nonprofit vaper
advocacy organizations; receiving grants from European Commission initiatives (U-BIOPRED and AIRPROM) and
Integral Rheumatology & Immunology Specialists Network; serving as a consultant for Pfizer, Global Healthcare
Alliance for Treatment of Tobacco Dependence, CV Therapeutics, Boehringer Ingelheim, Novartis, Duska
Therapeutics, Electronic Cigarette Industry Trade Association, Arbi Group Srl, Health Diplomats, and Sermo Inc;
serving on the medical and scientific advisory boards of Cordex Pharma Inc, CV Therapeutics, Duska Therapeutics
Inc, Pfizer, and PharmaCielo; being founder of the Center for Tobacco Prevention and Treatment and the Center
of Excellence for the Acceleration of Harm Reduction, both at the University of Catania; being involved in a patent
application for an app tracker for smoking behavior, which was developed for ECLAT Srl; being an unpaid scientific
advisor for Lega Italiana Anti Fumo, the Consumer Advocates for Smoke-free Alternatives, and the International
Network of Nicotine Consumers Organizations; and being chair of the European Technical Committee for
standardization on “requirements and test methods for emissions of electronic cigarettes.” No other disclosures
were reported. Funding/Support: This study was supported by grant WS5086648 from GRAND (Global Research Award for
Nicotine Dependence), an independently reviewed competitive grants program funded by Pfizer Inc. Role of the Funder/Sponsor: The funders had no role in the design and conduct of the study; collection,
management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and
decision to submit the manuscript for publication. Data Sharing Statement: See Supplement 3. Additional Contributions: D. Arcoria, MD, Diabetologica Clinic Center; V. Borzi, MD, Internal Medicine Vittorio
Emanuele Hospital; M. Buscema, MD, Internal Medicine Cannizzaro Hospital; C. Gatta, MD, Internal Medicine
Vittorio Emanuele Hospital; C. Leotta, MD, Internal Medicine Cannizzaro Hospital; E. Mondati, MD, Internal
Medicine S. Marta Hospital; and G. Padova, MD, Centro per il Diabete e l'Obesità (UOC Endocrinologia, Ospedale JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 June 21, 2022
11/14 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes Garibaldi Nesima, assisted with patient recruitment. G. Di Vincenzo’s (MD) team at MD, Vittorio Emanuele Hospital
assisted with laboratory analyses. R. Vigneri, MD; S. Squatrito, MD; and F. Purrello, MD, Centro per il Diabete e
l'Obesità-UOC Endocrinologia, Ospedale Garibaldi Nesima, provided scientific advice. These individuals received
no additional compensation, outside of their usual salary, for their contributions. Mike Coughlan edited the
manuscript with funding from ECLAT Srl. Staff at Università degli Studi di Catania provided Open Access support
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comparisons between Mch and AMP. Respir Med. 2008;102(2):256-265. doi:10.1016/j.rmed.2007.09.004 34. Caponnetto P, Russo C, Di Maria A, et al. Circulating endothelial-coagulative activation markers after smoking
cessation: a 12-month observational study. Eur J Clin Invest. 2011;41(6):616-626. doi:10.1111/j.1365-2362.2010. 02449.x 35. Caponnetto P, Polosa R. Common predictors of smoking cessation in clinical practice. Respir Med. 2008;102
(8):1182-1192. doi:10.1016/j.rmed.2008.02.017 36. Caponnetto P, Cibella F, Mancuso S, Campagna D, Arcidiacono G, Polosa R. Effect of a nicotine-free inhalator
as part of a smoking-cessation programme. Eur Respir J. 2011;38(5):1005-1011. doi:10.1183/09031936.00109610 37. Faessel HM, Obach RS, Rollema H, Ravva P, Williams KE, Burstein AH. A review of the clinical pharmacokinetics
and pharmacodynamics of varenicline for smoking cessation. Clin Pharmacokinet. 2010;49(12):799-816. doi:10. 2165/11537850-000000000-00000 38. Zanchi A, Lehmann R, Philippe J. Antidiabetic drugs and kidney disease–recommendations of the Swiss
Society for Endocrinology and Diabetology. Swiss Med Wkly. 2012;142:w13629. doi:10.4414/smw.2012.13629 39. Lycett D, Munafò M, Johnstone E, Murphy M, Aveyard P. Associations between weight change over 8 years
and baseline body mass index in a cohort of continuing and quitting smokers. Addiction. 2011;106(1):188-196. doi:
10.1111/j.1360-0443.2010.03136.x June 21, 2022
13/14 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 SUPPLEMENT 1.
Trial Protocol SUPPLEMENT 2. eTable 1. Study Schedule and Assessments
eTable 2. Multiple Logistic Regression Model for CAR 9-24 Week
eTable 3. Summary of Adverse Events Occurring in 5% of Either Treatment Group
eTable 4. Multiple Logistic Regression Model for CAR 9-12 Week
eTable 5. Multiple Logistic Regression Model for CAR 9-52 Week
eTable 6. Metabolic and Cardiovascular Parameters Measured at Baseline and Week 12 SUPPLEMENT 3. Data Sharing Statement SUPPLEMENT 3. Data Sharing Statement June 21, 2022
14/14 JAMA Network Open. 2022;5(6):e2217709. doi:10.1001/jamanetworkopen.2022.17709 Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022 JAMA Network Open | Diabetes and Endocrinology Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes Efficacy and Safety of Varenicline in Patients With Type 2 Diabetes 40. Aubin HJ, Farley A, Lycett D, Lahmek P, Aveyard P. Weight gain in smokers after quitting cigarettes: meta-
analysis. BMJ. 2012;345:e4439. doi:10.1136/bmj.e4439 40. Aubin HJ, Farley A, Lycett D, Lahmek P, Aveyard P. Weight gain in smokers after quitting cigarettes: meta-
analysis. BMJ. 2012;345:e4439. doi:10.1136/bmj.e4439 Downloaded From: https://jamanetwork.com/ on 06/21/2022 Downloaded From: https://jamanetwork.com/ on 06/21/2022
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Histopathological differentiation and incidence of soft tissue tumors: study of 140 cases
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Pathology update
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cc-by
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ISSN 2456-1487
Research Article ISSN 2456-1487
Research Article July - September, 2017/ Vol 3/ Issue 3 ISSN 2456-1487
Research Article Abstract Background: The incidence of soft tissue tumors, especially the frequency of benign tumors relative to malignant ones,
is never determined accurately. The fact that many benign tumors, such as lipomas and hemangiomas, do not undergo
biopsy makes direct application of data from most hospital series invalid for the general population. Histologic grade
represents the most important Prognostic factor for all soft tissue sarcomas, strongly associated with the advent of
metastasis and patients survival. Objectives: the objective of the study was to find occurrence of soft tissue tumor and
analyse various type and subtypes of soft tissue tumors. Methodology: a prospective study carried out at tertiary care
teaching hospital. The operated specimens or biopsy material of soft tissue tumors received were studied in detailed by
department of Histopathology. Histological diagnosis was achieved either by performing incisional or trucut needle
biopsy and/or reviewing the slides when patient underwent biopsy elsewhere. Observations: The incidence were high in
the age group of 31 to 40 years (36 cases, 25%), followed by 21 to 30 years (24 Cases, 17.1%) and 41 to 50(21 Cases,
15%) years. However the malignant tumor incidence was high at age of 51 to 60 years of age. Region wise involvement
shows soft tissue tumors were found in head and neck region (29.2%), followed by genital region (25.7%) and upper
limb (15.8%). Type wise distribution was lipomatous (28.5%), followed by smooth muscle tumor (21.5%), peripheral
nerve sheath tumor (17.9%), Tumor of blood and lymph vessels (17.1%), Conclusion: benign soft tissue tumor are much
common than the malignant tumors. Among benign tumors lipomatous tumors are common followed by smooth muscle
tumor and other tumors. Key words: Soft tissue tumor, Histopatological examination, Lipomatous tumor Histopathological differentiation and incidence of soft tissue tumors:
study of 140 cases Patel Y. M.1, Tandel H. K.2 1Dr. Yogita kumari Manilal Patel, 2Dr. Hetal kumari Kishor bhai Tandel, Tutor; both authors are affiliated with
Department of Pathology, GMERS Medical College, Valsad, Gujarat, India. ddress for Correspondence: Dr. Hetal kumari Kishor bhai Tandel, Email:hetaltandel022@gmail.com Address for Correspondence: Dr. Hetal kumari Kishor bhai Tandel, Email:hetaltandel022@gmail.c Manuscript received: 10th August 2017
Reviewed: 20th August 2017
Author Corrected: 29th August 2017
Accepted for Publication: 4th September 2017 Materials and Methodology: Study design and setting:It was a prospective study
carried out at B J Medical College and Civil Hospital
from September 2014 to July 2015. Scientific and
Human Research Ethical committee permission was
taken before starting of the study. Inclusion and Exclusion criteria:Participants were
explained about the purpose and objectives of the study
before enrolling in the study. The participants who gave the written consent were
included in the study. Statistical analysis done using Microsoft excel sheets. Research Article The operated specimens or biopsy material of soft tissue
tumors received during the study period from surgery
department. And they were studied in detailed by
department of Histopathology. Only mesenchymal
lesions originating in soft tissue were included in the
study. Intra-abdominal and retroperitoneal lesions were
also included when the lesions were not thought to
originate in bowel or abdominal viscera. Lesions arising
in the chest and abdominal walls were also included. Age and sex incidence, site of lesion, clinical features,
gross and microscopic appearance were carefully
studied as per the proforma. Histological diagnosis was
achieved either by performing incisional or trucut
needle biopsy and/or reviewing the slides when patient
underwent biopsy elsewhere. Routinely in our institute
Hematoxylin and Eosin staining is done. Special stain
like Phosphotungstic acid haematoxylin (PTAH),
trichrome stain, reticulin stain, alcian blue stain, and
Periodic Acid Schiff (PAS) reaction were also used in
diagnosis of histological types and subtypes whenever
required. technique, which does not supersede or replace the
traditional morphologic diagnosis [3]. Soft tissue
masses present a challenge to the pathologist because of
their extremely varied morphology and biologic
behaviour [4]. So, the objective of the study was to find occurrence of
soft tissue tumor and analyse various type and subtypes
of soft tissue tumors. Available online at: www.pathologyreview.in 336 | P a g e Introduction hemangiomas, do not undergo biopsy makes direct
application of data from most hospital series invalid for
the general population. Histologic grade represents the
most important Prognostic factor for all soft tissue
sarcomas, strongly associated with the advent of
metastasis and patients survival [1,2]. Soft tissue tumors are defined as mesenchymal
proliferations
which
occur
in
the
extraskeletal
nonepithelial tissues of the body, excluding the viscera,
coverings of brain and lymphoreticular system. The
annual incidence of soft tissue tumor is 1.4 per 100000
population. Soft tissue tumors are the fourth most
common malignancy in children, after hematopoietic
neoplasm, neural tumor and wilmstumor [1]. The
incidence of soft tissue tumors, especially the frequency
of benign tumors relative to malignant ones, is nearly
impossible to determine accurately. Benign soft tissue
tumors outnumber malignant tumors by a wide margin. The fact that many benign tumors, such as lipomas and The use of ancillary techniques like immuno-
histochemistry, electron microscopy flow cytometry
and cytogenetics, has increased insight into the tumor
biology and has provided tools for greater diagnostic
accuracy. Yet the foundation of these newer techniques
rests upon the histologic diagnosis made on light
microscopic evaluation of hematoxylin and eosin
stained sections and use of special stains. It is critical to
recognize immunohistochemistry as an adjunctive Manuscript received: 10th August 2017
Reviewed: 20th August 2017
Author Corrected: 29th August 2017
Accepted for Publication: 4th September 2017 Tropical Journal of Pathology & Microbiology 335 | P a g e Available online at: www.pathologyreview.in 335 | P a g e 335 | P a g e Available online at: www.pathologyreview.in 33 July - September, 2017/ Vol 3/ Issue 3 ISSN 2456-1487 Jul Tropical Journal of Pathology & Microbiology Result Category
Benign
Intermediate
Malignant
9 (6.43%)
0 (0.00%)
2 (1.43%)
18 (12.86%)
0 (0.00%)
1 (0.71%)
24 (17.14%)
0 (0.00%)
0 (0.00%)
33 (23.57%)
1(0.71%)
2 (1.43%)
19 (13.57%)
0 (0.00%)
2 (1.43%)
12 (8.57%)
1 (0.71%)
5 (3.57%)
10 (7.14%)
0 (0.00%)
1 (0.71%)
125 (89.29%)
2 (1.42%)
13 (9.29%)
Total
11 (7.86%)
19 (13.57%)
24 (17.14%)
36 (25.71%)
21 (15.00%)
18 (12.86%)
11 (7.86%)
140 (100%) Table- 2: Age wise distribution of nature of tumors
2: Age wise distribution of nature of tumors. Table- 3: Gender wise distribution of nature of tumors
3: Gender wise distribution of nature of tumors. Table- 3: Gender wise distribution of nature of tumors
Gender
Benign
Male
73 (52.14%)
Female
52 (37.14%)
Total
125 (89.29%)
M:F ratio
1.4:1
3: Gender wise distribution of nature of tumors. Result Over a period of one year and 3 months total 140 cases of soft tissue tumor could be included in the study. Among them
majority of tumor [125 (89%)] were benign in nature. Whereas 9% of tumor were malignant and 2% were intermediate in
nature [Table 1] In this study, age of study subjects were ranging from 0 to 70 years. Peak incidence of the tumors were in the age group
of 31 to 40 years (36 cases, 25%), followed by 21 to 30 years (24 Cases, 17.1%) and 41 to 50(21 Cases, 15%) years. Incidences of tumors were found decreased in both the extreme of age group which are in the 0 to 10 years (11 Cases,
7.9%) and 61 to 70 years (11 Cases, 7.9%). [Table 2] However the malignant tumorincidence increase as the advances of
the age. And it shows highest at age of 51 to 60 years of age [5 cases (3.57%)]. Gender wise distribution shows out of total 140, nearly 58% were male and 42% were female with Male: Female ratio
was 1.37:1. [Table 3] Nature wise distribution shows that benign, intermediate and malignant tumors were similarly
distributed in male and female. Table-1: Distribution of tumors according to nature. Category
Frequency
Percentage
Benign
125
89.3 %
Intermediate
2
1.4 %
Malignant
13
9.3 %
Total
140
100 % Table-1: Distribution of tumors according to nature. Table-1: Distribution of tumors according to nature. Available online at: www.pathologyreview.in 336 | P a g e July - September, 2017/ Vol 3/ Issue 3
September, 2017/ Vol 3/ Issue 3
September, 2017/ Vol 3/ Issue 3 ISSN 2456-1487 Research Article Table- 2: Age wise distribution of nature of tumors
Age (In completed
years)
Benign
0 – 10
9 (6.43%)
11 – 20
18 (12.86%)
21 – 30
24 (17.14%)
31 – 40
33 (23.57%)
41 – 50
19 (13.57%)
51 – 60
12 (8.57%)
61 – 70
10 (7.14%)
Total
125 (89.29%)
2: Age wise distribution of nature of tumors. Tropical Journal of Pathology & Microbiology
Tropical Journal of Pathology & Microbiology Discussion 1 showing a male predominance. These findings are in
good correlation with most of the study reported in
literature of Mirza et al(2005) [5], Kransdorf et al 1995
[6,7] and Enzinger and Weiss [8,9,10]. In the study of
Mirza et al, there were 3 cases of liposarcomas
accounting for 12.5% of all malignant soft tissue
tumors. Whereas in present study there were 2 cases of
liposarcomas accounting for 13.3% of all malignant soft
tissue tumors. Soft tissue can be defined as non-epithelial, extra-
skeletal tissues of the body exclusive of the reticulo-
endothelial system, glia and supporting tissues of
various parenchymal organs. It is represented by the
voluntary muscles, fat and fibrous tissue, along with the
vessels serving these tissues. By convention, it also
includes peripheral nervous system. Total 140 cases of
soft tissue tumors were studied over a period of one
year in this study. These finding are found similar with the studies
conducted by Kransdorf et al [6]. In the literature of
Weiss SW regarding soft tissue sarcomas, liposarcomas
comprised 21% of all sarcomas. So the finding of this
study is comparable to the above mentioned studies. Fibrous tumors comprised fifth most common tumor
among all soft tissue tumors in present study. Fibrous
tumors were diagnosed in 11 cases that comprised 7.9%
of all soft tissue tumors. The sex and site of fibrous
tumors in the present study are comparable with those
studies of the Mirza et al (2005) and of Kransdorf’s
study. Hemangiomas were second most common
among benign tumors constituting 20 cases accounting
for 17.69% of all benign soft tissue tumors. The incidence of benign tumor in present study was
89% while in the study by Mirza et al (2005) [57/5] the
incidence rate of Benign tumor was 82 %. The
incidence rate of malignant tumors was less (10.7%) in
present study as compared to the study by Mirza et al
(18%) [5]. The difference found in the result is might be
due to recent newer advance technique of diagnosis,
tumor can be detected at very early stage. In the study
of Mirza et al the ratio of Benign : Malignant is 4.70 :
1, where as in present study the ratio found 8.3 : 1,
which is higher as compared to previous study, as due
to newer technique of diagnosis the tumor can be
detected in benign stage [5]. Research Article Research Article In this study, around one third of the soft tissue tumors were found in head and neck region (29.2%), followed by genital
region (25.7%) and upper limb (15.8%). Soft tissue tumors were also found in other regions like lower limb, Back, CNS,
GIT, Abdomen but in lower incidence [figure 1]. Benign lesions commonly found in Head and neck region, followed by
genital region, upper limb and back. Malignant soft tissue lesions werecommonly seen in GIT followed by upper limb
and head and neck. Majority of the soft tissue tumors were lipomatous (28.5%) in nature, followed by smooth muscle tumor (21.5%),
peripheral nerve sheath tumor (17.9%), Tumor of blood and lymph vessels (17.1%), Fibroblastic/ myofibroblastictumors
(7.9%), rest were from the other types of the soft tissue tumor. Among benign tumors lipomatous tumor and leiomyomas
were the most common tumors. While other benign tumors were tumor from peripheral nerve sheath and from blood and
lymph vessels. The common malignant tumors were stromal tumors and Fibroblastic and myofibroblastictumors. Two
patient found with intermediate tumor had epithelioid hemangioendothelioma. [Table 4] Available online at: www.pathologyreview.in 338 | P a g e Result Category
Benign
Intermediate
Malignant
73 (52.14%)
1 (0.71%)
7 (5.00%)
52 (37.14%)
1 (0.71%)
6 (4.29%)
125 (89.29%)
2 (1.42%)
13 (9.29%)
1:1
1.17:1
Total
81 (57.86%)
59 (42.14%)
140 (100%)
1.37:1 Table- 4: Gender wise and category wise distribution of histopathological type of tumor
Type of tumor
Lipomatous Tumor
Smooth muscle tumor
Peripheral Nerve sheath tumor
Tumor of blood and lymph vessel
Fibroblastic and myofibroblastic tumor
Stromal tumor
Perivascular Tumors
Skeletal Muscle Tumors
Extra skeletal Osseous And
Cartilaginous
Tumors
Total
Figure-1: Anatomical location
4: Gender wise and category wise distribution of histopathological type of tumor
Gender
Total
Category
Male Female
Benign
Intermediate
15
25
40
38
0
30
0
30
30
0
14
11
25
25
0
5
19
24
22
2
tumor
6
5
11
7
0
2
2
4
0
0
0
2
2
2
0
1
1
2
0
0
2
0
2
1
0
75
65
140
125
2
1: Anatomical location of soft tissue tumors according to category
4: Gender wise and category wise distribution of histopathological type of tumor
Category
Total
Intermediate
Malignant
2
40
0
30
0
25
0
24
4
11
4
4
0
2
2
2
1
2
13
140
of soft tissue tumors according to category Table- 4: Gender wise and category wise distribution of histopathological type of tumor
Type of tumor
Lipomatous Tumor
Smooth muscle tumor
Peripheral Nerve sheath tumor
Tumor of blood and lymph vessel
Fibroblastic and myofibroblastic tumor
Stromal tumor
Perivascular Tumors
Skeletal Muscle Tumors
Extra skeletal Osseous And
Cartilaginous
Tumors
Total
Figure-1: Anatomical location
4: Gender wise and category wise distribution of histopathological type of tumor
Gender
Total
Category
Male Female
Benign
Intermediate
15
25
40
38
0
30
0
30
30
0
14
11
25
25
0
5
19
24
22
2
tumor
6
5
11
7
0
2
2
4
0
0
0
2
2
2
0
1
1
2
0
0
2
0
2
1
0
75
65
140
125
2
1: Anatomical location of soft tissue tumors according to category
4: Gender wise and category wise distribution of histopathological type of tumor
Category
Total
Intermediate
Malignant
2
40
0
30
0
25
0
24
4
11
4
4
0
2
2
2
1
2
13
140
of soft tissue tumors according to category Table- 4: Gender wise and category wise distribution of histopathological type of tumor
4: Gender wise and category wise distribution of histopathological type of tumor
4: Gender wise and category wise distribution of histopathological type of tumor Figure-1: Anatomical location
1: Anatomical location of soft tissue tumors according to category
of soft tissue tumors according to category Tropical Journal of Pathology & Microbiology
Tropical Journal of Pathology & Microbiology Available online at: www.pathologyreview.in
www.pathologyreview.in 337 | P a g e Available online at: www.pathologyreview.in
www.pathologyreview.in 337 | P a g e July - September, 2017/ Vol 3/ Issue 3 ISSN 2456-1487 References 1. Joyner CJ, Triffitt J, Puddle B, et al: Development of
a monoclonal antibody to the aP2 protein to identify
adipocyte
precursors
in
tumors
of
adipose
differentiation. Pathol Res Pract 1999;195:461. 9. Weiss SW, Goldblum JR. Benign lipomatous tumors. Chapter-16 In: Enzinger and Weiss’s Soft Tissue
Tumors. 4th Edition, St. Louis: Mosby, 2001:
571- 639. 2. Nnodim JO. Development of adipose tissues. Anat
Rec 1987; 219:331. 10. Weiss SW, Goldblum JR. Liposarcoma. Ch Weiss
SW, Goldblum JR. Liposarcoma. Chapter-17 In:
Enzinger and Weiss’s Soft Tissue Tumors. 4th Edition,
St. Louis: Mosby, 2001: 641-693. 3. Brooks JJ, Perosio PM: Adipose tissue. Histology
for pathologists, 2nd edn. Philadelphia: Lippincott-
Raven; 1997:167. 4. Ross R. The smooth muscle cell. II. Growth of
smooth muscle in culture and formation of elastic
fibers. J Cell Biol. 1971 Jul;50(1):172-86. 4. Ross R. The smooth muscle cell. II. Growth of
smooth muscle in culture and formation of elastic
fibers. J Cell Biol. 1971 Jul;50(1):172-86. Funding: Nil, Conflict of interest: None initiated,
Permission from IRB: Yes 8. Weiss SW, Enzinger FM. Myxoid variant of
malignant fibrous histiocytoma. Cancer. 1977 Apr; 39
(4): 1672-85. Research Article 4.70:1. This is due to the fact that many benign tumors
such as lipoma and hemangioma do not undergo biopsy
as compared to sarcoma, which come to medical
attention quite early [11]. However, in Kransdorf study
the incidence of malignant tumorswere high which
might be because of thereffered cases from peripheral
centres [7]. In conclusion, in the present study benign
tumors comprised 89% and malignant tumor comprised
10.7% among all tumors and benign tumors are
common in occurred in second and third decade of life. In the present study majority of malignant soft tissue
tumors occurred in fifth decade of life. 5. Baig MA. Histological study of soft tissue tumor
(Three Year Study). International Journal of Science
and Research (IJSR) 2005: 1039 – 49. 6. Kransdorf MJ. Malignant soft-tissue tumors in a large
referral population: distribution of diagnoses by age,
sex, and location. AJR Am J Roentgenol. 1995 Jan;164
(1):129-34. 7. Kransdorf MJ. Benign soft-tissue tumors in a large
referral population: distribution of specific diagnoses by
age, sex, and location. AJR Am J Roentgenol. 1995
Feb; 164(2):395-402. Patel Y. M, Tandel H. K. Histopathological differentiation and incidence of soft tissue tumors: study of 140 cases. Trop J
Path Micro 2017;3(3):335-339.doi: 10.17511/jopm.2017.i3.19. 11. Ross R. The smooth muscle cell. II. Growth of
smooth muscle in culture and formation of elastic
fibers. J Cell Biol. 1971 Jul;50(1):172-86. Tropical Journal of Pathology & Microbiology Discussion Average age of occurrence of benign tumor in the study
by Mirza et al was 29.2 years, which is similar to the
present study (32.1 years). Whereas the average age of
incidence of malignant tumor found highly increased in
present study which is 55.6 years as compared to
previous study of Mirza et al it was 37.8 years. The
ratio of M: F found of benign and malignant is similar
in the study of Mirza et al and in the present study [5]. These findings are also very similar with the studies
reported
by
Kransdorf. The
average
age
of
hemangiomas in this study was 31.16 years, which is
little higher as compared to studies reported Mirza et al
and Kransdorf. This is because; in this study the age
range varied from 10 to 80 years. [11]. The sex and site
distribution were similar to the literature given in
Enzinger and Weiss (2001). [10] In the present study
benign-malignant ratio is 8.3: 1 while in the study of
Mirza et al, there were 113 benign tumors and 24
malignant tumors with a benignmalignant ratio of In the present study adipose tissue tumors constituted,
the commonest soft tissue tumor accounting for 50 % of
all soft tissue tumors. The male to female ratio of 1.34: Tropical Journal of Pathology & Microbiology Available online at: www.pathologyreview.in 338 | P a g e 338 | P a g e 338 | P a g e Available online at: www.pathologyreview.in 33 July - September, 2017/ Vol 3/ Issue 3 ISSN 2456-1487 July Available online at: www.pathologyreview.in 339 | P a g e How to cite this article? Patel Y. M, Tandel H. K. Histopathological differentiation and incidence of soft tissue tumors: study of 140 cases. Trop J
Path Micro 2017;3(3):335-339.doi: 10.17511/jopm.2017.i3.19. Tropical Journal of Pathology & Microbiology 339 | P a g e Available online at: www.pathologyreview.in 339 | P a g e
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Binnengekomen boeken
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MAB
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Binnengekomen boeken Onroerend-goedbelastingen: hoe en wat
Kluwer Belastingwijzers nr. 18
Anneke Bangma-Beenhakker en Jan Paul
Kruimel
Uitgeverij Kluwer B.V. te Deventer
Prijs f 24,50
Geld en financiering: een toenemende ver
vlechting
Rede uitgesproken door Dr. J. J. Sijben bij
het aanvaarden van het ambt van gewoon
hoogleraar aan de Katholieke Hogeschool Til
burg
Uitgegeven door Tilburg University Press te
Tilburg
Prijs / 8,60
Omgeving, doelstellingen en organisatie; vi
sies uit theorie en praktijk
Bundel aangeboden aan Prof. Dr. H. O. Goldschmidt t.g.v. zijn emeritaat
Redactie Dr. J. A. C. de Haan/Prof. Drs. J. A. M. Oonincx/Prof. Dr. P. Ribbers
Uitgeverij Van Gorcum & Comp B.V. te Maas
tricht
Prijs f 65,-
Introductie tot het Nederlands belastingrecht
(3e geheel herziene druk)
Mr. A. M. van Lieshout, m.m.v. Mr. A. H. R. M. Denie en Dr. B. J. M. Terra
Uitgeverij Gouda Quint B.V. te Arnhem
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Mr. W. R. Veldhuyzen
Uitgeverij W. E. J. Tjeenk Willink B.V. te
Zwolle
Prijs ƒ 49,50 Onroerend-goedbelastingen: hoe en wat
Kl
B l i
ij
18 Voorzien van informatie. Methoden voor in-
formatiebeleidsvorming en informatieplan
ning
P
f h if
D
J A M Th g
g
Kluwer Belastingwijzers nr. 18
A
k B
B
h kk g
Proefschrift van Drs. J. A. M. Theeuwes ter
verkrijging van de graad van doctor in de
technische wetenschappen aan de Technische
Hogeschool Eindhoven op 30 mei 1986. Theorie van de kostencalculatie
Prof. Dr. K. A M. Bogaert
Uitgeverij Wolters-Noordhoff B.V. te Gronin
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Prijs f 42,50 Theorie van de kostencalculatie
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Uitgeverij Wolters-Noordhoff B.V. te Gronin
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(3e geheel herziene druk)
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Prijs ƒ 49,50 gPrijs ƒ 19,75 De vennootschap onder firma. De heffing van
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Fiscale Monografieën nr. 10
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Prijs f 59,50 De vennootschap onder firma. De heffing van
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Fiscale Monografieën nr. 10
Mr. J. Spaanstra/Prof. Mr. J. F. M. Giele/Dr. W. A. Vermeend
Uitgeverij Kluwer B.V. te Deventer
Prijs f 59,50 11-507 11-507
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https://zenodo.org/record/7121310/files/A%20bibliometric%20review%20of%20sustainable%20finance%20setting%20the%20research%20agenda.pdf
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English
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A bibliometric review of sustainable finance: setting the research agenda
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Zenodo (CERN European Organization for Nuclear Research)
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cc-by
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1 University of Cagliari, Italy, r.fatima@studenti.unica.it. MIRDEC-GLOBECOS Istanbul 2021 - International Academic Conference on
Economics, Business and Contemporary Issues in Social Science
29-30 November 2021, Istanbul, Turkey
Masters International Research & Development Center
Global Community of Social Science MIRDEC-GLOBECOS Istanbul 2021 - International Academic Conference on
Economics, Business and Contemporary Issues in Social Science
29-30 November 2021, Istanbul, Turkey
Masters International Research & Development Center
Global Community of Social Science y
g
y
2 Bucharest University of Economic Studies, Romania, iustina.boitan@fin.ase.ro. 3 University of Cagliari, Italy, rosella.care@unica.it. y
g
y
2 Bucharest University of Economic Studies, Romania, iu Keywords: Sustainable Finance, Sustainable Development, Bibliometrics Abstract The emerging environmental, social and economic pressures highlighted the need for long-term
approaches to bring sustainable development. Sustainable finance emerged as a novel approaches that
actively contribute to sustainable development. However, it is often considered as an umbrella term that
encompasses different financial practices, tools, and instruments. All the progress and success in the
field of sustainable finance to date notwithstanding, it is thus essential to develop a standardized
conceptual framework to clarify the ambiguity among the core construct. Based on this consideration,
this study applies a bibliometric approach to provide a robust roadmap that delineates the sustainable
finance conceptual landscape. The concrete outcomes of this research elucidate the origin and evolution
of the sustainable finance concept and provide a contemporary review of the related tools, approaches,
and instruments. Simultaneously, this study also depicts the precise boundaries among the core elements
of sustainable finance. The main contribution of this study is thus to provide researchers, organizations,
and the society a better understanding of all the aspects of sustainable finance that are useful for
sustainable development in the financial world. Further, this research uncovers the underexplored areas
within the sustainable finance paradigm to which researchers and organizations should channel their
attention. Keywords: Sustainable Finance, Sustainable Development, Bibliometrics JEL Codes: G01, Q01 JEL Codes: G01, Q01 94
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Forsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NATO
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Internasjonal politikk
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©2019 Paal Sigurd Hilde. This is an Open Access article distributed under the terms of the Creative Commons Attri-
bution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), allowing third parties to copy and re-
distribute the material in any medium or format and to remix, transform, and build upon the material for any purpose,
even commercially, provided the original work is properly cited and states its license.
Citation: Paal Sigurd Hilde (2019). Forsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NATO.
Internasjonal Politikk, 77(1): 60–70. http://dx.doi.org/10.23865/intpol.v77.1626
*Kontaktinformasjon: Paal Sigurd Hilde, e-post: philde@ifs.mil.no Fokus: Nato 70 Fokus: Nato 70 Forsvar vår dyd, men kom oss ikke for nær.
Norge og det militære samarbeidet i NATO Paal Sigurd Hilde
Institutt for Forsvarsstudier, Forsvarets høgskole Årgang 77, Nummer 1, side 60-70, 2019, ISSN 1891-1757, www.tidsskriftet-ip.no, Publisert april 2019 Årgang 77, Nummer 1, side 60-70, 2019, ISSN 1891-1757, www.tidsskriftet-ip.no, Publisert april 2019 Sammendrag Artikkelen tar utgangspunkt i Johan Jørgen Holsts og Rolf Tamnes’ klassiske
kategoriseringer og gir et perspektiv på norsk sikkerhetspolitikk som et forsøk
på å finne en balanse mellom ulike behov: støtte fra vest, lavspenning med øst
og innenrikspolitisk oppslutning. Artikkelen retter oppmerksomheten mot to
områder av det militære samarbeidet i NATO som har vært sentrale for Norge
gjennom 70 års medlemskap: NATOs kommandostruktur og alliert tilstedevæ
relse i og planer for forsterkning av landet. Områdene har gitt tydelige utrykk til
den norske balansegangen og vært viktige for utviklingen av denne. Overordnet
har norsk sikkerhetspolitikk gjennom en skiftende internasjonal kontekst siden
1949 beveget seg mot mer integrasjon og avskrekking og mindre beroligelse og
avskjerming. Et større steg i denne retning kom i 1995, mindre i 1951, 1977 og
2016. Selv om balansepunktet har blitt forskjøvet, er imidlertid norske myndig
heters vektlegging av å finne en balanse fortsatt relevant og levende. Nøkkelord: sikkerhetspolitikk • kommandostruktur • alliert øving og trening •
allierte forsterkninger • selvpålagte restriksjoner Erfaringene fra den 9. april 1940 og den påfølgende krigen og okkupasjonen sto sen
tralt da Norge ni år senere, den 4. april 1949, gikk inn i Atlanterhavspakten. Mellom
krigstidens tro på at nøytralitet og en geografisk perifer posisjon ville skjerme landet
fra krigene på kontinentet, hadde vist seg ikke å holde. Norge ville bli involvert i
en eventuell ny stormaktskrig og trengte sterke allierte som kunne komme landet 60 orsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NAT til unnsetning. Gitt valget mellom et demokratisk vest og totalitært øst var Norges
undertegnelse av Atlanterhavspakten et åpenbart utfall. Samtidig var det særlig to forhold som gjorde utfallet mindre selvfølgelig og
Norge forbeholden i sitt medlemskap. Det første var innenrikspolitisk og politisk-
ideologisk. Det var knyttet delvis til «holdningene fra nøytralitetstiden» som var sær
lig sterke hos de såkalte nasjonalkonservative, og delvis til «sympati for det sovjetiske
samfunnssystem» og skepsis mot den vestlige oppdemmingspolitikken i arbeiderbe
vegelsen (Eriksen & Pharo, 1997, s. 31; Sverdrup, 1996, s. 202). Det andre forholdet
var det realpolitiske målet om lavspenning i relasjonene med Sovjetunionen, som
Norge fra september 1944 delte grense med i nord. Målet var motivert i engstelsen
for sovjetiske intensjoner og territorielle krav mot Norge. Formet i skjæringspunktet mellom behovet for støtte fra vest, lavspenning med
øst og innenrikspolitiske hensyn ble norsk sikkerhetspolitikk en balansepolitikk – et
politisk kompromiss. 1 Etter slutten av den kalde krigen kom en ny balansegang til som komplementerte den tradis
jonelle: En mellom tradisjonelle, kollektive forsvarsoppgaver og krisehåndteringsoperasjoner uten
for NATOs område (se Hilde & Widerberg, 2014). Den er ikke så viktig for denne artikkelen. Sammendrag Overfor Sovjetunionen besto balansegangen av avskrekking og
beroligelse, og overfor Alliansen og allierte av integrasjon og avskjerming, i henholds
vis Johan Jørgen Holsts (1966) og Rolf Tamnes’ (1987) klassiske kategoriseringer.1
Forsvarsminister Jens Christian Hauge så alt våren 1949 dualismen i den norske
holdningen og oppsummerte den med ordene i tittelen: «Forsvar vår dyd, men kom
oss ikke for nær» (Eriksen & Pharo, 1997, s. 85). Balansegangen har vært en dialektikk – et samspill – mellom integrasjons- og
avskjermingstiltak, der norske regjeringer gjennom sju tiår i NATO har søkt – og ofte
strevet med – å ivareta de ulike hensynene. Avskjermingstiltak har gjerne kompen
sert for integrasjonsvedtak, og tatt form av selvpålagte restriksjoner. Basepolitikken,
begrensingene på alliert aktivitet i nord og atompolitikken har vært de viktigste slike
restriksjonene. Gitt at de selvpålagte restriksjonene var og er nettopp det – selvpålagte –
har norske myndigheter kunnet justere og fortolke dem. Norske myndigheter har
aldri gitt en inkluderende beskrivelse, noe som har gitt handlingsrom. En skiftende
sikkerhetspolitisk kontekst og endringer i forsvarspolitiske behov har over 70 år ført
til flere justeringer og fortolkninger. Denne artikkelen retter oppmerksomheten mot det militære samarbeidet i NATO
og hvordan Norges balansegang har fått uttrykk på to sentrale områder: NATOs
kommandostruktur og alliert tilstedeværelse i og planer for forsterkning av Norge. Områdene representerer to av de tydeligste utrykkene for den norske balansegangen
og har vært viktige for utviklingen av denne. Som vi skal se, har norske interesser
knyttet til NATOs kommandostruktur og alliert tilstedeværelse og forsterkning lig
get til grunn for mange av endringene norske regjeringer har foretatt i de selvpålagte
restriksjonene. 61 Paal Sigurd Hilde Paal Sigurd Hilde Norge og NATOs kommandostruktur I USA var det i 1949–50 liten interesse for en institusjonalisering av NATO. Med
norske øyne var dette en fordel. Verken utenriksminister Halvard Lange eller for
svarsminister Hauge ønsket noe integrert militært samarbeid under ledelse av en
alliert generalstab (Eriksen & Pharo, 1997, s. 33). Atlanterhavspakten skulle være en
tradisjonell militær allianse. Koreakrigen ble en katalysator for utviklingen av NATO og endret både USAs
og Norges syn. I september 1950 besluttet de allierte å opprette en felles kommando
under amerikansk ledelse. Den norske skepsisen ble omvandlet til en aktiv holdning. To hovedmål utkrystalliserte seg; mål som tydelig reflekterte den norske balanse
gangen. På den ene siden førte Norge en invitasjonspolitikk der målet var å bruke
kommandostrukturen til å knytte alliansen og allierte til forsvaret av landet. På den
andre vektla norske myndigheter avskjerming gjennom å sikre nasjonal kontroll over,
eller størst mulig nasjonal påvirkning i NATOs kommandolinje, og derigjennom på
planverk og eventuelle operasjoner i Norge og norske nærområder. De konkrete
uttrykkene disse målene har fått frem til dag, og i hvilken grad Norge har lykkes med
å få gjennomslag, har variert. Kjernen i den norske målsettingen har imidlertid ligget
fast, noe vi tydelig kan spore i dagens politikk. 2 For Øverstkommanderende i Sør-Norge gjaldt dette fra 1981. Integrasjon Målet om å binde allierte til forsvaret av Norge lå bak det norske engasjementet for
å få opprettet et NATO-hovedkvarter med tung amerikansk og britisk deltakelse i
Norge. Forsvarsminister Hauge vektla at et slikt hovedkvarter ville sikre bedre kunn
skap om norske forhold hos allierte militære sjefer; en kunnskap de kunne videre
formidle i kommandokjeden. Det ville også gi norske myndigheter enklere tilgang
til de militære sjefene (Stortinget, 1951b, s. 3). Viktigst var imidlertid at den direkte
involveringen av amerikanere og briter ville fungere som «en pant på viljen» til de to
landene, slik utenriksminister Lange formulerte det (Stortinget, 1951a, s. 8). Det
ville bidra til å sikre at de kom Norge til unnsetning. Norske myndigheter ønsket en regional kommando i Norge, men fryktet sam
tidig at dersom nordregionen ble begrenset til bare norsk territorium, kunne den
lett bli nedprioritert. Norge søkte derfor å knytte forsvaret av Norge til forsvaret av
kontinentet. Utfallet ble igjen positivt med norske øyne: Nordkommandoen (Allied
Forces Northern Europe, AFNORTH) fikk til slutt ansvaret for Norge, Danmark og
de danske stredene, samt den nordligste tyske delstaten Schleswig-Holstein (Pedlow,
2010, s. 7). Gitt betydningen av havområdene utenfor Norge for forsvaret av landet,
førte Norge en aktiv politikk også overfor NATOs Atlanterhavskommando (Allied
Command Atlantic, ACLANT). Norge søkte aktivt å involvere seg i ACLANT, og
å involvere ACLANT i forsvaret av Norge. Et viktig mål var å sikre et best mulig 62 Forsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NATO samarbeid mellom ACLANT og Europakommandoen (Allied Command Europe,
ACE). Én grunn til dette var at ACLANT i krig hadde kommandoen over marine
infanteriavdelinger som mot slutten av den kalde krigen hadde Norge som prioritert
innsatsområde. Brudd og kontinuitet Slutten av den kalde krigen og den sikkerhetspolitiske utviklingen i tiårene siden
har medført store endringer også for NATOs kommandostruktur (se Hilde, 2018). Utviklingen har derigjennom hatt stor betydning for de tradisjonelle norske målene
som ble utfordret av endringene i NATOs oppgaver. Integrasjonsmålet var det før
ste som kom under press. Allerede i 1994 ble Nordkommandoen lagt ned og fra
1994–99 var Norge en del av ansvarsområdet for NATOs nordvestlige kommando
lokalisert i Storbritannia. Norge hadde ikke lenger den samme, fysiske «pant på viljen»
til sine viktigste allierte. Koblingen til kontinentet forsvant også under nordvestkom
mandoen, men kom tilbake i 1999–2003 da Norge ble del av en ny Regionkom
mando nord i Nederland. Også avskjermingstiltakene ble over tid stadig vanskeligere å opprettholde. Kravene om norsk samtykke og norsk sjef i linjen ble videreført ved at de i 1994
ble stilt direkte til sjefene for Europa- og Atlanterhavskommandoen. Tross dette
viste det seg raskt å være vanskelig å bevare en norsk sjef i kommandolinjen. På
1990-tallet lykkes Norge med å opprettholde norske hovedkvarter i kommandokje
den. Den faktiske rollen disse ville ha i krise og krig, ble imidlertid etter hvert svært
begrenset (Børresen, Gjeseth & Tamnes, 2004, s. 148). Etter angrepet på USA den
11. september 2001 akselererte omstillingen av NATO. I en ny, omfattende omstil
ling av kommandostrukturen ble det gjenværende NATO-hovedkvarteret i Norge
foreslått nedlagt. Norske myndigheter innså at målet om en norsk sjef i linjen ikke
lenger var realistisk og oppga ambisjonen. Delvis av denne grunn, men også gitt
andre endringer, ble restriksjonene satt i 1953/67 og 1970 lite hensiktsmessige som
sådan. De ble derfor opphevet i 2006. De tradisjonelle norske målene fikk imidlertid en renessanse da den sik
kerhetspolitiske situasjonen endret seg i Europa. Den russiske intervensjonen i
Georgia i 2008 og særlig anneksjonen av Krim og intervensjonen i Ukraina i
2014 var viktige vendepunkt. I omstillingene av kommandostrukturen som fulgte
i 2010–11 og 2017–18, arbeidet Norge for gjeninnføring av regionalt ansvar i
kommandostrukturen; et ansvar som gradvis hadde blitt fjernet (Børresen, Gje
seth & Tamnes, 2004, s. 148). Hensikten var prinsipielt den samme som da
Hauge kjempet for Nordkommandoen: Å sikre bedre kunnskap om utviklingen
i norske nærområder, slik at kommandostrukturen bedre og raskere kan reagere
på utfordringer der. Norske myndigheter søkte videre å gi nasjonale hovedkvar
ter en større rolle. Avskjerming Invitasjon og integrasjon var speilet av avskjerming. Det første konkrete uttrykket
kom i form av svaret på en sovjetisk note vinteren 1949. Noten stilte spørsmålet om
Norge ville forplikte seg til å opprette militære fly- og flåtebaser, implisitt amerikanske
baser, dersom landet ble med i Atlanterhavspakten. Det norske svaret ble kjent som
baseerklæringen og var at Norge ikke ville tillate «baser for fremmede makters strids
krefter på norsk territorium så lenge Norge ikke er angrepet eller utsatt for trusler
om angrep.» (Holst, 1967, s. 66) Beslutningen om tettere å integrere «fellesforsvaret» i Europa gjennom en felles
kommandostruktur, skapte et behov for å tydeliggjøre at basepolitikken ikke var til
hinder for en viss alliert tilstedeværelse også i fredstid. I februar 1951 presiserte for
svarsminister Hauge derfor basepolitikken i en redegjørelse for Stortinget (1951c:
286). Hauge nevnte ikke hovedkvarter spesifikt da det ennå ikke var klart at en kom
mando ville bli opprettet i Norge. Basepolitikken ble tross det fra 1951 «forstått og
praktisert slik at» den ikke hindret «anlegg for kommando, kontroll og kommunika
sjon», slik Forsvarsdepartementet (1977: 4) senere understreket. Norsk avskjerming overfor kommandostrukturen tok dermed en annen form. Målet var som nevnt var å sikre norsk kontroll eller størst mulig norsk påvirkning. Norske myndigheter søkte å oppnå dette på to måter. Den første var direkte å
avgrense Nordkommandoens handlingsrom. I 1953 satte norske myndigheter krav
til sjefen for AFNORTH om norsk samtykke for beslutninger om å bombe norsk
territorium, sende norske soldater utenfor kommandoens ansvarsområde og å iverk
sette operasjoner som avvek vesentlig fra godkjente planer (Skogrand, 2004, s. 201). Ordningen ble stadfestet i 1967, og i 1970 ble tilsvarende begrensinger satt for avgi
velse av kommando over norske styrker til sjefen for allierte sjøstridskrefter øst i
Atlanterhavet (Eastern Atlantic Area, EASTLANT). Den andre måten var å sikre norsk kontroll gjennom å ha norske offiserer i
kommandokjeden. De norske kravene av 1953/67 og 1970 inneholdt en betin
gelse om at operasjoner i Norge skulle ledes av en norsk sjef (Børresen, Gjeseth &
Tamnes, 2004, s. 55). Hovedkvarterene underlagt AFNORTH var på linje med dette
norske hovedkvarter ledet av en norsk sjef som hadde en rolle både i NATOs og
nasjonal kommandostruktur. Tilsvarende fikk de norske hovedkvarterene etter 1970
ansvar for operasjoner med maritime fly og ubåter i havet utenfor Norge på vegne av
Atlanterhavskommandoen.2 63 Paal Sigurd Hilde Paal Sigurd Hilde Brudd og kontinuitet Også her var hensikten tradisjonell, selv om formen var mer
indirekte: å gi Norge innflytelse på planleggingen for og utøvelsen av eventu
elle operasjoner i Norge og norske områder. I motsetning til under den kalde
krigen har Norge ikke søkt å innføre formaliserte begrensinger. I god tradisjon
har norske myndigheter også tatt til orde for å styrke den maritime delen av
kommandostrukturen. 64 Forsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NATO Allierte forsterkninger, øving og trening Parallelt med innsatsen knyttet til kommandostrukturen søkte norske myndigheter
å sikre at allierte styrker kom landet til unnsetning i krise og krig. Norge balanserte
avskjermingen i basepolitikken med en invitasjonspolitikk for å sikre forpliktelser
om forsterkninger både i NATOs planverk og fra allierte avsenderland. Videre vektla
norske myndigheter at styrkene måtte forberedes for innsats i krig gjennom trening
og øving i fred. Forhåndslagring av materiell for å sikre rask overføring til Norge, var
et annet grep som over tid fikk økt betydning. Slutten av den kalde krigen begrenset raskt hva Norge kunne oppnå gitt at
NATOs og alliertes oppmerksomhet vendte seg mot nye oppgaver. Det ledet Norge
til å justere balansen mellom invitasjon og avskjerming. Som med kommandostruk
turen har den endrede sikkerhetspolitiske situasjonen i det siste tiåret ført til en
renessanse for den tradisjonelle norske tilnærmingen. Avskjerming Våren 1949 gjorde forsvarsminister Hauge det klart at Norge ville begrense alliert
aktivitet nord i Norge generelt, og i Finnmark og på Svalbard spesielt. Som med
basepolitikken var begrensningen ment å kompensere for medlemskapet i Atlanter
havstraktaten ved å sikre at «provokasjonsmomentet» overfor naboen i øst ble minst
mulig (Eriksen & Pharo, 1997, s. 32–33). Ut over 1950- og 60-tallet formulerte
norske myndigheter en rekke konkrete restriksjoner på aktivitet på norsk landterri
torium og på luft- og sjøaktivitet som berørte Norge (for detaljer se Moen, 1998). For aktivitet til havs og i luften ble den 24. østlige lengdegrad, som går like øst for
Hammerfest, en viktig grense. Den norske balanseringen av integrasjon med avskjerming av alliert tilstede
værelse og aktivitet ble justert gjentatte ganger. Hauge presiserte i februar 1951 at
basepolitikken ikke var til hinder for «militære anlegg» som skulle sikre at Norge
kunne «ta imot og underholde på effektivt vis allierte stridskrefter som overføres til
Norge», eller for «allierte samøvinger eller […] kortvarige besøk» (Stortinget, 1951c,
s. 286). Mens Norge avviste mer omfattende amerikanske planer om stasjonering av
flystyrker, ga presiseringen rom for å godta SAC-installasjonene. Den første store
NATO-øvelsen som inkluderte Norge, øvelse Mainbrace i 1952, ble på den annen
side underlagt klare restriksjoner. Allierte sjøstyrker fikk for eksempel ikke operere
nord av Narvik (68° nord) (Skogrand, 2004, s. 196). Også senere konkretiseringer og justeringer var hendelsesdrevne. Det mest
kjente eksempelet er etterretningsflyet U-2 som ble skutt ned i 1960 på vei fra
Karachi i Pakistan til Bodø (Tamnes, 1991, s. 116–136). Hendelsen førte til en inn
skjerping av regelen fastsatt første gang i 1955 om alliert fly- og sjøaktivitet øst for
24° lengdegrad. En forespørsel om å øve AMF-styrken i Finnmark i 1964 førte til
svarende til en tydeliggjøring av at allierte bakkestyrker ikke kunne trene og øve i
Finnmark. Over tid utviklet de selvpålagte restriksjonene seg til et detaljert sett med
regler for hvor mange soldater og fly som kunne oppholde seg i Norge til enhver tid,
hvor lenge og hvor de kunne oppholde seg, samt hvilke typer fly og avdelinger som
ikke var velkomne (Børresen, Gjeseth & Tamnes, 2004, s. 58). På 1970-tallet kom spørsmål opp om forhåndslagring av tyngre utstyr for allierte
bakkestyrker knyttet til deres planlagte bruk i Norge. Tidligere avtaler hadde stort
sett omfattet drivstoff, ammunisjon og reservedeler for fly og fartøy. Integrasjon Mens målet om å få et alliert hovedkvarter til Norge ble oppnådd relativt rask, tok
det lang tid før norske myndigheter fikk konkrete forpliktelser om forsterkninger. I
de første årene av den kalde krigen ble tilgjengelige styrker prioritert til kontinentet. Norge lå i et kontinentalt perspektiv ikke i fremste linje. Planene antok videre at der
som Norge ble angrepet, så var det umulig å forsvare mer enn en liten del av landet
(Gjeseth, 2012, s. 95–97). Norge kunne følgelig ikke regne med allierte forsterknin
ger av særlig omfang. I denne fasen var det i hovedsak det amerikanske luftforsvaret som viste
interesse. Formålet var dels å bruke flyplasser i Sør-Norge for operasjoner over og
mot kontinentet og dels å støtte operasjoner med strategiske bombefly. Ordnin
gen med Strategic Air Command (SAC) som varte frem til slutten av 1950-tallet,
inkluderte opprettelsen av sambandsstasjoner på Sola, Gardermoen og senere Bodø
(Skogrand & Tamnes, 2001, s. 75–95). Interessen illustrerer at det foruten norske
invitasjoner også tidvis har vært påtrykk fra allierte. Det er det eksempler på gjen
nom hele perioden frem til i dag. Styrkingen av NATOs konvensjonelle styrkestruktur ga over tid større rom for
også å forsterke flankene. På 1960-tallet fikk flere avdelinger nordflanken som mulig
innsatsområde. De var imidlertid stort sett små og lett utstyrt og hadde begren
set militær verdi. En var Europakommandoens mobile styrke (ACE Mobile Force,
AMF) som ble opprettet i 1960–61. AMF var en liten, flernasjonal avdeling som
skulle settes inn på flankene for å avskrekke ved å vise NATOs flaggborg, fremfor å
vinne slag (Skogrand, 2004, s. 185). Mot slutten av 1970- og 80-tallet endret imidlertid situasjonen seg av flere
årsaker. Den økende strategiske betydningen av Nordflåten på Kola, amerikansk
sjømilitær opprustning og innføringen av en ny amerikansk maritim strategi som
vektla å angripe Nordflåten i nord, var viktigst. Mot slutten av 1980-tallet, da omfanget 65 Paal Sigurd Hilde av forsterkninger med Norge som høyest prioritert innsatsområde var på sitt største,
omfattet de omlag 24 tusen soldater og 200–300 fly (Tamnes & Eriksen, 1999, s. 19). Marineinfanteriavdelinger fra Storbritannia, Nederland og ikke minst USA var vik
tige, hvorav det amerikanske marinekorpsets Andre ekspedisjonsstyrke (II Marine
Expeditionary Force, II MEF) var den mest slagkraftige. Brudd og kontinuitet Den kalde krigens slutt førte i løpet av få år til store endringer i NATOs og allierte
forsvars- og forsterkningsplaner, og i alliert trening, øving og annen aktivitet. Det
omfattende og konkrete forsterkningsplanverket som omfattet Alliansen som sådan,
ble erstattet av et løsere og mer fleksibelt planverk for flankene. Allierte forsvar ble
redusert i størrelse, nye oppgaver kom til og interessen falt for både å øremerke styr
ker for innsats i Norge og å forhåndslagre materiell (Børresen, Gjeseth & Tamnes,
2004, s. 151–153). Norske myndigheter arbeidet iherdig for å bevare forpliktelser til Norge i NATO
og fra allierte. Dette omfattet forsterkningsplanverket, men også fortsatt alliert tre
ning og øving i Norge. NATO hadde på 1960-tallet etablert øvelses-serier som jevn
lig ble avholdt i Norge frem til 1990-tallet (Skogrand, 2004, s. 186). AMF-styrken
hadde Express-serien og ACLANT Teamwork-serien. Også andre maritime øvelser,
som Ocean Safari-serien fra 1975, var av stor betydning for Norge (Børresen, Gje
seth & Tamnes, 2004, s. 101). Omfanget av øvelsene økte kraftig på 1980-tallet. På
1990-tallet var trenden motsatt og den ble forsterket ytterligere etter den 11. sep
tember 2001. Både antallet NATO-ledede øvelser og interessen og ressursene for å
delta i dem falt. For å kompensere opprettet Norge nasjonale øvelser dit allierte ble
invitert, herunder Joint Winter fra 2000–2004 og Cold Response fra 2006. Tross dette
fortsatte den negative trenden på 2000-tallet (Tveiten, 2016, s. 39–41). Ønsket om å opprettholde alliert trening og øving i Norge var en hoved-
beveggrunn for justeringen av de selvpålagte restriksjonene i 1995. Regjeringen ville
«legge forholdene til rette for» at det fortsatt var «attraktivt for allierte styrker å øve
i Norge» (Forsvarsdepartementet, 1995, s. 23). Rustningskontrollavtaler og samar
beid med NATO-partnere var andre argumenter for hvorfor de selvpålagte restrik
sjonene delvis hadde blitt uhensiktsmessige. Endringene innbar at restriksjonene nå
gjaldt «all utenlandsk militær virksomhet i Norge» og ikke bare alliert, at de mange,
konkrete reglene ble erstattet av generelle retningslinjer, samt at «de særlige begren
singene for Finnmark [ble] gjort lempeligere og lettere å praktisere.» (ibid.) Endringen i den sikkerhetspolitiske situasjonen på slutten av 2000-tallet skapte
som nevnt en renessanse for den tradisjonelle norske tilnærmingen. Etter 2014 for
sterket norske myndigheter sin innsats for å sikre norske interesser i utarbeidelsen av
NATOs planverk og å legge til rette for allierte forsterkninger til Norge. Avskjerming Det var nok en
viktig grunn til at Forsvarsdepartementet (1977, s. 4) presiserte at de selvpålagte
restriksjonene ikke hindret etablering av «lagre av ammunisjon og utstyr, forsyninger 66 Forsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NATO o.l. for allierte styrker.» Presiseringen åpnet for en omfattende avtale i 1981 om for
håndslagring for det amerikanske marinekorpset (Stortinget, 1980). Også her var
det en balanse, imidlertid. Den opprinnelige anbefalingen var at lagrene skulle leg
ges i Nord-Norge, men etter en heftig debatt falt valget på Trøndelag (Tamnes &
Eriksen, 1999, s. 24). Brudd og kontinuitet Interessen
for forhåndslagring av utstyr har økt til gamle høyder, og det samme har interessen
for å delta på øvelser. Øvelsen Trident Juncture 2018 var et tydelig uttrykk for det. 67 Paal Sigurd Hilde Paal Sigurd Hilde Dagens ambisjoner knyttet til II MEF har flere likhetstrekk med planene på slutten
av den kalde krigen. Den nye given i invitasjonspolitikken har ikke blitt balansert av nye avskjer
mingstiltak. Reglene som ble løsnet på i 1995, har ikke blitt strammet inn igjen,
men derimot løsnet ytterligere. Det tydeligste eksempelet er beslutningen i 2016
om å etablere en roterende tilstedeværelse av Marinekorpset; en beslutning som
hadde bakgrunn i et amerikansk initiativ (Aftenposten, 2016). Jevnlig og hyppig
øving og trening i Norge har funnet sted i flere tiår. Britiske Royal Marines’ årlige
Exercise Clockwork feiret femtiårsjubileum i januar 2019 (ABC Nyheter, 2019). Til
stedeværelsen av deres amerikanske kollegaer har imidlertid et enda mer permanent
preg, i form av en kontinuerlig tilstedeværelse av stridsstyrker, som er ny i norsk
etterkrigshistorie. Oppsummering Beslutningen om å gå inn i NATO og det integrerte militære samarbeidet var
utgangspunktet for Norges sikkerhetspolitiske balansegang. Hensynet til å berolige
Sovjetunionen, samt sikre støtte i hjemlig opinion, var hovedargumentene for de
selvpålagte restriksjonene. Behovet for å sikre troverdig avskrekking tross restriksjo
nene var igjen grunnlag for invitasjonspolitikken. Slik ser norske myndigheter det
fortsatt. Som regjeringen vektla i 2018: «Alliert forsterkning for å forsvare Norge må
være troverdig og bærekraftig. [… Det] er en forutsetning for basepolitikken, som
nettopp innebærer et avkall på […] beredskap» (regjeringen.no, 2018). Som fremstillingen over viser, er det stor grad av kontinuitet i den norske balan
segangen. Dagens tilnærming er i prinsipp den samme som under den kalde krigen. Vi finner imidlertid også brudd som i hovedsak har blitt utløst av endrede rammer. Slutten av den kalde krigen innebar den mest omfattende endringen, men etable
ringen av NATOs organisasjon på 1950-tallet, den 11. september 2001 og den nye
spenningen i Europa særlig etter 2014, var alle betydningsfulle. Endringene i de
sikkerhetspolitiske rammene har tvunget frem, eller åpnet for, justeringer av balanse
gangen for å sikre at de rådende oppfatningene om behovet for å sikre alliert støtte,
å ta hensynet til naboen i øst og å opprettholde støtte i hjemlig opinion ble ivaretatt. I perioder der norske interesser har stemt overens med våre alliertes, som på 1970-
og 80-tallet og i perioden etter 2014, har oppgaven med å finne en ny balanse vært
relativt smertefri. I perioder der Norge har svømt mot strømmen i NATO, som på
1990-tallet, har den vært krevende. Bruddene har tatt form av justeringer av de konkrete selvpålagte restriksjonene
på den ene siden og gjerne en forsterket invitasjonspolitikk på den andre. Også her
er det en kontinuitet. Presiseringene i 1951 og 1977 åpnet for integrasjon ved å tyde
liggjøre hva som ikke var ekskludert av de selvpålagte restriksjonene. Det samme,
om enn på en mindre formell måte, gjorde regjeringens vektlegging av at Mari
nekorpsets tilstedeværelse er «godt innenfor etablerte retningslinjer og ikke minst 68 orsvar vår dyd, men kom oss ikke for nær. Norge og det militære samarbeidet i NAT basepolitikken», slik utenriksminister Ine Eriksen Søreide formulerte det (nrk.no,
2018). Sammen med den mer omfattende justeringen av restriksjonene i 1995
avtegner det seg en gradvis glidning mot mindre avskjerming og mer integrasjon;
med andre ord mot mer avskrekking og mindre beroligelse. Om forfatteren Paal Sigurd Hilde er førsteamanuensis ved Forsvarets høgskole, Institutt for for-
svarsstudier. Oppsummering Forklaringen er nok i
stor grad knyttet til endringer i oppfatninger om alliert interesse og støtte, trussel fra
øst, og politiske synspunkter i Norge. Om historien er en læremester, kan den økte allierte interessen for og aktivi
teten i Norge i de siste årene – den økte integrasjonen – fort bli søkt balansert av
avskjermingstiltak, for eksempel ved et regjeringsskifte. Lite tyder på at Jens Chris
tian Hauges ord om å forsvare vår dyd, men ikke trå oss for nær vil bli avleggs i norsk
sikkerhetspolitikk i nær fremtid. Paal Sigurd Hilde Paal Sigurd Hilde Stortinget (1951b). Referat fra Den utvidede utenriks- og konstitusjonskomite, 29. juni, stortinget.no. Stortinget (1951c). Stortingstidende inneholdende femognittiende ordentlige Stortings forhandlinger 1951, st
no. Stortinget (1980). Innst. S. nr. 139 (1980–81). Om samtykke til undertegning av en rammeavtale mello
og Amerikas Forente Stater vedrørende alliert militær forhåndslagring i og forsterkning av Norge, storti g
(
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)
y
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og Amerikas Forente Stater vedrørende alliert militær forhåndslagring i og forsterkning av Norge, stortinget.no Sverdrup, J. (1996). Norsk utenrikspolitikks historie: Inn i storpolitikken 1940–1949. Bind 4. Oslo: Universite
tsforlaget. Tamnes, R. (1987). Integration and screening: the two faces of Norwegian alliance policy, 1945–1986. I
Forsvarsstudier, årg. VI, s. 59–100. Tamnes, R. (1991). The United States and the Cold War in the High North. Oslo: Ad Notam. Tamnes, R. & Eriksen, K. E. (1999). Norge og NATO under den kalde krigen. NATO 50 å
sikkerhetspolitikk med NATO gjennom 50 år. DNAK, s. 7–38. Tveiten, I. (2016). Allierte forsterkninger og øvelser i Norge 2000–2014. Hvor godt er vi forberedt? Oslo Files,
nr. 3. Tveiten, I. (2016). Allierte forsterkninger og øvelser i Norge 2000–2014. Hvor godt er vi forberedt? Oslo Files,
nr. 3. Bibliografi ABC Nyheter (2019, 28. januar). Prins Harry besøker militærøvelse i Norge. Hentet fra https://www.abcnyheter. no/nyheter/norge/2019/01/28/195496384/prins-harry-besoker-militaerovelse-i-norge. Aftenposten (2016, 10. oktober). USA vil stasjonere 300 soldater i Trøndelag - forsvarskomiteen er ikke
orientert. Hentet fra https://www.aftenposten.no/norge/i/J4Al6/USA-vil-stasjonere-300-soldater-i-
Trondelag---forsvarskomiteen-ikke-orientert. Børresen, J., Gjeseth, G. & Tamnes, R. (2004). Norsk forsvarshistorie 1970–2000: Allianseforsvar i endring. Bind
5. Bergen: Eide forlag. Eriksen, K. E. & Pharo, H. Ø. (1997). Norsk utenrikspolitikks historie: Kald krig og internasjonalisering 1949–1965. Bind 4. Oslo: Universitetforlaget. Forsvarsdepartementet (1977), St. prp. nr. 1 (1977–78). Forsvarsdepartementet (1995), St. prp. nr. 1 (1995–96). Gjeseth, G. (2012). Landforsvarets krigsplaner under den kalde krigen. Oslo: Fagbokforlaget. Hilde, P. S. (2018). Norge og NATOs kommandostruktur. IFS Insights 2018/7. Hilde, P. S. & Widerberg, H. (2014). Norway and NATO. The art of balancing. I R. Allers, C. Masala & R. Tamnes (Red.). Common or divided security? German and Norwegian perspectives on Euro-Atlantic security. Frankfurt am Main: Peter Lang. Holst, J. J. (1966). Norsk sikkerhetspolitikk i strategisk perspektiv. I Internasjonal Politikk, årg. 24
463–490. Holst, J. J. (1967). Norsk sikkerhetspolitikk i strategisk perspektiv. Bind II: Dokumentasjon. Oslo: NUPI. Moen, K. E. (1998). Selvpålagte restriksjoner i nord. Oslo: Forsvarsstudier, nr. 5. NRK (2018, 12. juni). Norge åpner for økt og forlenget amerikansk militær tilstedeværelse. Hentet fra https://
www.nrk.no/troms/norge-apner-for-okt-og-forlenget-amerikansk-militaer-tilstedevaerelse-1.1408
0860. G. W. (2010). The evolution of NATO’s command structure, 1951–2000. SHAPE. Hentet fra https://
pe.nato.int/resources/21/evolution%20of%20nato%20cmd%20structure%201951-2009.pdf. gen.no (2018, 13. juni). Sammen er vi sterke. Hentet fra https://www.regjeringen.no/no/aktuelt/
men_sterke/id2604283/. Skogrand, K. & Tamnes, R. (2001). Fryktens likevekt. Atombomben, Norge og verden 1945–1970. Oslo: Tiden
Norsk Forlag. Skogrand, K. (2004). Norsk forsvarshistorie: Alliert i krig og fred 1940–1970. Bind 4. Bergen: Eide forlag. Stortinget (1951a). Referat fra Den utvidede utenriks- og konstitusjonskomite og Militærkomiteen, 24. april,
stortinget.no. 69 Abstract in English The article builds on the classical interpretations of Norwegian security policy
made by Johan Jørgen Holst and Rolf Tamnes. It portrays Norwegian secu
rity policy as a balancing act between disparate aims: securing support from
allies, fostering low tensions with the Soviet Union/Russia and maintaining
domestic support. The article analyses the Norwegian approach to two areas
of military cooperation in NATO that have been particularly important to
Norway throughout 70 years of NATO membership: the NATO command
structure, and allied presence in and reinforcement of Norway. The two
areas have both been key arenas where Norway has performed its balancing
act, and important for the development of Norwegian policy. Overall, in the
changing international security environment since 1949, Norwegian security
policy has shifted towards more “integration” with NATO and “deterrence”
of the Soviet Union/Russia, and less “assurance” of the Eastern neighbour
and “screening” (limiting) of Allied presence and activity in Norway – to use
Holst’s and Tamnes’ terms. A significant step in this direction was made in
1995 and smaller ones in 1951, 1977 and 2016. Though the balancing point
has thus shifted, the Norwegian emphasis on balancing is still relevant and
very much alive. Keywords: security policy • NATO command structure • training and
exercises • allied reinforcements and self-imposed restrictions 70
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Análisis de preferencias hacia las
acciones de adaptación y
mitigación al cambio climático:
perspectiva del agricultor
en el noroeste de México
Miguel Angel Orduño Torres
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Análisis de preferencias hacia las acciones de adaptación
y mitigación al cambio climático: Perspectiva del
agricultor en el noroeste de México.
Tesis por compendio de publicaciones
Por
MIGUEL ANGEL ORDUÑO TORRES
DIRECTOR
ZEIN KALLAS CALOT, PhD.
INSTITUT DE SOSTENIBILITAT
PROGRAMA DE DOCTORADO EN SOSTENIBILIDAD
UNIVERSITAT POLITÈCNICA DE CATALUNYA
Septiembre 2020
Análisis de preferencias hacia las acciones de adaptación
y mitigación al cambio climático: Perspectiva del
agricultor en el noroeste de México.
Tesis por compendio de publicaciones
Por
MIGUEL ANGEL ORDUÑO TORRES
DIRECTOR
ZEIN KALLAS CALOT, PhD.
INSTITUT DE SOSTENIBILITAT
PROGRAMA DE DOCTORADO EN SOSTENIBILIDAD
UNIVERSITAT POLITÈCNICA DE CATALUNYA
Septiembre 2020
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Curs acadèmic: 2019-2020
Acta de qualificació de tesi doctoral
Nom i cognoms:
Miguel Angel Orduño Torres
Programa de doctorat:
Sostenibilitat
Unitat estructural responsable del programa:
Institut de Sostenibilitat
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Reunit el Tribunal designat a l'efecte, el doctorand / la doctoranda exposa el tema de la seva tesi doctoral titulada
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
AGRADECIMIENTOS
Para la realización de este trabajo quiero agradecer especialmente a mi familia, por la paciencia
que me han tenido a lo largo de estos años. Eternamente a mi campeón, mi niño Maximiliano!
Quiero destacar el apoyo y el agradecimiento infinito a Zein Kallas Calot, por su inestimable
ayuda al dirigir mi tesis, con suma paciencia y dedicación.
También quiero agradecer a todos los que contribuyeron a la culminación de esta tesis.
Gracias a cada uno de vosotros.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
ABSTRACT
Climate change is the most recurrent natural process on a global scale and one of the greatest
challenges of our times; due to the close relationship between society, productive activities and
economic development. One of the productive activities most vulnerable to climate change is
agriculture, which is threatened in the quality and yield of crops and with it, food security worldwide.
Climate variability increases uncertainty in production, affecting the behavior and decisions of
farmers. In this thesis, we analyzed farmers’ preferences towards the mitigation and adaptation
actions to climate change in the northwestern region of Mexico. A Specific emphasis was carried out
on farmers’ technical efficiency, risk and environmental attitudes. The -irrigation district (076) of
Valle del Carrizo in the north of the state of Sinaloa, Mexico was taken as a case study. The data was
collected through a face-to-face survey, conducted with a group of 370 farmers stratified by farm
size, gender and age.
Firstly, farmers’ risk attitudes were analyzed using the hypothetical Multiple Price List (MPL)
Method known as lotteries. This risk behavior was posteriorly related to farmer’ environmental
attitude using the New Ecological Paradigm (NEP). Farmers’ perceptions towards climate change
and their socioeconomic were also highlighted. The results showed a risk level of 0.32, according to
the constant relative risk aversion coefficient (CRRA), placing farmers in the region as a risk-averse
group. The heterogeneity analysis showed that farmers who received economic support and used it in
structural investment at the farm level were more risk-tolerant; respect to the gender, women were
more risk-tolerant than their counterparts (risk tolerant: 61% women and 39% men). Farmers “above
60 years of age” had a lower risk aversion on average, compared to farmers in the range of 41 to 60
years’ old, who were more conservative, with a higher level of risk aversion.
Secondly farmers' preferences towards climate change mitigation and adaptation actions were
analyzed using the Analytical Hierarchy Process (AHP) methodology. Preferences were related to
their stated risk attitudes, environmental beliefs and characteristics. The results showed that farmers'
environmental beliefs and perceptions of farmers such as “the use of less polluting machinery” and
“investment in improving irrigation infrastructure” were the most preferred climate change mitigation
and adaptation actions for farmers from the study region. The environmental opinions analyzed
allowed to identify farmers’ ecocentric and anthropocentric attitudes, highlighting the commitment
of most farmers to the sustainable use of natural resources.
Thirdly, the technical efficiency (TE) of agricultural producers was analyzed using the Stochastic
Frontier (SF) method. The results showed the average efficiency levels (57%) for three identified
groups of farmers: high TE (15% of the farmers), average TE (72%) and low TE (13%). The level of
efficiency was related to their risk attitudes, their preferences on climate change mitigation and
adaptation actions, and their perception of climate change. The results showed a relationship between
the preferred adaptation actions against climate change. Farmers who showed greater TE preferred
the action "change crops", while less efficient farmers preferred to "invest in irrigation infrastructure".
ii
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
As part of the findings of this research, we found that it is necessary to involve farmers in making
agricultural public policy decisions, making them aware of the effects of climate change on
production in accordance with the declarations of sustainable development related to the environment.
Key words: stated risk, farmers’ preferences, climate change, adaptation, mitigation, technical
efficiency, environmental attitudes, sustainability.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
RESUMEN
El cambio climático es el proceso natural más recurrente a escala mundial y uno de los mayores
desafíos de nuestro tiempo; debido a la estrecha relación entre sociedad, actividades productivas y
desarrollo económico. Una de las actividades productivas más vulnerables al cambio climático es la
agricultura, que se ve amenazada en la calidad y rendimiento de los cultivos y con ella, la seguridad
alimentaria a nivel mundial. La variabilidad climática aumenta la incertidumbre en la producción,
afectando el comportamiento y las decisiones de los agricultores. En esta tesis analizamos las
preferencias de los agricultores hacia las acciones de mitigación y adaptación al cambio climático en
la región noroeste de México. Se hizo especial hincapié en la eficiencia técnica, el riesgo y las
actitudes medioambientales de los agricultores. Se tomó como estudio de caso el distrito de riego
(076) del Valle del Carrizo en el norte del estado de Sinaloa, México. Los datos se recopilaron a
través de una encuesta cara a cara, realizada con un grupo de 370 agricultores estratificados por
tamaño de finca, género y edad.
En primer lugar, se analizaron las actitudes frente al riesgo de los agricultores mediante el método
hipotético de lista de precios múltiples (MPL) conocido como loterías. Este comportamiento de riesgo
se relacionó posteriormente con la actitud ambiental de los agricultores utilizando el Nuevo
Paradigma Ecológico (NEP). También se destacaron las percepciones de los agricultores sobre el
cambio climático y su situación socioeconómica. Los resultados mostraron un nivel de riesgo de 0.32,
de acuerdo con el coeficiente de aversión al riesgo relativo constante (CRRA), colocando a los
agricultores de la región como un grupo adverso al riesgo. El análisis de heterogeneidad mostró que
los agricultores que recibieron apoyo económico y lo utilizaron en inversiones estructurales a nivel
de finca eran más tolerantes al riesgo; Respecto al género, las mujeres fueron más tolerantes al riesgo
que sus contrapartes (tolerantes al riesgo: 61% mujeres y 39% hombres). Los agricultores "mayores
de 60 años" tenían una menor aversión al riesgo en promedio, en comparación con los agricultores
en el rango de 41 a 60 años, que eran más conservadores, con un mayor nivel de aversión al riesgo.
En segundo lugar, se analizaron las preferencias de los agricultores hacia las acciones de mitigación
y adaptación al cambio climático utilizando la metodología del Proceso de Jerarquía Analítica (AHP).
Las preferencias fueron relacionadas con sus actitudes de riesgo declaradas, creencias y actitudes
ambientales. Los resultados mostraron que las creencias y percepciones ambientales de los
agricultores como “el uso de maquinaria menos contaminante” y “la inversión en mejora de la
infraestructura de riego” fueron las acciones de adaptación y mitigación del cambio climático de
mayor preferencia para los agricultores de la región de estudio. Las opiniones ambientales analizadas
permitieron identificar las actitudes ecocéntricas y antropocéntricas de los agricultores, destacando el
compromiso de la mayoría de los agricultores con el uso sostenible de los recursos naturales. En tercer
lugar, se analizó la eficiencia técnica (TE) de los productores agrícolas utilizando el método de
Frontera Estocástica (SF). Los resultados mostraron los niveles de eficiencia promedio (57%) para
tres grupos identificados de agricultores: TE alto (15% de los agricultores), TE medio (72%) y TE
bajo (13%). El nivel de eficiencia se relacionó con sus actitudes de riesgo, sus preferencias en las
acciones de mitigación y adaptación al cambio climático y su percepción del cambio climático. Los
resultados mostraron una relación entre las acciones de adaptación preferidas frente al cambio
climático. Los agricultores que mostraron mayor TE prefirieron la acción "cambiar cultivos",
mientras que los agricultores menos eficientes prefirieron "invertir en infraestructura de riego".
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Como parte de los hallazgos de esta investigación, encontramos que es necesario involucrar a los
agricultores en la toma de decisiones de política pública agrícola, sensibilizándolos sobre los efectos
del cambio climático en la producción de acuerdo con las declaraciones de desarrollo sostenible
relacionadas con el medio ambiente.
Palabras clave: riesgo declarado, preferencias de los agricultores, cambio climático, adaptación,
mitigación, actitudes ambientales, sostenibilidad.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Contenido
AGRADECIMIENTOS ..................................................................................................................................................... i
ABSTRACT ........................................................................................................................ ¡Error! Marcador no definido.
RESUMEN ....................................................................................................................................................................... iv
CAPÍTULO 1 INTRODUCCIÓN Y ANTECEDENTES .............................................................................................. 1
1.1
Introducción ..................................................................................................................................................... 2
1.2
Objetivos principales ........................................................................................................................................ 5
1.3
Enfoque metodológico y estructura de la tesis ................................................................................................ 7
1.4
Bibliografía ..................................................................................................................................................... 10
CAPÍTULO 2 RESULTADOS Y CONCLUSIONES .................................................................................................. 14
2.1
Resultados Globales ....................................................................................................................................... 15
2.2
Conclusiones................................................................................................................................................... 22
2.3
Bibliografía ..................................................................................................................................................... 26
CAPÍTULO 3 LAS PUBLICACIONES ....................................................................................................................... 29
3.1.
Primera publicación: Analysis of Farmers’ Stated Risk Using Lotteries and Their Perceptions of Climate
Change in the Northwest of Mexico ........................................................................................................................... 30
3.2.
Segunda Publicación: Farmers’ environmental perceptions and preferences regarding climate change
adaptation and mitigation actions – towards a sustainable agricultural system in México...................................... 31
3.3.
Tercera Publicación: Is Technical Efficiency Affected by Farmers’ Preference for Mitigation and
Adaptation Actions against Climate Change? A Case Study in Northwest Mexico .................................................. 32
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
CAPÍTULO
INTRODUCCIÓN Y
ANTECEDENTES
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
1.1 Introducción
Existen múltiples evidencias que indican que la agricultura siempre ha sido un pilar económico
y social fundamental en todo el mundo, sin embargo, el sector agrícola es un importante emisor
de gases de efecto invernadero (GEI), que afectan el cambio climático (CC) (Yue, et al., 2017)
(Rivera y Di Paola, 2013). El cambio climático es uno de los mayores desafíos de nuestros
tiempos. Este fenómeno (CC) se refiere a la variación a largo plazo del clima, generado por
causas naturales o acciones humanas que distorsionan los parámetros climáticos, como la
temperatura y la precipitación (MAPAMA, 2018). El cambio climático según la Convención
Marco sobre Cambio Climático se refiere a un cambio en el clima que se atribuye directa o
indirectamente a la actividad humana que altera la composición de la atmósfera global y se
produce además de la variabilidad natural del clima observado durante períodos de tiempo
comparables. (IPCC, 2014). La relación entre la sociedad, la agricultura y el desarrollo
económico en las zonas rurales está estrechamente vinculada a las consecuencias del cambio
climático (Valladolid, 2017).
Hay escenarios climáticos que enfatizan que un mayor aumento de la temperatura es predecible
en tierra y en el mar, lo que tendrá consecuencias en las actividades agrícolas (Galindo, et al.,
2014). Es importante destacar, que la agricultura en las regiones de África y América Latina es
más vulnerable al cambio climático debido a su posición geográfica en el mundo (Cline, 2007;
Bermúdez, 2000 y Ortiz, 2012). Asimismo, la relación entre el cambio climático y la agricultura
es compleja, dado que esta última depende de la variación de la temperatura y los niveles de
precipitación, así como de los aumentos de factores extremos, tales como; sequías, huracanes,
inundaciones, incendios forestales, etc. (Vargas, 2007). El clima es el componente más
importante en la práctica de actividades agrícolas y está afectando continuamente las decisiones
de los agricultores, principalmente al incrementar la incertidumbre en la producción (Rivera y
Di Paola, 2013).
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Por otro lado, las percepciones son un elemento clave de los sistemas sociales que influyen en
las actitudes y respuestas al cambio climático, impactando en la toma de decisiones y la
gobernanza a corto y largo plazo. (Soubry, et al., 2020). Por lo tanto, las percepciones de los
agricultores sobre el cambio climático desempeñan un papel cada vez más importante en la
producción agrícola y en las decisiones de los agricultores a nivel de finca (Bonatti, 2011;
Makuvaro, et al., 2018 y Zhai, et al., 2018).
Es importante señalar que se han implementado diversas acciones de mitigación y adaptación
al cambio climático en los últimos veinte años (Ortiz, 2012). Las acciones de adaptación
incluyen cambios en el cultivo y / o cultivos alternativos y mayores inversiones en
infraestructura de riego (Galindo, et al., 2014). Además, varios estudios sugieren que las
prácticas agrícolas tradicionales representan una herramienta para la adaptación, mediante el
uso de variedades tolerantes a la sequía, policultivos, deshierbe oportuno, recolección de plantas
silvestres, entre otras técnicas. Estas medidas buscan fortalecer la agricultura moderna a través
de prácticas sostenibles para ajustar las experiencias agrícolas, que a su vez permitirán la
conservación de la agricultura tradicional. (Altieri y Nicholls, 2008) (Galindo, et al., 2014)
Existe evidencia de que los recursos hídricos son vulnerables al cambio climático y que las
consecuencias para la sociedad y los ecosistemas dependen de las medidas de adaptación.
(Adger, 2007). El estrés hídrico y una demanda exacerbada de agua para el riego son, en
resumen, los impactos más probables a escala mundial, en el sector agrícola.
Por otro lado, el Panel Intergubernamental sobre Cambio Climático (IPCC) define la mitigación
como la "intervención antropogénica para reducir las fuentes o mejorar los sumideros de gases
de efecto invernadero".
Mitigar el cambio climático no es solo una tarea para los agentes de la cadena productiva o los
agricultores. Es una tarea conjunta que debe comenzar con las instituciones públicas y su
3
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
participación en ella. Las políticas agrarias que promueven una agricultura sostenible y menos
intensiva conducirían a mitigar el cambio climático (Rivera y Di Paola, 2013)
La fertilización representa un aspecto destacado en la mitigación del cambio climático, en
términos de sus repercusiones negativas que afectan la productividad de los cultivos. Sin
embargo, todavía hay dudas sobre los posibles beneficios, dado que las múltiples interacciones
y los factores de estrés no se incorporan a los modelos actuales. (Ocampo, 2011)
Un aspecto importante para destacar es el concepto de "vulnerabilidad de los cultivos", ya que,
al ser diferentes en cada región, las tecnologías aplicadas también cambian; dependiendo de la
inestabilidad climática natural debido a alteraciones en los regímenes de lluvia y viento y la
incidencia de eventos extremos (Ocampo, 2011). La alta vulnerabilidad de la región
latinoamericana tiene una baja capacidad de adaptación a los desastres naturales consecuencia
del cambio climático (Honty, 2007), debido a la escasa disposición de recursos económicos,
materiales, científicos y tecnológicos para compensar los costos asociados con la adaptación.
Cabe señalar que la baja capacidad de reacción política paga muy poco las implicaciones del
cambio climático (Honty, 2007). Esta vulnerabilidad se entiende como la probabilidad de que
una comunidad sufra daños materiales y humanos ante desastres naturales según la CEPAL y
el BID, dependiendo de la fragilidad de su infraestructura, vivienda, actividades productivas,
nivel de organización, sistemas de alerta, progreso político e institucional, es por eso por lo que
la agricultura es un sector clave, donde la variabilidad del clima se traduce en el impacto en la
alimentación, el estilo de vida, los ingresos y la seguridad alimentaria. Existen múltiples
factores que afectan la vulnerabilidad en las zonas rurales, sin embargo, el clima no parece ser
el principal (Alfaro, 2017).
En el caso de México, dado su espacio geográfico, sus escenarios climáticos y su orografía,
ocurren eventos hidrometeorológicos extremos con graves consecuencias, donde el territorio
más afectado suele ser la zona costera, las zonas de inundación y las laderas de las montañas.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Además de lo anterior, se espera que la sequía meteorológica crezca en ciertas regiones; se han
presentado cambios en el 50% del entorno forestal (Zamora, 2015). Además, se prevé que la
agricultura de secano se reducirá severamente.
Un punto que se considera relevante es que el gobierno mexicano acepta la existencia del
cambio climático en la geografía nacional; por lo que considera necesario aplicar acciones que
le permitan adaptarse en sus diferentes regiones. (Zamora, 2015)
En México, las Áreas Naturales Protegidas (ANP) han ganado notoriedad porque la adaptación
al cambio climático de sus ecosistemas y poblaciones contribuye a la mitigación de los efectos
adversos del mismo (Zamora, 2015)
1.2 Objetivos principales
Tomando como base lo anterior, para llevar a cabo el análisis de la agricultura, fue tomado
como caso de estudio, la región agrícola que comprende el distrito de riego 076 del Valle del
Carrizo, el cual, se encuentra ubicado en el norte del estado de Sinaloa, México, y que, desde
la perspectiva del agricultor, sus preferencias de adaptación y mitigación a través del análisis
del riesgo declarado y su nivel de eficiencia técnica, se proponen los siguientes objetivos:
1. Analizar las actitudes de riesgo declaradas de los agricultores en una región agrícola del
noroeste de México, utilizando el método de listas de precios múltiples (MPL), conocido como
"Loterías", como un método alternativo de obtención de riesgo que pertenece al enfoque de
utilidad esperada. Adicionalmente se busca analizar la heterogeneidad del nivel de riesgo
declarado frente a las opiniones medioambientales y las percepciones del cambio climático de
los agricultores.
2. Identificar la importancia relativa de varias acciones de adaptación y mitigación del cambio
climático relacionadas con las actividades agrícolas en una región marginal de México para
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
brindar argumentos a los responsables de la formulación de políticas al priorizar soluciones que
contribuyan a la sostenibilidad de sus sistemas agrícolas.
3. Analizar si la eficiencia técnica se ve afectada por la preferencia de los agricultores por las
medidas de adaptación y mitigación al cambio climático en México, mediante el uso del método
de frontera de producción estocástica paramétrica (SPF) para identificar su relación con las
preferencias declaradas de los agricultores por varias medidas de adaptación y mitigación del
cambio climático, utilizando el método del proceso de jerarquía analítica (AHP). Asimismo,
identificar la dirección y la magnitud de la relación entre Eficiencia Técnica (ET) y las
preferencias de los agricultores.
Esta tesis contribuye a la literatura existente sobre las actitudes de riesgo de los agricultores, al
aportar una nueva perspectiva utilizando el método Listas de Precios Múltiples (MPL) en
México. De igual manera, a nivel metodológico, este documento también contribuye a los
escasos estudios que utilizan el método de Proceso de Jerarquía Analítica (AHP), para
determinar las preferencias de adaptación y mitigación de los agricultores, con respecto al
cambio climático. Nuestro estudio verifico la validez y la idoneidad de esta técnica para
comprender las necesidades y prioridades de los agricultores. Por otro lado, en esta
investigación, se utilizó el método de frontera estocástica para medir el nivel de eficiencia
técnica (ET) de los agricultores de la región y su relación con las preferencias sobre acciones
de adaptación y mitigación del cambio climático, el nivel de riesgo declarado y sus actitudes
ambientales.
Para lograr los objetivos anteriormente planteados, se ha propuesto un enfoque metodológico
basado en la realización de encuestas cara a cara, cuyo tamaño de muestra se determinó en base
a la fórmula de poblaciones finitas con un nivel de confianza de 95% y un intervalo de confianza
del 4.99%. La encuesta fue diseñada con una perspectiva interdisciplinaria, que incluye
aspectos económicos, sociales y demográficos. Incluyó un amplio conjunto de preguntas
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
agrupadas de acuerdo con las características socioeconómicas de los agricultores, las
características de sus tierras agrícolas y los tipos de cultivos (Kallas, et al., 2010) y su
preferencia con respecto a la implementación de acciones de mitigación o adaptación
relacionadas con la reducción de los efectos del cambio climático utilizando la técnica AHP.
Las actitudes y opiniones de los agricultores que definen su comportamiento hacia el medio
ambiente también se determinaron utilizando la escala del nuevo paradigma ecológico (NEP).
1.3 Enfoque metodológico y estructura de la tesis
El enfoque metodológico planteado en esta tesis parte del análisis y aplicación de distintos
métodos para identificar el nivel de riesgo declarado, las preferencias de los agricultores hacia
actividades de adaptación y mitigación del cambio climático y la eficiencia técnica de un grupo
de agricultores de una región agrícola del norte del estado de Sinaloa México.
El nivel de riesgo es una variable clave de las decisiones bajo incertidumbre. Cada individuo
o tomador de decisiones involucrado tiene una actitud diferente hacia el riesgo; por lo tanto, el
grado de aversión al riesgo debe cuantificarse para identificar diferencias y similitudes. Existen
numerosos métodos que se utilizan con éxito en la gestión económica y agrícola para medir las
actitudes declaradas en relación con el riesgo en base a las encuestas de las personas
involucradas en actividades económicas.
En este caso de estudio, el método seleccionado, como enfoque alternativo para medir las
actitudes de riesgo declaradas de los agricultores fue el Método de Listas de Precios Múltiples,
propuesto por Holt y Laury (Holt y Laury, 2002), específicamente la variante desarrollada por
Brick, Visser and Burns (Brick, et al., 2012). Esta decisión se tomó debido a las características
de la población objetivo del estudio, que no tiene un alto nivel de educación, pero está
familiarizada con el concepto de loterías. El método seleccionado también se caracteriza por la
simplicidad y un tiempo relativamente corto para la recopilación de datos. Además, su
7
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
aplicación no requiere un conocimiento previo de los conceptos de incertidumbre y riesgo, ni
un análisis exhaustivo de varias declaraciones. El método de MPL se ha utilizado en muchos
estudios para medir las actitudes de riesgo de los agricultores, entre las que se encuentran
aquellas creadas por Olbrich et al., (2014) y Brick et al., (2012).
El método MPL “loterías”, consiste en un formato de lista de precios múltiples, por medio del
cual a cada uno de los entrevistados se les presenta un conjunto de distintos pares de loterías,
dentro de los cuales debe elegir una de las opciones de lotería para cada par (Andersen, et al.,
2008). (Relaciona lo niveles de aversión al riesgo con un premio o ganancia).
Dentro de la definición del modelo se generó una lista de 8 preguntas (escenarios) con un par
de loterías hipotéticas denominadas opción A y opción B, similar al modelo teórico utilizado
por Brick, et al., (2012). En dicho modelo al igual que en este se mantienen constantes las
probabilidades de cada una de las opciones para mantener el experimento lo más simple posible.
En la opción A la probabilidad de obtener la cantidad presentada se fijó a un 100% (opción
segura) y dentro de la opción B (opción riesgosa) se fijó a un 50% la probabilidad de obtener
la cantidad de ($100) y la con misma probabilidad de 50% no obtener nada ($0) (lanzamiento
de una moneda a Cara o Cruz) en todos los escenarios; mientras que la cantidad segura
presentada en la opción A, en cada una de las 8 preguntas (escenarios) se va modificando de
forma decreciente de acuerdo a las siguientes cantidades ($100, $75, $60, $50, $40, $30, $20 y
$10).
Otro método utilizado fue el método del Proceso de Análisis Jerárquico (AHP), el cual está
clasificado como parte de las técnicas basadas en la teoría de decisión multicriterio TDMC; es
un método usado para medir intangibles usando el juicio humano, permite que se realice la
priorización de un grupo de alternativas de acuerdo con determinados criterios que facilitan la
selección de las soluciones óptimas posibles. Lo que caracteriza a la toma de decisiones
multicriterio es la existencia de diversos criterios dentro del proceso de asignación de
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
prioridades para cada una de las distintas alternativas. Este método se utilizó para identificar
las preferencias de los agricultores y estimar la importancia relativa (es decir, las prioridades)
de diferentes acciones de adaptación y mitigación.
El método AHP involucra 3 etapas que forman la estructura metodológica: 1) modelado, 2)
evaluación y 3) priorización y síntesis. En la etapa de modelado se realiza la definición del
problema y la estructuración de un modelo de decisión en forma de jerarquía. En la etapa de
evaluación se realizan las comparaciones pareadas de todos los elementos de cada nivel de
grupo usando la escala verbal de comparaciones pareadas propuesta por Saaty, posteriormente,
se estima la importancia relativa de las acciones alternativas. En la última etapa correspondiente
a la priorización y síntesis, se realiza la identificación de los criterios más preferidos,
priorizando de forma conjunta todos los subcriterios propuestos en el modelo; hasta este punto,
todas las comparaciones deben trazarse entre los elementos de cada grupo para cada agricultor
(matrices Saaty), a través de las cuales se obtienen los pesos locales de los elementos
identificados de acuerdo con las preferencias de cada agricultor mediante el uso del Método de
la media geométrica [Kallas y Gil, 2012]. En función de las ponderaciones obtenidas para cada
individuo se calcula el peso global que corresponderá a cada uno de los atributos, esto, mediante
el producto del peso local de cada atributo por el peso local del nodo padre, generándose un
vector con los pesos globales de cada una de las alternativas definidas en el modelo. Como parte
de la etapa de verificación es importante destacar que con cada matriz generada se realizó el
cálculo del nivel de coherencia de las respuestas emitidas por los productores agrícolas.
También utilizamos una forma adaptada de la escala del nuevo paradigma ecológico (NEP) que
se validó mediante análisis factorial (PCA) para identificar las dimensiones ambientales latentes
predominantes. Adicionalmente, se realizó un análisis de heterogeneidad para relacionar las
preferencias de los productores agrícolas con las acciones contra los efectos del cambio
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
climático en función de sus actitudes ambientales y de riesgo declaradas hacia sus actividades
agrícolas.
Otra de las metodologías utilizadas fue el método de frontera estocástica que nos permitió
estimar el nivel de eficiencia técnica (ET) de los productores agrícolas de la región de estudio.
Este enfoque fue propuesto simultáneamente por Aigner, et al., (1977) y Meeusen y Van Den
Broeck (1977). Los niveles de eficiencia técnica se calcularon como una medida orientada a la
producción y se definieron como la relación entre la producción observada y la frontera de
producción estocástica (FPE) correspondiente, con valores en el rango de cero a uno (Guesmi,
et al., 2012). Según los valores estimados de eficiencia técnica, los agricultores se agruparon en
tres grupos, teniendo en cuenta la desviación estándar media y una unidad hacia arriba y hacia
abajo para establecer a los agricultores con eficiencia baja, media y alta.
En el capítulo dos de esta tesis se presentarán los resultados generales de la investigación y
posteriormente las conclusiones resultantes y, finalmente en el capítulo tres se presentarán las
tres publicaciones que abordan las metodologías descritas.
1.4 Bibliografía
Aigner, D.; Lovell, C.K.; Schmidt, P. (1977). Formulation and estimation of stochastic
frontier production function models. J. Econom. 6, 21–37.
Alfaro, Salvador Orlando. (2017). “Riesgos Ambientales Y Desarrollo En La Zona Rural.”
Revista Realidad, 355–73.
Altieri, M. A. & Nicholls, C. I. (2008). Los impactos del cambio climático sobre
comunidades campesinas y de agricultores tradicionales y sus respuestas adaptativas.
Agroecología. 3, 7-28.
Andersen, S. Harrison, G. Lau, M. Rutstrom, E. (2008). Eliciting Risk and Time
Preferences. Econometrica. 76, 583-618
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Bermúdez, López. (2000). “Redalyc.Impactos Regionales Del Cambio Climático.
Valoración de La Vulnerabilidad.”
Bonatti, M. (2011). Cambios Climáticos, Percepciones Humanas y Desarrollo Rural.
Master’s Thesis, Universidad de Buenos Aires, Buenos Aires, Argentina
Brick, K., Visser, M. & Burns, J. (2012). Risk Aversion: Experimental Evidence From
South African Fishing Communities. American Journal of Agricultural Economics. 94
(July), 133–152.
Cline, W. R. (2007). Global warming and agriculture: impact estimates by country. Center
for Global development, Washington DC.
Galindo, L.; Samaniego, L; Alatorre, J.; Ferrer, J. & Reyes, O., (2014). Cambio climático,
agricultura y pobreza en América Latina: Una aproximación empírica. Estudios del cambio
climático en américa latina.
Galindo, L.M. (2013). La Economía del Cambio Climático en Mexico. Semarnat.53, 1689–
1699.
Guesmi, B.; Serra, T.; Kallas, Z.; Gil Roig, J.M. (2012). The productive efficiency of
organic farming: The case of grape sector in Catalonia. Span. J. Agric. Res.3, 552–566.
Holt, Ch.A., & Laury S. K. (2002). Risk Aversion and Incentive Effects, American
Economic Review.92(5), pp1644-1655.
Honty, Gerardo. (2007). “AMERICA LATINA ANTE EL CAMBIO CLIMÁTICO.”
Observatorio
de
La
Globalización,
1–12.
http://www.flacsoandes.edu.ec/sites/default/files/agora/files/1269363645.honty_america_
latina_frente_al_cambio_climatico_0.pdf.
IPCC. (2014). “CAMBIO CLIMÁTICO 2014.”
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Kallas, Z. & Gil, J., (2012). Combining contingent valuation with the analytical hierarchy
process to decompose the value of rabbit meat. Food Quality and Preference. 24, 251–259.
https://doi.org/10.1016/j.foodqual.2011.11.006
Kallas, Z.; Serra, T.; Gil, J. (2010). Farmers’ objectives as determinants of organic farming
adoption: The case of Catalonian vineyard production. Agric. Econ.41, 409–423.
Makuvaro, V.; Walker, S.; Masere, T.P.; Dimes, J. (2018). Smallholder farmer perceived
effects of climate change on agricultural productivity and adaptation strategies. J. Arid
Environ. 152, 75–82.
Meeusen, W.; Van den Broeck, J. (1977). Technical efficiency and dimension of the firm:
Some results on the use of frontier production functions. Empir. Econ. 2, 109–122.
Ministerio de Agricultura, Pesca y Alimentación–Ministerio para la Transición Ecológica.
Qué
es
el
Cambio
Climático.
(2018).
Available
online:
http://www.mapama.gob.es/es/cambio-climatico/temas/cumbrecambio-limaticocop21/elcambio-climatico/ (accessed on 6 July 2018).
Ocampo, Olga. (2011). “El Cambio Climático Y Su Impacto En El Agro Climate Change
and Its Impact on the Agriculture.” Revista de Ingenieria, 115–23.
Olbrich, R., Quaas, M. & Baumgärtner, S. (2014). Risk preferences under multiple risk
conditions – survey evidence from semi-arid rangelands I. Introduction. (February 2014),
pp.1–15.
Ortiz, R., (2012). El cambio climático y la producción agrícola. Banco Interamericano de
Desarrollo.
Rivera, I. & Di Paola, M., (2013). Cambio Climático: Impacto e incidencias de las políticas
públicas en el sector agropecuario. Available online: URL http://www.farn.org.ar/wpcontent/uploads/2014/07/informe2013-1.268-291.pdf (accessed on: 06-07-2018).
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Soubry, B., Sherren, K., & Thornton, T. F. (2020). ¿Are we taking farmers seriously? A
review of the literature on farmer perceptions and climate change, 2007–2018. Journal of
Rural Studies, 74, 210-222.
Valladolid, F., (2017). El impacto de la agricultura en el ecosistema y su efecto en la
población rural. Machala.
Vargas, A.R. (2007). Cambio Climático, Agua y Agricultura; Desde la Dirección de
Liderazgo Técnico y Gestión del Conocimiento-IICA, 2007, 13.
Yue, Q.; Xu, X.; Hillier, J.; Cheng, K.; Pan, G. (2017) Mitigating greenhouse gas emissions
in agriculture: From farm production to food consumption. J. Clean. Prod. 149, 1011–1019.
Zamora, M. (2015). Cambio climático. Revista mexicana de ciencias forestales. 6(31), 0407.
Zhai, S.Y.; Song, G.X.; Qin, Y.C.; Ye, X.Y.; Leipnik, M. (2018). Climate change and
Chinese farmers: Perceptions and determinants of adaptive strategies. J. Integr. Agric. 17,
949–963.
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CAPÍTULO
RESULTADOS GENERALES
Y CONCLUSIONES
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
La consideración principal de este capítulo es la aportación de la discusión de los resultados
de forma breve, de tal manera, que pueda obviarse en la duplicidad de datos con respecto a lo
expuesto en el capítulo tercero, en donde se esbozará ampliamente los resultados generales de
la investigación, así como las conclusiones de esta.
2.1 Resultados globales
En primer lugar, uno de los resultados que reveló la información de la investigación, con
respecto al nivel de las actitudes de riesgo de los agricultores, define globalmente a la población
estudiada como ligeramente adversa al riesgo, al mostrar una puntuación de 0,32, según la
escala de Holt y Laury. De acuerdo con la escala de Holt y Laury (2002), los resultados de MPL
con respecto a las actitudes de riesgo indicadas muestran que 51.35% de los agricultores son
reacios al riesgo, 7.57% son neutrales y 41.08% son tolerantes al riesgo. Estos resultados son
similares a los de Trujillo, et al., (2009), Galarza (2009) y Brick, et al., (2011), quienes
encontraron que los agricultores exhibían, en general, una actitud aversa al riesgo.
Con respecto al análisis de heterogeneidad del riesgo, los resultados indican que las
variables relacionadas con el nivel de aversión al riesgo son: El propósito de los subsidios
recibidos (valor de p = 0,002), el género del productor agrícola (valor de p = 0,046) y la edad
(p-valor = 0,000). Cabe resaltar que las mujeres resultaron ser más tolerantes al riesgo que sus
contrapartes (el porcentaje de hombres que toleran el riesgo = 39%, mientras que el porcentaje
de mujeres que toleran el riesgo es del 61%). También, es importante tener en cuenta el nivel
promedio de riesgo estimado para las mujeres que fue de -0.035, y el nivel de riesgo estimado
para los hombres fue de 0.361, especialmente porque las mujeres son responsables del 60% al
80% de los alimentos del mundo y son mejores administradores del medio ambiente (Doss, et
al., 2018). Además, las mujeres son más propensas a participar en actividades extensas
relacionadas con la agricultura y están más comprometidas con las actividades agrícolas. Sin
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
embargo, las decisiones relacionadas con el desarrollo del predio agrícola y la adopción de
mejoras son tomadas por los hombres, excluyendo a las mujeres en el proceso de toma de
decisiones de un nuevo sistema agrícola (Fisher y Carr, 2015). El uso principal de los subsidios
y apoyos económicos está altamente relacionado con el nivel de riesgo de los agricultores. Los
agricultores que reciben apoyo económico y lo utilizan en inversiones estructurales a nivel de
finca son más tolerantes al riesgo, mientras que aquellos que no tienen subsidio tienen un perfil
adverso al riesgo (Takeshima y Yamauchi, 2012). La edad también se asoció con el nivel de
riesgo, los agricultores "mayores de 60 años" muestran que la experiencia adquirida a lo largo
del tiempo les permite tener una menor aversión al riesgo en promedio, en comparación con los
agricultores en el rango de 41 a 60 años, que son más conservadores, mostrando un mayor nivel
de aversión al riesgo.
De acuerdo con el análisis de componentes principales realizado, la primera componente
identificada caracteriza la percepción de los agricultores respecto a los patrones climáticos
negativos, y la segunda está relacionada con el impacto en su productividad agrícola. La
mayoría de los agricultores tolerantes al riesgo, se ubicaron a la derecha de la primera
dimensión, mostrando una mayor percepción de los patrones climáticos relacionados con el
cambio climático, en comparación con los agricultores reacios al riesgo. Los agricultores
altamente tolerantes al riesgo son aquellos que son propensos a usar subsidios en inversiones
estructurales a nivel de finca. Los resultados también mostraron que los agricultores con riesgo
neutral no tienen percepciones bien definidas sobre el cambio climático, ni los efectos que el
cambio climático podría tener en su productividad.
Los resultados sobre las preferencias de los agricultores en relación con la implementación de
acciones de adaptación y mitigación identificadas de acuerdo con el método AHP utilizado,
reflejan la priorización de los agricultores de diferentes formas de enfrentar los impactos del
cambio climático en sus actividades. Los pesos promedio estimados muestran que las acciones
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
de mitigación se consideraron las opciones más importantes con una relevancia relativa más
alta del 58.18%; siendo el uso de maquinaria menos contaminante la acción más preferida
(30.29%). La segunda acción más preferida fue la inversión en la mejora de la infraestructura
de riego (17.57%). El cambio de cultivos se consideró la tercera acción más preferida,
representando (17.30%) de las respuestas de los agricultores. El manejo de cero labranzas fue
la cuarta acción más preferida (16.22%), de todas las acciones el uso de energía renovable fue
la opción menos preferida por los agricultores (5.95%).
De acuerdo con la relación entre las actitudes ambientales definidas mediante la escala NEP y
las preferencias de los agricultores para la adaptación al cambio climático y las acciones de
mitigación antes identificadas, aplicando el método de componentes principales identificamos
dos
comportamientos
relevantes
principales:
actitudes
ambientales
ecocéntricas
y
antropocéntricas, que conforman cuatro cuadrantes.
Los resultados indican que la mayoría de los agricultores (39%) exhibieron claramente una
actitud ecocéntrica positiva (+ eco, - antro), estos agricultores creen que la naturaleza debe
protegerse porque es vulnerable a las acciones de los humanos y que los humanos deben limitar
su uso y realizar acciones que apoyen la naturaleza. El 27% de los agricultores exhibieron una
clara actitud antropocéntrica (- echo, + antro) y un interés en proteger la naturaleza solo para
un claro beneficio económico, estos agricultores consideran que los humanos están por encima
de la naturaleza y que, por lo tanto, no hay límite para el uso de los recursos naturales. El resto
de los agricultores exhibieron opiniones menos claras sobre el medio ambiente, un 15% mostró
opiniones negativas hacia las actitudes ecocéntricas y antropocéntricas (- eco, - antro),
destacando su desacuerdo con las opiniones que colocan a la naturaleza por encima de los
humanos y con aquellos que colocan a los humanos por encima de la naturaleza; y el 19%
mostró opiniones positivas hacia las actitudes ecocéntricas y antropocéntricas (+ eco, + antro),
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
son agricultores que están de acuerdo con ambas actitudes a favor de la naturaleza y a favor de
las prioridades de los humanos en el uso de los recursos naturales.
Estos resultados muestran que las dimensiones ecocéntricas y antropocéntricas están
estrechamente relacionadas con las preferencias del agricultor.
La acción de mitigación y adaptación al cambio climático más preferida por los agricultores,
correspondiente al uso de maquinaria menos contaminante y energéticamente eficiente (M4),
fue seleccionada principalmente por los agricultores con una actitud positiva hacia el medio
ambiente (+ eco, -anthro). Las acciones de mitigación y adaptación restantes también fueron
importantes para los agricultores que exhiben más puntos de vista ecocéntricos (+ eco, -anthro).
Como excepción, la acción correspondiente a introducir semillas mejoradas y resistentes (A3)
fue preferida por los agricultores que no muestran una actitud clara hacia el medio ambiente (+
eco, + anthro). De igual manera los agricultores con las actitudes más ecocéntricas (+ eco, anthro) exhibieron mayor preferencia por la acción de mitigación correspondiente al uso de
energía renovable (M3).
El análisis de heterogeneidad entre las actitudes de riesgo establecidas y las preferencias de los
agricultores hacia las acciones de adaptación y mitigación no muestra suficiente evidencia de
que exista relación alguna. A través del análisis realizado, no se encontró una relación
significativa entre las preferencias para las acciones de adaptación y mitigación y el nivel de
riesgo establecido, aunque está claramente relacionado con otras variables socioeconómicas y
de gestión para los agricultores.
De acuerdo con análisis de las características socioeconómicas, se observó que el 89% son
hombres y solo el 11% son mujeres, el 52.16% de los agricultores encuestados se encuentran
dentro del rango de edad de 41 a 60 años, el 28.38% corresponde a los agricultores mayores de
60 años y 19.46% son menores de 41 años. El número promedio de miembros de la familia se
18
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
registró en 3.78. El 76% de los ingresos de los participantes se generan a partir de actividades
agrícolas. El 68% de los productores reciben un subsidio para realizar su actividad agrícola;
dentro de este grupo de productores que reciben subsidio, el 60% lo utilizan para cubrir los
costos operativos, mientras que solo el 12.3% de los agricultores lo utilizan para invertir en
equipos y tecnología agrícola. La mayoría de los agricultores (63%) no suelen utilizar ningún
tipo de seguro agrícola. La mayoría de los agricultores participantes son propietarios del predio
agrícola (79%), destacando en su producción el cultivo de trigo en un 29%, de alfalfa con un
24% y el cultivo de soja en un 9.73%.
Características socioeconómicas como la edad y sexo del agricultor, además de contar con un
contrato de seguro agrícola, un crédito agrícola, pertenecer a una asociación agrícola o el tipo
de selección de cultivos se encuentran relacionadas con las acciones de mitigación y adaptación
preferidas por los productores agrícolas. En relación con lo anterior, se observó que los
agricultores menores de 40 años prefieren la "inversión en la mejora de la infraestructura de
riego", los agricultores de 40 a 60 años prefieren el enfoque de "cambio en el cultivo", y los
agricultores mayores de 60 años prefieren la "gestión de labranza cero". Los agricultores sin
seguro de cosechas prefieren el "cambio en los cultivos", mientras que aquellos con seguro
prefieren "el uso de maquinaria menos contaminante y energéticamente eficiente" para reducir
los impactos del cambio climático. Por otro lado, los productores con seguro sobre sus cosechas
tienen menos preocupaciones con respecto a los impactos del cambio climático y, por lo tanto,
muestran preferencia por otras acciones que reducen principalmente los efectos negativos sobre
el medio ambiente. De igual manera se observó que los agricultores que cuentan con un crédito
agrícola, seguros agrícolas y que pertenecen a una asociación agrícola prefieren "el uso de
maquinaria menos contaminante y energéticamente eficiente" y entre sus cultivos seleccionaron
cebollas, chiles, maíz, soja, sorgo y triticale. Mientras que los agricultores sin crédito agrícola
y bajo un régimen de tenencia de la tierra en propiedad privada que cultivan patatas prefieren
19
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
aumentar la inversión en la mejora de la infraestructura de riego, y los agricultores sin crédito
agrícola, que no pertenecen a una asociación agrícola y cultivan sandía y cártamo
principalmente se inclinan por la acción de mitigación identificada como “gestión de labranza
cero”.
En lo que respecta a la eficiencia técnica (ET), los resultados muestran que la estimación
promedio fue de 0.57, lo que indica que los agricultores alcanzan el 57% de su producción
potencial máxima, y la mayoría de ellos tienen puntajes de eficiencia promedio (72% de puntaje
de TE moderadamente eficiente, 13% de puntaje bajo y 15% de puntaje de TE alto), es decir,
existe una gran oportunidad para mejorar la ET en un 43%, mediante un uso más racional y
menos arbitrario de los insumos que reduciría los costos de producción y contribuiría al sustento
de la granja.
Se considera que la baja eficiencia puede estar asociada con un mal uso de la tecnología
existente, por lo que la optimización tiene que ver con, entre otras cosas, la optimización de la
infraestructura de riego, enfocada en reducir sustancialmente el consumo de agua y energía
(Galindo, 2013), dado que, en general, el consumo de energía puede considerarse uno de los
gastos más importantes asociados con la producción agrícola. Además, reducir el consumo de
energía generaría ahorros económicos y reduciría las emisiones contaminantes en el medio
ambiente, lo que daría como resultado una forma de agricultura más sostenible.
La eficiencia técnica se relacionó con las variables socioeconómicas: edad, el régimen de
propiedad y el porcentaje de ingresos provenientes de la agricultura, Los jóvenes agricultores
que son propietarios de sus tierras agrícolas con más del 50% de sus ingresos provenientes de
actividades agrícolas son más eficientes técnicamente. Estos resultados están en línea con el
hallazgo en Guesmi, et al., (2010) y Perdomo y Mendieta (2007) que destacan la variable edad
e ingresos como factores determinantes de ET.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
En relación con las preferencias de los agricultores, el riesgo y las actitudes ambientales y las
percepciones del cambio climático, los resultados muestran que los agricultores más eficientes
prefirieron la acción de adaptación “cambio de cultivos”, destacando la importancia de adoptar
variedades nuevas, de baja demanda de agua y resistentes a las enfermedades para enfrentar el
cambio climático. Estos agricultores exhibieron una actitud antropocéntrica hacia el medio
ambiente, destacando relativamente menos sensibilidad a los problemas del cambio climático.
En particular, se encontró una percepción más baja con respecto a la variación de fenómenos
ambientales como las sequías y los episodios de congelación.
Los agricultores con menor eficiencia técnica prefirieron la inversión en instalaciones de riego
como una acción de adaptación y exhibieron una actitud ecocéntrica. Este bajo nivel de ET
podría estar relacionado con su extenso sistema de producción y con el tipo de gestión agrícola.
Estos incluyen la adopción de una estrategia de baja degradación del suelo mediante la
aplicación de agricultura de labranza cero, bajo uso de fitosanitarios y siguiendo una rotación
natural de cultivos. Los agricultores menos eficientes están aprovechando los recursos naturales
disponibles con un bajo nivel de adopción de innovaciones tecnológicas. Este resultado es
similar al hallazgo de Álvarez y Del Corral (2010) quienes declararon que los agricultores que
adoptan tecnología agrícola intensiva son más productivos y técnicamente más eficientes que
los extensivos. En este contexto, la toma de decisiones de los agricultores ecocéntricos está
impulsada no solo por sus objetivos económicos sino también por los ambientales. Tienden a
preservar el medio ambiente como un aporte de sus actividades que aseguran la generación de
un ingreso satisfactorio (Kallas y Gil, 2010). Los agricultores ecocéntricos podrían adoptar
tecnologías agrícolas que tengan un impacto positivo en su productividad y sean amigables con
el medio ambiente (Parks y Brekken, 2018), como la adopción de un sistema de riego eficiente.
Desde el punto de vista de la agricultura sostenible, se requiere un equilibrio entre sus
21
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
componentes económicos, sociales y ambientales. De lo contrario, cualquier otra posición a
favor de solo uno de estos factores supone el detrimento del resto.
Su percepción del cambio climático no estaba claramente definida, con una ligera tendencia
hacia bajos niveles de percepción. Según estos resultados, podemos deducir que el principal
problema que enfrentan los agricultores menos eficientes es la disponibilidad de agua, o
específicamente la necesidad de optimizar su uso, dado el alto costo del agua en la producción
de cultivos. Los sistemas de riego son un elemento clave para lograr una alta eficiencia técnica
en la producción agrícola (Ortiz, 2012). La posición poco clara con respecto al cambio climático
no les permite identificar que el costo derivado del consumo de agua se debe al mayor uso del
agua debido a la variación en el clima (mayor evapotranspiración debido al aumento de la
temperatura, menor humedad en el suelo como resultado de la sequía ) Los efectos del cambio
climático, identificados por los agricultores principalmente como el aumento de la temperatura
y la mayor incidencia de enfermedades y plagas y problemas de malezas, fueron percibidos en
mayor medida por los agricultores moderadamente eficientes.
2.2 Conclusiones
Hacer frente de manera efectiva a los impactos del cambio climático en la agricultura implica
la implementación de acciones de mitigación y adaptación de acuerdo con las percepciones,
actitudes y preferencias de los agricultores. Los responsables de la elaboración de las políticas
relacionados con la producción agrícola deben basarse en lo anterior a fin de mejorar la
efectividad de las políticas aplicadas, mediante la implementación de acciones con mayor
aceptación que mejoren el bienestar social y económico de los agricultores, y de esta manera
redirigir el apoyo que se brinda actualmente, al priorizar medidas que promuevan el desarrollo
de actividades agrícolas más sostenibles a nivel regional y nacional.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
En la región estudiada, en términos generales, los agricultores exhibieron una actitud adversa
al riesgo, reconociendo la importancia de mejorar la comercialización de sus cultivos y la
efectividad de los tratamientos contra enfermedades y plagas. Características como el sexo y la
edad de los agricultores se relacionaron con su nivel de riesgo declarado. Los agricultores
mayores de 60 años resultaron ser más tolerantes al riesgo que los agricultores más jóvenes. Es
importante destacar es que las mujeres agricultoras de la región resultaron ser más tolerantes al
riesgo que los hombres y más propensas a invertir a nivel de predio agrícola el dinero recibido
en forma de apoyo público o subsidio. Sin embargo, están marginadas como tomadoras de
decisiones a nivel de políticas y, por lo tanto, están aún menos involucradas en el diseño y la
implementación de políticas públicas en el sector agrícola, principalmente debido a limitaciones
culturales.
Los agricultores tolerantes al riesgo demostraron ser muy conscientes de los efectos del cambio
climático en la producción y demostraron estar de acuerdo con las declaraciones de desarrollo
sostenible relacionadas con el medio ambiente, lo que puede generar una mayor resiliencia en
la región. Lo anterior refuerza la importancia de que sean involucrados en el proceso de
generación de políticas públicas agrícolas. Además, las políticas públicas deben dirigirse de
manera efectiva a los agricultores con actitudes adversas al riesgo para construir relaciones
seguras con ellos, lo que puede mejorar sus percepciones y capacidades de adaptación en
relación con el cambio climático.
Las percepciones del cambio climático de los agricultores se destacaron por los efectos adversos
sobre la producción, a través de la percepción de una mayor incidencia de plagas y
enfermedades en sus cultivos, aumentos en el desarrollo de malezas, aumentos y variaciones de
la temperatura y cambios en la temporalidad de los períodos de lluvia.
23
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
A través del Proceso de Jerarquía Analítica, se descubrió que los agricultores priorizan acciones
que implícitamente brindan beneficios económicos a corto plazo. El uso de maquinaria eficiente
y menos contaminante se identificó como una de las mejores alternativas no solo por sus
impactos positivos en el medio ambiente sino también por sus beneficios económicos en
términos de reducción de costos de energía a nivel de granja. Los agricultores con actitudes
ecocéntricas exhibieron una mayor disposición a adoptar medidas contra el cambio climático,
mientras que aquellos con puntos de vista antropocéntricos exhibieron principalmente
preferencias más fuertes por actividades relacionadas con mejoras en su productividad.
Los resultados muestran que las preferencias de los agricultores por las acciones de mitigación
y adaptación están estrechamente relacionadas con los tipos de cultivos. La inversión en mejorar
la infraestructura de riego como una actividad de adaptación fue ampliamente aceptada por los
agricultores con problemas de disponibilidad de agua que cultivan batatas. Esta acción de
adaptación ayuda a los agricultores a optimizar su uso del agua y abordar los problemas de
disponibilidad de agua en la región al aumentar su productividad y limitar el desperdicio de
agua. Adoptar un cambio en los cultivos como una acción de adaptación también fue preferido
por los agricultores que cultivan sorgo, y la preferencia por el enfoque de mitigación de labranza
cero está relacionada con los cultivos de sandía y cártamo.
El diseño de políticas públicas agrícolas debe considerar las preferencias de los agricultores
hacia las acciones de mitigación y adaptación al diseñar e implementar medidas que aseguren
una agricultura sostenible. Las herramientas políticas y las intervenciones deben ser inclusivas
y desarrolladas a nivel micro en función de las tipologías agrícolas, y se debe fomentar la
diversidad de cultivos.
Las áreas rurales que son vulnerables a los impactos del cambio climático, donde la agricultura
desempeña un papel económico relevante, muestran la importancia de implementar estrategias
24
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
de adaptación y mitigación específicas para mejorar el nivel de eficiencia técnica a nivel de
granja. La adopción de estas acciones no implica una mayor tecnificación del campo, sino un
mejor uso de los recursos e insumos disponibles actualmente mediante la introducción de
sistemas alternativos de gestión agrícola, como el uso de la agricultura orgánica y la labranza
cero, la adaptación del calendario de siembra y el cambio de cultivos.
Los efectos del cambio climático en los sistemas agrícolas dependen del tipo de sistema de
producción agrícola implementado. Por lo tanto, es necesario adaptar estos sistemas de acuerdo
con los requisitos cambiantes del entorno natural causados por la variación climática, para
aumentar la capacidad de producción mediante el uso óptimo de los recursos disponibles, lo
que resulta en un mayor nivel de eficiencia técnica. Los resultados sugieren la necesidad de
aprovechar los recursos disponibles para enfrentar los efectos adversos del cambio climático.
Adoptar el uso de semillas mejoradas y cambiar los cultivos se encuentran entre las acciones
más importantes según las preferencias de los agricultores. Los formuladores de políticas
agrícolas deben generar incentivos para que los agricultores de la región adopten este tipo de
acciones de adaptación y difundir información técnica sobre las mejores prácticas para
alentarlos a poner en práctica estas acciones.
En relación con los agricultores con menos eficiencia técnica, cuya actitud ambiental era más
ecocéntrica, su eficiencia ecológica también debería explicarse mediante un uso más sostenible
de los recursos hídricos, ya que este es uno de los principales factores que afecta negativamente
el rendimiento agrícola.
En el sector agrícola, las políticas económicas que se implementan deben estar dirigidas a
aumentar los ingresos y mejorar los medios de vida de los hogares rurales para mejorar sus
capacidades y activos productivos mediante el uso sostenible de los recursos. Nuestros
resultados muestran que las autoridades competentes deben incluir varias acciones que podrían
25
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
representar una hoja de ruta en la región estudiada. Primero, es necesario realizar una
investigación sobre los impactos del cambio climático en la agricultura en la región desde una
perspectiva multidisciplinaria, para identificar el impacto de la implementación de acciones de
adaptación y mitigación en los patrones de productividad agrícola. En segundo lugar, esta
investigación destaca la importancia de identificar variedades de cultivos que se adapten mejor
a las nuevas condiciones climáticas de la región. La adopción de esta medida debe ir
acompañada de campañas de difusión para compartir experiencias de otros agricultores y
ofrecer información sobre los beneficios económicos, sociales y ambientales de la adopción de
estas prácticas. Tercero, las asociaciones agrícolas deberían generar esquemas de capacitación
sobre prácticas agrícolas de adaptación y mitigación para mejorar el uso racional y la
conservación de los recursos naturales, a fin de reducir la aversión al riesgo y aumentar la
probabilidad de implementar las nuevas prácticas. Finalmente, se deben establecer programas
de incentivos económicos que puedan ayudar a los agricultores a introducir nuevas prácticas de
gestión sostenible a nivel de granja que aumenten su productividad y respeten el medio
ambiente, específicamente acciones de mitigación.
2.3 Bibliografía
Alvarez, A.; Del Corral, J. (2010). Identifying different technologies using a latent class
model: Extensive versus intensive dairy farms. Eur. Rev. Agric. Econ. 37, 231–250.
Brick, K.; Visser, M.; Burns, J. (2012). Risk Aversion: Experimental Evidence from South
African Fishing Communities. Am. J. Agric. Econ. 2012, 94, 133–152.
Doss, C.; Meinzen-Dick, R.; Quisumbing, A.; (2018). Theis, S. Women in agriculture: Four
myths. Glob. Food Secur.16, 69–74.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Fisher, M.; Carr, E.R. (2015). The influence of gendered roles and responsibilities on the
adoption of technologies that mitigate drought risk: The case of drought-tolerant maize
seed in eastern Uganda. Glob. Environ. Chang. 35, 82–92.
Galarza, F. (2009). Choices under Risk in Rural Peru; University of Wisconsin: Madison,
WI, USA.
Galindo, L.M. (2013). La Economía del Cambio Climático en Mexico. Semarnat. 53,
1689–1699.
Guesmi,B.; Serra,T.;Kallas,Z.; Gil Roig,J.M. (2012). The productive efficiency of organic
farming: The case of grape sector in Catalonia. Spain. J. Agric. Res.3, 552–566.
Holt, Ch. A., & Laury S. K. (2002). Risk Aversion and Incentive Effects, American
Economic Review.92(5), pp1644-1655.
Kallas, Z.; Serra, T.; Gil, J. (2010). Farmers’ objectives as determinants of organic farming
adoption: The case of Catalonian vineyard production. Agric. Econ. 41, 409–423.
Ortiz, R. (2012). El Cambio Climático y la Producción Agrícola; Banco Interamericano de
desarrollo: Washington, DC, USA, pp. 13–17.
Parks, M.M.; Brekken, C.A. (2018). Cosmovisions and Farming Praxis: An Investigation
of Conventional and Alternative Farmers along the Willamette River. Cult. Agric. Food
Environ.
Perdomo, J.A.; y Mendieta, J.C. (2007). Factores que afectan la eficiencia técnica y
asignativa en el sector cafetero colombiano: Una aplicación con análisis envolvente de
datos. Rev. Desarro. Soc.
Takeshima, H.; Yamauchi, F. (2012). Risks and farmers’ investment in productive assets
in Nigeria. Agric. Econ. 43, 143–153.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
Trujillo, J.C.; Escobar, J.L.; Iglesias, W.J. (2012). Medición de las actitudes hacia el riesgo
en los pequeños productores de piña de Santander, Colombia. Cuad. Desarro Rural. 9, 239–
255.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
CAPÍTULO
LAS PUBLICACIONES
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
3.1. Primera publicación: Analysis of Farmers’ Stated Risk Using Lotteries and Their
Perceptions of Climate Change in the Northwest of Mexico.
Orduño Torres, M. A., Kallas, Z., & Ornelas Herrera, S. I. (2019). Analysis of
farmers’ stated risk using lotteries and their perceptions of climate change in the
northwest of Mexico. Agronomy, 9(1), 4. (Q1- Factor de impacto 2.603)
30
agronomy
Article
Analysis of Farmers’ Stated Risk Using Lotteries and
Their Perceptions of Climate Change in the
Northwest of Mexico
Miguel Angel Orduño Torres 1, * , Zein Kallas 2
1
2
3
*
and Selene Ivette Ornelas Herrera 3
Institute for Research in Sustainability Science and Technology (IS-UPC), Polytechnic University of
Catalonia, 08034 Barcelona, Spain
Center for Research in Agrofood Economy and Development (CREDA-UPC-IRTA),
Polytechnic University of Catalonia, Institute of Agrifood Research and Technology, 08860 Castelldefels,
Spain; zein.kallas@upc.edu
Faculty of Mathematics and Statistics (FME-UPC), Polytechnic University of Catalonia, 08028 Barcelona,
Spain; selene.ivette.ornelas@upc.edu
Correspondence: miguel.angel.orduno@upc.edu; Tel.: +34-651-78-76-31
Received: 30 October 2018; Accepted: 18 December 2018; Published: 21 December 2018
Abstract: Risk attitudes are relevant factors affecting production, management and investment
decisions at the farm level. They are key factors related to farmers’ attitudes towards the environment
and climate change. Several methodological approaches, which were considered to be preferable
for measuring the level of risk of an economic agent, ranging from highly risk-tolerant to highly
risk-averse attitudes, are available. The Multiple Price List (MPL) method is one of the stated
approaches that is gaining relevance. In this study, we apply the MPL and relate the risk outcomes
to farmers’ socio-economic characteristics and their perceptions of the environment and climate
change. Data were collected using a face-to-face survey, carried out with a group of 370 farmers of
an irrigation district, located in the northwest of Mexico. The results showed a risk level of about
0.32, according to the Constant Relative Risk Aversion (CRRA) coefficient, locating farmers of the
region in a risk-averse group. The heterogeneity analysis showed that the socioeconomic factors
and the perceptions of climate change are related to the farmers´ stated risk level. Farmers who are
young women, with a tendency to use public support for structural investment, were shown to be
risk-tolerant. Farmers considered floods, hail, diseases, pests, and weed growth incidences to be the
most frequent weather patterns in the region.
Keywords: risk attitude; farmers; multiple price list; lotteries and climate change
1. Introduction and Objectives
Climate change is one of the greatest challenges of our times. This phenomenon refers to the
long-term variation of the climate generated by natural causes or human actions that distort climatic
parameters, such as temperature and precipitation [1]. The way in which weather patterns occur
represents a risk, especially for agricultural production due to floods, storms, droughts and hail [2].
Climate is the most significant component in the practice of agricultural activities and is continuously
affecting farmers’ decisions, mainly by increasing the uncertainty of the production [3].
Farmers’ perceptions of climate change are increasingly playing an important role in agricultural
output and farmers’ decisions at the farm level [4–6]. The perceptions are a set of understandings and
sensitivities, integrating an objective and subjective vision about the environment, that allows for the
conceptualization of beliefs, values and norms and determines if attitudes are positive or negative [7].
These perceptions are multidimensional and are mainly related to farmers’ risk attitudes, opinions and
Agronomy 2019, 9, 4; doi:10.3390/agronomy9010004
www.mdpi.com/journal/agronomy
Agronomy 2019, 9, 4
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their socio-economic characteristics [8,9]. They may have a direct impact on the development of public
policy programs regarding the agricultural production sector, as well as on farmers’ actions related to
energy consumption (type and quantity of energy used in machinery and equipment) [10–12].
In fact, several determinants can be related to the farmer’s risk attitude, which in turn may affect
his/her decision at the farm level. The socioeconomic characteristics of farmers (such as age, sex,
percentage of income from agriculture, agricultural experience, etc.) are relevant determinants [13].
The farm descriptors (land tenure regime, agricultural subsidies, size, crop diversity and type,
rainfed or irrigation land, harvest type, etc.) may also be associated with the determination of
risk attitudes [14,15]. Farmers’ perceptions of weather patterns are also significant factors affecting
their farming management, crop rotation and investment decisions [16]. Their opinions and attitudes
concerning the environment may also directly or indirectly impact their decisions, with a certain level
of uncertainty [17].
In this context, the main objective of this paper is to analyze the farmers’ stated risk attitudes in
an agricultural region in Mexico, using the Multiple Price Lists (MPL) method, known as “Lotteries”,
as an alternative method that belongs to the expected utility risk elicitation approach. We also seek to
analyze the heterogeneity of the risk attitude level with farmers’ opinions concerning the environment
and perceptions of climate change. The heterogeneity analysis will also be conducted by analyzing
the risk attitudes in relation to the abovementioned farms and farmers’ characteristics, perception,
attitudes and opinions. Farmers´ attitudes and sensibility concerning the environment will be also
included. Finally, we will identify attitude patterns, which allow for the differentiation of groups of
producers whose characteristics aid in understanding the decisions that they make regarding their
activities in order to inform policy makers on farmers’ preferences.
This paper contributes to the existing literature on farmers’ risk attitudes by contributing new
insight, using the MPL method in Mexico. Reviewing the existing literature, there seems to be very
scarce or no information regarding the measurement of the risk aversion level of farmers’ stated risk in
Mexico using the MPL. This paper contributes to the verification of the effectiveness and reliability
of this technical risk analysis, with a specific empirical application, and can be easily understood by
farmers, without the need for specific prior knowledge of the interviewees. It also offers the opportunity
to compare our results with other agricultural systems with similar or different management practices
and crops.
2. Background
The specific study site is identified as irrigation district DR076, which is located in the Carrizo
Valley in the state of Sinaloa in Northwestern Mexico, and is eight meters above sea level (Figure 1).
The extension of the irrigation district DR076 is approximately 70,172 ha and has 24,017 inhabitants,
distributed in 27 localities, with a Gross Domestic Production (GDP) of $143,052 ($ = Mexican Pesos
(MXN); $100 (MXN) = 4.89 USD) [18]. Its main economic activity is based on agricultural and animal
production, with land characteristics that are very appropriate for crop farming. The irrigation district
DR076 is considered one of the most important regions for crop production, which are mainly cereals,
such as wheat, with 76% of the total Agricultural Area Used (UAA), and corn, with 8% [19]. The main
irrigation system is by gravity, where water resources are obtained from the “Rio Fuerte” river and
the water dam, called “Josefa Ortiz de Dominguez,” with a water volume capacity of one billion and
227 million m3 .
In the northwestern region of Mexico, the increase of the temperature and the decrease of the
annual precipitation is a generalized trend [20]. In the particular case of the Irrigation District DR076,
the atypical climatic conditions have been very extreme in recent years (in particular, in 2013), where the
lack of rain, low temperature and strong droughts have been more frequent, causing considerable
output losses [21]. In 2011, frost weather led to a total loss of the corn yield [22]. In fact, the effect
of climate change is closely related to a reduction in economic growth, making it harder to reduce
poverty and ensure the food security of local and marginal agricultural communities. [23].
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Figure
Figure 1.
1. Location of the study area:
area: Irrigation District DR076,
DR076, Sinaloa
Sinaloa Mexico
Mexico [24].
[24].
The
The risk
risk attitude
attitude is
is an
an aspect
aspect related
related to
to the
the behavior
behavior of
of the
the human
human being,
being, especially
especially that
that affecting
affecting
their
economic
decisions.
According
to
the
neoclassical
economic
theory,
in
general
terms,
individuals
their economic decisions. According to the neoclassical economic theory, in general
terms,
are
risk-averse,
a lowexhibit
risk tolerance
andtolerance
tend toward
maximization
[25,26]. Risk attitude
individuals
are exhibit
risk-averse,
a low risk
and profit
tend toward
profit maximization
[25,26].
is
individual-specific
behavior that affects
personal
and
professional
decisions,
in particular,
investment
Risk
attitude is individual-specific
behavior
that
affects
personal
and professional
decisions,
in
options,
such
as
the
amount
and
periodicity
in
any
economic
activity.
particular, investment options, such as the amount and periodicity in any economic activity.
To
To analyze
analyze risk
risk attitudes,
attitudes, several
several methodological
methodological approaches
approaches are
are available
available that
that are
are developed
developed
and
implemented
with
a
great
emphasis
on
those
aspects
associated
with
economic
activities,
such
as
and implemented with a great emphasis on those aspects associated with economic activities,
such
agriculture.
The
stated
risk
elicitation
is
one
of
the
most
widely
used
approaches,
in
which
individuals
as agriculture. The stated risk elicitation is one of the most widely used approaches, in which
are
asked in aare
survey
about
riskabout
behavior.
can
relyapproach
on the multi-affirmation
individuals
asked
in atheir
survey
theirThis
riskapproach
behavior.
This
can rely on themethod,
multiwhich
often
includes
the
self-assessment
of
risk
attitude.
It
can
also
rely
on
methods
affirmation method, which often includes the self-assessment of risk attitude. It that
can are
alsobased
rely on
on
empirical
dataare
analysis
on the expected
utility theory.
Expectedutility
Utilitytheory.
TheoryThe
wasExpected
initially
methods that
based and
on empirical
data analysis
and on The
the expected
introduced
by Daniel
Bernoulli
in 1738. by
According
to this theory,
theAccording
analysis of
under
Utility Theory
was initially
introduced
Daniel Bernoulli
in 1738.
todecisions
this theory,
the
uncertainty,
individuals
choose
the
option
that
provides
the
highest
expected
utility,
corresponding
analysis of decisions under uncertainty, individuals choose the option that provides the highest
to
the sumutility,
of thecorresponding
products of probability
and
over allofpossible
outcomes.
Johnover
vonall
Neumann
expected
to the sum
of utility
the products
probability
and utility
possible
and
Oskar
Morgenstern
contributed
to
the
original
conception
of
the
theory
in
1944
by
explaining
outcomes. John von Neumann and Oskar Morgenstern contributed to the original conception of the
the
decision
under
uncertainty
that
minimizes
the
risk of an election,
and this
was
followed
in this
theory
in 1944
by explaining
the
decision
under
uncertainty
that minimizes
the
risk
of an election,
research
[27,28].
This conception
is based
on several
conditionsisthat
areon
related
to rational
equability,
and this was
followed
in this research
[27,28].
This conception
based
several
conditions
that are
in
which
agents
rationally
assess
the
odds
of
the
different
scenarios
to
be
evaluated.
In
this
context,
related to rational equability, in which agents rationally assess the odds of the different scenarios
to
the
undercontext,
risk are the
analyzed
among
different
alternatives,
the decisions
be decisions
evaluated.taken
In this
decisions
taken
under
risk are assuming
analyzed that
among
different
have
an orderassuming
of preference
definedhave
basedan
onorder
a probability
distribution
for defined
a certainbased
number
alternatives,
thatand
theare
decisions
of preference
and are
onofa
affirmations
or
sentences
[29].
probability distribution for a certain number of affirmations or sentences [29].
However,
on the
the expected
expected utility,
utility, U(X),
However, the
the risk
risk attitude
attitude cannot
cannot be
be only
only measured
measured directly
directly based
based on
U(X),
because
it
also
depends
on
the
strength
of
the
preference
(“not
to
risk”),
represented
by
V(X)
[30–32],
because it also depends on the strength of the preference (“not to risk”), represented by V(X) [30–32],
where
order
toto
obtain
a more
accurate
measure
of
where XXcorresponds
correspondstotothe
theincome
income(a(aspecific
specificamount),
amount),inin
order
obtain
a more
accurate
measure
the
risk
attitude,
which
is is
known
asasa a“True
of the
risk
attitude,
which
known
“TrueEquivalent”
Equivalent”measure
measure[33].
[33].True
TrueEquivalent
Equivalentisisaa certain
certain
amount
of
money,
and
a
person
is
indifferent
to
whether
there
is
a
secure
payment
amount of money, and a person is indifferent to whether there is a secure payment or
or uncertain
uncertain
payments
payments of
of aa certain
certain investment
investment [34].
[34]. This
This measure
measure was
was applied
applied in
in this
this study.
study.
3. Theoretical Framework of the Stated Risk Analysis
3. Theoretical Framework of the Stated Risk Analysis
As previously noted, risk is a key variable of decisions under uncertainty. Each involved
As previously noted, risk is a key variable of decisions under uncertainty. Each involved
individual or decision-maker has a different attitude towards risk; hence, the degree of risk aversion
individual or decision-maker has a different attitude towards risk; hence, the degree of risk aversion
needs to be quantified in order to identify differences and similarities. There are numerous methods
needs to be quantified in order to identify differences and similarities. There are numerous methods
that are used successfully in economics and agricultural management to measure stated attitudes
Agronomy 2019, 9, 4
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that are used successfully in economics and agricultural management to measure stated attitudes
concerning risk based on surveys of the individuals involved in economic activities. These methods
could be divided into: (i) Methods based on an attitudinal scale, with multiple affirmations or
statements, (ii) methods based on the theory of expected utility, and (iii) methods that involve a
combination of the previous ones.
The attitudinal scale methods are constructed based on the score assigned to multiple statements
using a certain scale of values [35]. Using these methods, the risk attitude is considered a latent
construct (a dependent variable) that is not directly observable, but can be estimated through other
explanatory variables that are related to the statements proposed by different researchers, depending
on the topic of study.
The empirical methods based on the economic theory of expected utility [36,37] estimate an
indicator of risk aversion as a function of probabilities in a non-parametric framework, since it is not a
function of the utility that is supposed to govern the behavior of individuals. The following is a brief
description of the main applications measuring the stated risk level in agriculture, based on surveys
and interviews:
•
•
•
•
•
Bardhan’s attitudinal scale of five points on dairy farmers in India, which identifies the
most relevant sources of risk according to farmers’ perceptions and attitudes [38], based on
31 statements related to the social and psychological attributes of each farmer [39].
Risk attitude measuring instrument RAMI of Fausti and Gillespie, applied to cattle producers
in the United States [40]. The instrument was made up of five questions, and the last three
were defined according to the certainty equivalence framework associated with the expected
utility model.
Scale of the measurement of risk attitudes, based on three factors of Allub’s scale concerning the
hypothesis that risk aversion and income diversification are the factors that influenced the farmers’
decisions in a case study in Argentina [41]. It considered that risk aversion is determined by three
factors: The socio-economic status of the farmer, the degree of involvement or participation in
the rural development program, and the farmer’s perception of the agro ecological conditions of
the farm.
Method of measuring the risk attitude with three components of Bard [16]. This scale was
implemented on grain producers in the United States. The method consists of three components:
The risk attitude scale, a self-assessment question and a model based on the expected utility.
The Multiple Price List “Lotteries” (MPL), of Olbrich, Quaas, and Baumgärtner, based on the
Theory of Expected Utility (EUT), was implemented to analyze the risk attitude of livestock
producers in Namibia’s pastures using the MPL format [42], proposed by Binswanger [43] and
studied by Holt and Laury [28].
In this case study, the method selected to measure the farmers’ risk attitudes was the MLP
proposed by Holt and Laury [28], specifically the variant developed by Brick, Visser and Burns [44].
This decision was taken because of the characteristics of the study target population, which does not
have a high level of education, but is familiar with the concept of lotteries. The selected method is also
characterized by simplicity and a relatively short time for data collection. In addition, its application
does not require prior knowledge of the concepts of uncertainty and risk, nor extensive analysis of
multiple statements. The MPL method has been used in many studies to measure the risk attitudes of
farmers, among which are those made by Olbrich et al. [42] and Brick et al. [44].
4. Materials and Methods
The data collected correspond to a representative sample of a total of 370 farmers from irrigation
district DR076, and the sample size was determined based on the formula of finite populations,
with a confidence level of 95% and an error level of 4.99% [45]. The data collection was carried
out in a stratified way through a semi-structured face-to-face questionnaire, carried out during the
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period from October to December 2017, with the purpose of identifying factors affecting farmers’
risk
attitudes.
These
factors
were
classified
into
socio-economicvariables
variablesthat
thatinclude
include the
the particular
attitudes.
These
factors
were
classified
into
socio-economic
particular
farmer
characteristics,
the
farm
descriptors
and
main
crops,
as
well
as
the
environmental
opinions
and
farmer characteristics, the farm descriptors and main crops, as well as the environmental opinions
attitudes
of
farmers
and
their
perceptions
of
weather
patterns
changes
(the
translated
questionnaire
is
and attitudes of farmers and their perceptions of weather patterns changes (the translated
available
in
supplementary
file
Q_1).
On
average,
the
application
of
the
interview
lasted
40
min
with
questionnaire is available in supplementary file Q_1). On average, the application of the interview
each
support
of athe
group
of students
from
the Intercultural
lastedfarmer
40 minand
withwas
eachcarried
farmerout
andwith
was the
carried
out with
support
of a group
of students
from the
Autonomous
University
of
Sinaloa,
who
were
instructed
prior
to
the
application
of the survey.
Intercultural Autonomous University of Sinaloa, who were instructed prior to the application
of the
The
following
methodological
approach
is
summarized
in
Figure
2.
survey. The following methodological approach is summarized in Figure 2.
Factors affecting production
decisions
Risk theoretical framework
Semi-structured
questionnaire design
Socio-economic
variables
Attitudes and
opinions towards the
environment
Attitudes towards
Perceptions of
Stated
climate change
climate change
risk level
Heterogeneity
Analysis
Conclusions
Figure
Figure 2.
2. Methodological
Methodological research
research approach.
approach.
The main variables, describing the 370 farmers, their perceptions, opinions and farm
The main variables, describing the 370 farmers, their perceptions, opinions and farm
characteristics, are described in Tables 1 and 2.
characteristics, are described in Tables 1 and 2.
Each farmer was presented with a questionnaire, with open-ended questions divided into
Each farmer was presented with a questionnaire, with open-ended questions divided into
several blocks according to the type of information, collected and presented in Tables 1 and 2.
several blocks according to the type of information, collected and presented in Table 1 and 2. This
This questionnaire was tested before its final application on a sample of about 25 farmers. The blocks of
questionnaire was tested before its final application on a sample of about 25 farmers. The blocks of
variables were: (i) Farmers’ socio-economic variables, farm characteristics (economic and management),
variables were: (i) Farmers’ socio-economic variables, farm characteristics (economic and
investment and land use, following the classification presented by Kallas et al. [13], (ii) environmental
management), investment and land use, following the classification presented by Kallas et al. [13],
attitudes and opinions, using the New Ecological Paradigm Scale NEP [46], (iii) attitudes or willingness
(ii) environmental attitudes and opinions, using the New Ecological Paradigm Scale NEP [46], (iii)
to carry out actions to reduce climate change using an array of statements evaluated by farmers,
attitudes or willingness to carry out actions to reduce climate change using an array of statements
(iv) perception of climate change constructed from literature, and (v) attitudes toward risk using the
evaluated by farmers, (iv) perception of climate change constructed from literature, and (v) attitudes
MPL method. The methods used are described below:
toward risk using the MPL method. The methods used are described below:
Table 1. The description of farmers, their perceptions and opinions. SD: Standard Deviation.
Variables
Gender
Male
Female
Age
Under 40 years
From 41 to 60 years old
Percentage (%)
88.92%
11.08%
19.46%
52.16%
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Table 1. The description of farmers, their perceptions and opinions. SD: Standard Deviation.
Variables
Percentage (%)
Gender
Male
Female
88.92%
11.08%
Age
Under 40 years
From 41 to 60 years old
Above 60 years
19.46%
52.16%
28.38%
Percentage of income from agriculture (%)
76.00%
Number of members of the family
Generations of the family dedicated to agriculture
Mean
3.79
2.28
SD
1.74
0.83
Units
members
members
Farmers’ understanding about aspects related to global warming (%)
Melting of the poles
18.38%
Rising temperature and warming of the earth
52.97%
Pollution
13.92%
Emission of gases into the atmosphere
14.73%
Farmers’ opinions on the level of improvement required in his activity on a scale from0 (not required
at all) to 10 (absolutely required):
Commercialization of crops
8.28
2.69
Fight against diseases or pests
7.25
3.14
Choice of crops
6.24
3.45
Quality of the soil
6.84
3.39
Type of tillage
7.32
3.07
Use of efficient irrigation techniques
7.06
3.48
Farmers’ perceptions on climate change on a scale from 0 (not observed at all) to 10 (highly observed):
The temperature has increased
7.46
2.32
The level of precipitation has changed
6.72
2.87
The rain periods have changed their temporality
6.86
2.79
The soil has less fertility
6.24
2.96
The periods of drought have increased
6.56
2.79
The harvest has decreased
6.72
2.82
There have been more episodes of droughts
6.61
2.92
There have been more episodes of frost
5.98
3.20
There have been more episodes of floods
6.85
2.68
There have been more episodes of hail
6.08
3.12
There have been more diseases and pests
8.23
1.31
Weeds have increased
7.92
1.88
Farmers’ level of willingness to perform the following actions on a scale from 0 (not willing) to 10
(completely willing):
Perform only nightly irrigation
5.53
3.80
Use low-polluting machinery
8.02
2.62
Carry out agro ecological production
7.89
2.50
Use renewable energy sources
7.91
2.52
Do not burn biomass (stubble)
8.01
3.26
Use non-nitrogenous fertilizers
7.99
2.53
Use the zero tillage method
6.60
3.58
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Table 2. The description of the farms and main crop activities.
Variable
Mean
Utilized agricultural area
Number of irrigations by crop season
Volume of water used in irrigation
Permanent employees
Temporary employees
Variable
Percentage
Type of crop harvest
Manual
17.03%
Mechanic
82.97%
Land tenure regime
Private property
32.97%
Ejidal *
67.03%
Property management regime
Owner
79.19%
Owner’s family without salary
5.95%
Salaried family
0.27%
Tenant or associate
14.59%
Water availability problems c
No
84.05%
Yes
15.95%
Experience in water collection b
No
83.78%
Yes
16.22%
Type of irrigation
Irrigation by gravity
95.68%
Sprinkler irrigation
1.62%
Mechanized Irrigation by gravity
0.81%
Drip irrigation/localized
1.89%
10.66
7.56
15.46
1.52
3.79
SD
Units
9.28
ha
4.61
frequency
10.97
m3/ha
1.73
persons
9.39
persons
Variable
Percentage
Have credit for farming activity a
No
54.05%
Yes
45.95%
Receive some subsidy for agriculture
No
31.62%
Yes
68.38%
Purpose of the subsidies received
Covering operating expenses
60.50%
For investment in equipment
12.30%
For agricultural improvement of land
12.60%
Other agricultural expenses
14.60%
Agricultural insurance d
No
63.24%
Yes
36.76%
Origin of their agricultural training
Agrarian Experience
88.92%
Agricultural professional-university training
6.76%
Courses, conferences, workshops, etc.
2.43%
Other education sources
1.89%
Main product grown
Wheat
28.92%
Alfalfa
24.59%
Soy
9.73%
Peanut
7.03%
Corn
5.41%
Chilli
4.32%
Others (Onion, Sweet potato, Watermelon,
20.00%
Bean, Sorghum and Triticale)
* Form of farmers’ organizations in Mexico. a Refers to whether the farmer received a credit loan for his agricultural
activity. b Indicates if the farmer has used some method to recollect water for crops, such as ponds or dams.
c Refers to the problems related to the water availability in their agricultural land, such as a time-restricted access to
water resources and the payment of the water quota. d Refers to whether farmers hired an insurance contract for
their crops.
4.1. Measuring Farmers’ Environmental Attitudes and Opinions
The NEP scale was used to analyze farmers’ environmental opinions. This scale has sixteen
statements (Table 3) that express a positive or negative evaluation of the environment and relies
on individual’s beliefs about themselves and nature, according to a nine-point Likert type scale,
where 1 means absolutely disagree, and 9 means absolutely agree [47,48]. To understand the behavior
that humans have toward the environment, it is necessary to understand how they perceive it,
that is, what their pro-environmental attitudes are. By performing a factorial analysis using the
NEP scale, the dimensionality that characterizes farmers can be identified to determine if the items
are clearly associated with an array of dimensions. The NEP scale has been used to analyze farmers’
beliefs concerning environmental issues [49]. This scale reflects the way in which the human being
conceptualizes nature and the way he/she behaves in relation to it [48].
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Table 3. Statements of the New Ecological Paradigm Scale.
Absolutely
Disagree
Strongly
Disagree
Moderately
Disagree
Slightly
Disagree
Neutral
Slightly
Agree
Moderately
Agree
Strongly
Agree
Absolutely
Agree
1
2
3
4
5
6
7
8
9
1. A global ecological crisis is exaggerated.
2. The balance of nature supports the impact of industrialized countries.
3. Humans may be able to control nature.
4. Human ingenuity ensures that the earth is not uninhabitable.
5. Humans were created to dominate the rest of nature.
6. Humans have the right to modify the environment to adapt it to their needs.
7. The interference of the human being in nature has disastrous consequences.
8. Plants and animals have the same right to exist as human beings.
9. The human being seriously abuses the environment.
10. The balance of nature is delicate and easily alterable.
11. If things continue as they have been, we will soon experience a great ecological catastrophe.
12. We are approaching the limit number of people that the earth can hold.
13. The earth has limited resources.
14. Despite our special abilities, human beings are still subject to the laws of nature.
15. The land has abundant resources, we just have to learn how to exploit them.
16. Sustainable development needs a balanced situation that controls industrial growth.
4.2. Measuring Farmers’ Perceptions of Climate Change
The perception of climate change involves the analysis, according to each farmer, of whether
he/she has observed variability in certain meteorological factors or events related to the climate.
To address this issue, an array of statements, collected from a literature review (Table 4) and related to
climate change was evaluated, according to the farmer’s own perception, on a 9-point Likert type scale
(from 1 to 9), where 1 means absolutely disagree, and 9 means absolutely agree.
Table 4. Items included analyzing the farmers’ perceptions of climate change.
Absolutely
Disagree
Strongly
Disagree
Moderately
Disagree
Slightly
Disagree
Neutral
Slightly
Agree
Moderately
Agree
Strongly
Agree
1
2
3
4
5
6
7
8
In the last 10 years you have noticed that the temperature has increased: [50,51]
In the last 10 years you have noticed that the level of precipitation has changed: [50,52]
In the last 10 years you have noticed that rain periods have changed their temporality: [53–55]
In the last 10 years you have noticed that the soil has lost fertility: [3,54]
In the last 10 years you have noticed that the periods of drought have increased: [50,52]
In the last 10 years you have noticed that the harvest has decreased: [56]
In the last 10 years you have noticed that there have been more episodes of droughts: [3,50]
In the last 10 years you have noticed that there have been more episodes of frost: [50,53]
In the last 10 years you have noticed that there have been more episodes of floods: [52]
In the last 10 years you have noticed that there have been more episodes of Hail: [57]
In the last 10 years you have noticed that there have been more diseases and pests: [58,59]
In the last 10 years you have noticed vegetation changes: [60]
Absolutely
Agree
9
_____
_____
_____
_____
_____
_____
_____
_____
_____
_____
_____
_____
4.3. Measuring Farmers’ Risk Attitudes
4.3.1. Model Definition
Each respondent was presented with a set of different lottery pairs, and one of the lottery options
must be chosen from each pair [61]. (This relates the levels of risk aversion with a prize or profit). In the
definition of the model, a list of eight scenarios was generated, with a pair of hypothetical lotteries,
called option A and option B, which is similar to the theoretical model used by Brick et al. [44]. In this
model, as in Brick´s, the probabilities that each one of the options will keep the experiment as simple
as possible remain constant. In option A, the probability of obtaining the amount presented was set
at 100% (safe option), and in option B (risky option), the probability was set at 50% for obtaining
the amount of ($100) and 50% for not getting anything ($0) (tossing a coin for heads or tails) in all
scenarios, while the safe amount presented in option A in each of the eight scenarios is modified in a
decreasing manner, according to the following amounts ($100, $75, $60, $50, $40, $30, $20 and $10).
Agronomy 2019, 9, 4
9 of 18
The level of risk aversion is based on the number of safe answers (option A) that the interviewee
selects. According to the experimental design structure (see question 35 in the questionnaire, available
in the supplementary file Q_1), only a risk-tolerant participant would select option B in the first
scenario, while an extremely risk-averse participant would be the one who, in the eight scenarios,
would select option B, and a risk-neutral participant would be the one who selects option A in the first
three scenarios, and in the fourth scenario, changes to option B [62].
4.3.2. Estimation of the Relative Risk Aversion Coefficient “r”
We defined the values of the Constant Relative Risk Aversion (CRRA), based on the function,
U(y) = y (1 − r) /(1 − r), where y is the income and r the relative risk aversion coefficient for each of
the six stages (Table 5). Then, the coefficient r is estimated by means of the logarithmic maximum
likelihood function, conditioned to the expected utility model and the CRRA specification, defined
as the difference of the expected utility (∇EU = EUA −EUB ). In this case, the maximum likelihood
equation used is:
ln LEU (r, z, X ) = ∑((ln(∇EU)/z = 1) + (ln(1 − ∇EU)/z = 0))
(1)
i
where zi = (0,1), 1 indicates that the respondent chose the auction in scenario i, 0 indicates that
he/she chose the safe amount, and X corresponds to a vector of variables of personal, agricultural
and environmental characteristics and environmental risk. Once the structure of the experiment is
established, according to the specification of the choice of theory of expected utility (EUT) under
uncertainty, the parameters of the function of CRRA are estimated, which allow the behavior or risk
preferences of participants to be modelled [44,63]. According to the theory of the expected utility (EUT,
Expected Utility Theory), proposed by von Neumann-Morgenstern, different utility functions have
been generated that shape the behavior of people according to their risk preferences. Among the most
common is the CRRA, which allows the implicit risk in decision making to be estimated [37].
The expected utility of each lottery is calculated by means of the function:
EU = ∑( pi × U ( Xi ))
(2)
i
where pi is the probability of occurrence of the utility of the prize Xi, and U (Xi ) is the utility of the
prize Xi . The CRRA function is defined as a non-negative lottery prize, according to the following
equation:
X 1−r
U (X) =
(3)
1−r
where X corresponds to the lottery prize, r is the latent risk aversion coefficient, where r = 0 indicates
risk neutrality, r > 0 indicates risk aversion, and r < 0 indicates taste or tolerance for risk [63].
Table 5. Level of risk coefficients [28].
Number of Safe Choices “A”
0–1
2
3
4
5
6
7
8
Range of CRRA for U(X) = X (1 − r) /(1 − r)
−1.71
−0.95
−0.49
−0.15
0.14
0.41
0.68
0.97
r<
>r<
>r<
>r<
>r<
>r<
>r<
>r<
−0.95
−0.49
−0.15
0.14
0.41
0.68
0.97
1.37
Classification of Risk Preference
highly risk-tolerant
very risk-tolerant
risk-tolerant
risk-neutral
slightly risk-averse
risk-averse
very risk-averse
highly risk-averse
To determine CRRA values, a scenario and its immediate continuum are related, given that each
scenario is independent of the rest, and the model is defined with a decreasing level of risk aversion,
so it is not necessary to relate it to the subsequent scenarios, meaning that the level of risk aversion is
Agronomy 2019, 9, 4
10 of 18
determined by the first change of option A by option B. (Because of this, any inconsistency subsequent
to B’s decision can be eliminated).
For instance, the choices of an individual, who chooses option A in the first three scenarios and
then changes to option B, correspond to a risk aversion coefficient in the range of −0.15 and 0.14,
which would define the individual as risk-neutral, while a person who always chooses Option A
(the secure lotteries), the CRRA rank that corresponds to it is 0.97–1.37, which defines the person as
extremely risk-averse.
The expected values of options A and B in each of the scenarios of the experimental design can
be seen in Table 6. This also includes the ranges of relative risk aversion coefficients, implicit in each
possible choice, under the assumption of the constant relative risk aversion (CRRA).
Table 6. Matrix of payments in the risk aversion experiment.
Lottery
Option A
Option B
Expected Value
Question (Scenario)
A
PA *
B1
PB1 *
B2
PB2 *
E(A)
E(B)
Difference
1
2
3
4
5
6
7
8
100
75
60
50
40
30
20
10
1
1
1
1
1
1
1
1
100
100
100
100
100
100
100
100
0.5
0.5
0.5
0.5
0.5
0.5
0.5
0.5
0
0
0
0
0
0
0
0
0.5
0.5
0.5
0.5
0.5
0.5
0.5
0.5
100
75
60
50
40
30
20
10
50
50
50
50
50
50
50
50
50
25
10
0
−10
−20
−30
−40
CRRA* Interval
−1.71, −0.95
−0.95, −0.49
−0.49, −0.15
−0.15, 0.14
0.14, 0.41
0.41, 0.68
0.68, 0.97
0.97, 1.37
PA*, Probability option A; PB1*, probability of winning the amount B1 of option B; PB2*, probability of winning the
amount B2 of option B; CRRA*, Constant relative risk aversion.
Once the CRRA values are estimated, the choices made by each individual on each pair of options
presented in the eight scenarios are taken, and their level of aversion to individual risk is estimated.
The instructions and differences regarding the lotteries presented in each scenario were explained in
detail to farmers. Then, they were given the sheet to make their choices. The level of individual risk
was determined and the group results were subsequently aggregated.
By means of contingency tables and the analysis of variance by means of the ANOVA method,
the relationship of the data with the variable response level of aversion to risk, presented by the
farmers, is explored. Subsequently, the statistical technique of Principal Component Analysis (PCA)
was used to reduce the dimensionality based on the estimation of correlations. The obtained results
are interpreted, characterizing the farmers of the studied regions.
5. Results and Discussion
5.1. Results on the Level of Farmers’ Risk Attitudes
The results of the estimated risk level using the MPL showed a score of about 0.32, which globally
defines the studied population as slightly risk-averse, according to the aforementioned scale of Holt
and Laury. The results presented in Figure 3 showed the distribution of the sample of farmers,
according to the different estimated scores of the attitudes towards risk levels. According to the
scale of Holt and Laury [28], the results showed that almost 34% of farmers are highly risk-averse,
7.57% are risk-neutral, and 22% of farmers are highly risk-tolerant. These results are similar to those of
Trujillo et al. (2009) [64], Galarza (2009) [65], Pennings and Garcia (2001) [17] and Brick et al. (2011) [44],
who found that farmers exhibited, in general, a risk-averse attitude.
according to the different estimated scores of the attitudes towards risk levels. According to the scale
of Holt and Laury [28], the results showed that almost 34% of farmers are highly risk-averse, 7.57%
are risk-neutral, and 22% of farmers are highly risk-tolerant. These results are similar to those of
Trujillo et al. (2009) [64], Galarza (2009) [65], Pennings and Garcia (2001) [17] and Brick et al. (2011)
Agronomy
2019,
9, 4 that farmers exhibited, in general, a risk-averse attitude.
11 of 18
[44], who
found
Risk-tolerant
Risk-averse
34.32%
n=127
21.89%
n=81
9.73%
n=36
highly risk very risk
tolerant
tolerant
9.46%
n=35
risk
tolerant
7.57%
n=28
risk
neutral
9.19%
n=34
2.43%
n=9
5.41%
n=20
slightly risk averse very risk highly risk
risk averse
averse
averse
Figure 3. Distribution of the farmers according to their risk level. n: numbers.
Figure 3. Distribution of the farmers according to their risk level. n: numbers.
5.2. Risk Heterogeneity Analysis
5.2. Risk Heterogeneity Analysis
The risk response (risk-CRRA) is a categorical variable and represents the risk level of the farmers
The risk
response
(risk-CRRA)
is Laury.
a categorical
variable
represents analysis
the risk indicate
level ofthat
the
according
to the
scale used
by Holt and
The results
of theand
heterogeneity
farmers
according
to
the
scale
used
by
Holt
and
Laury.
The
results
of
the
heterogeneity
analysis
the variables related to the level of risk aversion are: The purpose of the subsidies received (p-value =
indicate
the variables
related to
the level
of risk=aversion
are:
the subsidies
0.002),
thethat
gender
of the agricultural
producer
(p-value
0.046) and
theThe
age purpose
(p-value =of0.000).
Results
received
(p-value
=
0.002),
the
gender
of
the
agricultural
producer
(p-value
=
0.046)
and
the
age (pshowed that women consider themselves a bit more risk-tolerant than their counterparts (percentage
value
=
0.000).
Results
showed
that
women
consider
themselves
a
bit
more
risk-tolerant
than
their
of men who tolerate risk = 39%, while the percentage of women who tolerate risk = 61%). The average
counterparts
(percentage
of men was
who−
tolerate
riskthe
= 39%,
while the
ofwas
women
who
tolerate
level
of estimated
risk for women
0.035, and
estimated
riskpercentage
level of men
0.361.
This
result
risk
=
61%).
The
average
level
of
estimated
risk
for
women
was
−0.035,
and
the
estimated
risk
level of
should be taken into account, particularly because women are responsible for 60% to 80% of the world’s
men was
This
resultstewards
should be
into account,
particularly
because
women
responsible
food,
and0.361.
they are
better
of taken
the environment
[66].
Furthermore,
women
are are
more
prone to
for
60%
to
80%
of
the
world’s
food,
and
they
are
better
stewards
of
the
environment
[66].
participating in extensive activities related to agriculture and are more committed to farming activities.
Furthermore,
women
are
more
prone
to
participating
in
extensive
activities
related
to
agriculture
However, decisions that are related to farm development and improvement adoption are takenand
by
are more
committed
to farming
activities. However,
decisions
are related
to farm
development
men,
excluding
women
in the decision-making
process
of a newthat
agricultural
system
[67].
and improvement
adoption are
excluding
women
in the related
decision-making
process
of a
The variable collecting
the taken
main by
usemen,
of the
subsidies
was highly
to farmers’
risk level.
new
agricultural
system
[67].
Farmers who receive economic support and use it in structural investment at the farm level are more
The variable
usean
of adverse
the subsidies
highly
toalso
farmers’
risk level.
risk-tolerant,
whilecollecting
those whothe
do main
not have
profilewas
to risk
[68]. related
Age was
associated
with
Farmers
who
receive
economic
support
and
use
it
in
structural
investment
at
the
farm
level
more
the risk level, which is similar to the findings of Brick et al., in their experiment on Africanare
fishing
risk-tolerant,[44].
while
whowe
dofound
not have
an adverse
profile
to risk
[68]. show
Age was
associated
communities
Inthose
our case,
that farmers
“above
60 years
of age”
thatalso
the experience
with
the
risk
level,
which
is
similar
to
the
findings
of
Brick
et
al.,
in
their
experiment
on
acquired over time allows them to have a lower risk aversion on average, compared to farmersAfrican
in the
fishingofcommunities
[44].
ourare
case,
we conservative,
found that farmers
60 years
of age”
show that the
range
41 to 60 years’
old,Inwho
more
with a“above
higher level
of risk
aversion.
experience
time allows
themresearch,
to have awhich
lowermeasured
risk aversion
on average,
compared
to
Severalacquired
pieces ofover
agricultural
economic
risk attitudes
according
to the
expected utility theory, found that they are related to a set of farm and farmers’ variables. Fahad et al.
(2018) mentioned that factors, such as age, farming experience, and land size, may influence the
farmers’ decisions to contract crop insurance as a risk management strategy [14]. De Pinto et al. (2013)
found that the implications for climate change mitigation projects are related to farmers’ risk level [69].
Dörschner and Musshoff (2013) mentioned that the income variation and the farmers’ risk attitudes
can constitute an explanatory approach for the low acceptance of the actions that face the impact of
climate change, showing that a better understanding of farmers’ risk attitudes is necessary to make
more effective agricultural policies [70].
The variables shown in Table 7, correspond to the attitudinal variables included in the
heterogeneity analysis relating the risk level and attitudes associated with, and perception of,
the environment and climate change.
Agronomy 2019, 9, 4
12 of 18
Table 7. Variables related to the level of risk based on the ANOVA, classified by the type of information.
Type of Information
Variables
Utilized agricultural area
Volume of water used in irrigation
Income
Number of hectares of rain fed crops
Volume of water irrigated (m3 /ha)
Percentage of income from agriculture
Attitudes and Opinions towards the Environment (NEP Statements)
A global ecological crisis is exaggerated
The balance of nature supports the impact of industrialized countries
Humans may be able to control nature
Human ingenuity ensures that the earth is not uninhabitable
The interference of the human being in nature has disastrous consequences
The human being seriously abuses the environment
The balance of nature is delicate and easily alterable
We are approaching the limit number of people that the earth can hold
The earth has limited resources
The land has abundant resources, we just have to learn how to exploit them
Sustainable development needs a balanced situation that controls industrial growth
Attitudes towards Climate Change
Level of disposition to perform only nightly irrigation
Level of willingness to use low-polluting machinery
Level of disposition to carry out agro ecological production
Level of disposition to use of renewable energy sources
Level of disposition not to burn biomass (stubble)
Level of willingness to use non-nitrogenous fertilizers
Level of willingness to use zero tillage
Perception of Climate Change
Level of impact of global warming on their crops
Percentage of climate change influence on production costs
Temperature increase
More episodes of floods
More episodes of hail
More diseases and pests
Weed increase
Source: Own elaboration, based on the data provided by the interviewees.
Given that farmers perceive that they have a significant interest with respect to climate change,
we reduced the dimensionality of this group of variables, seeking a minimum loss of information
through a Principal Components Analysis (PCA). The objective is to determine a smaller set of
unrelated variables that explain the existing relationships between the observed variables, identify
the number of underlying variables, evaluate the individuals in relation to these new variables, and
interpret the extracted component. Before starting the analysis, the Kaiser Meyer Olkin test (KMO)
was applied to verify the applicability of the set of available variables. The results obtained, of 0.697
and 0.74, indicating that the relation of these is between medium and low.
The results of the PCA allowed two components to be identified, which explain 51% of the total
variability. The first factor identified is defined by the climatic variables, such as floods, hail, diseases
and pests. The second factor is defined by variables related to the impact of climate change on the
farming activity, with variables related to weed increase, the impact of the global warming on crops
and the influence of climate change on production. These results indicated that the first component
characterizes the perception of farmers towards the negative weather patterns, and the second is
related to the impact on their agricultural productivity.
The distribution of the point´s cloud, which represents the farmers in relation to the two main
components and the variables previously described, is shown in Figure 4. Most of the risk-tolerant
farmers (red points) are located to the right of the first dimension, exhibiting a higher perception of the
weather patterns related to climate change, compared to the risk-averse farmers. This result is similar
to the finding of Pomareda (2008) [71] and Brown et al. (2017), who found that effect of natural shocks
affects risk attitudes and perceptions [72]. Furthermore, risk-tolerant farmers (red points) are more
The distribution of the point´s cloud, which represents the farmers in relation to the two main
components and the variables previously described, is shown in Figure 4. Most of the risk-tolerant
farmers (red points) are located to the right of the first dimension, exhibiting a higher perception of
the weather patterns related to climate change, compared to the risk-averse farmers. This result is
similar to the finding of Pomareda (2008) [71] and Brown et al. (2017), who found that effect of natural
Agronomy 2019, 9, 4
13 of 18
shocks affects risk attitudes and perceptions [72]. Furthermore, risk-tolerant farmers (red points) are
more concentrated in the upper part of the second dimension, showing that they perceive to a greater
extent that climate
change
hasofathe
high
impact
on their production.
Inthey
this context,
concentrated
in the upper
part
second
dimension,
showing that
perceive our
to aresults
greatershowed
extent
thatclimate
the highly
farmers
are those
that are
prone
to using
subsides
in structural
that
changerisk-tolerant
has a high impact
on their
production.
In this
context,
our results
showed
that the
investment
at the farm
level.
also
showed
thatsubsides
risk-neutral
farmers investment
do not haveatwellhighly
risk-tolerant
farmers
are The
thoseresults
that are
prone
to using
in structural
the
defined
perceptions
regarding
climate
nor the
effects do
thatnot
climate
could have
on their
farm
level.
The results
also showed
thatchange,
risk-neutral
farmers
have change
well-defined
perceptions
productivity.
regarding
climate change, nor the effects that climate change could have on their productivity.
Figure
offarmers
farmersaccording
accordingtoto
their
perceptions
of climate
change.
(A) Impact
of
Figure4.4. Distribution
Distribution of
their
perceptions
of climate
change.
(A) Impact
of global
global
warming
on
their
crops;
(B)
Percentage
of
climate
change
influence
on
production
costs;
warming on their crops; (B) Percentage of climate change influence on production costs; (C)
(C)
Temperature
increase;
More
episodes
of floods;
More
episodes
of hail;
More
diseases
Temperature
increase;
(D)(D)
More
episodes
of floods;
(E)(E)
More
episodes
of hail;
(F) (F)
More
diseases
and
and
pests;
Changes
in weed
development.
pests;
(G)(G)
Changes
in weed
development.
The
Theresult
resultofofPCA,
PCA,carried
carriedout
outon
onfarmers’
farmers’opinions
opinionsand
andattitudes
attitudestowards
towardsthe
theenvironment,
environment,
using
the
NEP
scale
and
their
relation
to
risk
level,
is
presented
in
Figure
5.
As
can
using the NEP scale and their relation to risk level, is presented in Figure 5. As canbe
beseen,
seen,the
thefirst
first
two
components
explain
an
accumulated
variance
of
47.4%.
The
first
factor
was
principally
defined
two components explain an accumulated variance of 47.4%. The first factor was principally defined
by
bythe
thevariables,
variables,“The
“Theearth
earthhas
haslimited
limitedresources”
resources”and
and“Sustainable
“Sustainabledevelopment
developmentneeds
needsaabalanced
balanced
situation”.
This
factor
can
be
characterized
as
an
ecocentric
attitude.
The
second
factor
situation”. This factor can be characterized as an ecocentric attitude. The second factorwas
wasmainly
mainly
defined
by
the
variables,
“Humans
may
be
able
to
control
nature”,
“The
balance
of
nature
supports
the
defined by the variables, “Humans may be able to control nature”, “The balance of nature supports
impact of industrialized countries”, and “Human ingenuity ensures that the earth is not uninhabitable,”
which are related to an anthropocentric attitude towards the environment [73].
Based on the points dispersion, the results showed that farmers with a risk-tolerant attitude
(red points) have a positive perception regarding the aspects related to ecocentric attitudes.
The risk-tolerant farmers are those that allow for better differentiation of the aspects related to their
positive environmental opinions. They have a clearer vision of the aspects related to their positive
environmental opinions. Furthermore, in this context, risk-tolerant farmers are willing to perform
positive actions relating to the environment, such as using low-polluting machinery, not burning
biomass (stubble) or using non-nitrogenous fertilizers (identified in Table 7), while there is no clear
trend in the environment opinions of risk-averse farmers. However, their risk-averse attitude does not
preclude their potential adoption of positive actions towards the environment, as stated in Dörshner
and Musshoff (2013) [70].
environmental opinions. Furthermore, in this context, risk-tolerant farmers are willing to perform
positive actions relating to the environment, such as using low-polluting machinery, not burning
biomass (stubble) or using non-nitrogenous fertilizers (identified in Table 7), while there is no clear
trend in the environment opinions of risk-averse farmers. However, their risk-averse attitude does
not preclude their potential adoption of positive actions towards the environment, as stated
in
Agronomy 2019, 9, 4
14 of 18
Dörshner and Musshoff (2013) [70].
Figure
5. 5.
Distribution
according to
totheir
theirenvironmental
environmental
opinions.
(1)global
A
Figure
Distributionofoffarmers,
farmers, interviewed
interviewed according
opinions.
(1) A
global
ecological
crisis
exaggerated;(2)(2)The
Thebalance
balance of nature
of industrialized
ecological
crisis
is is
exaggerated;
naturesupports
supportsthe
theimpact
impact
of industrialized
countries;
(3) (3)
Humans
may
be able
to control
nature;
(4) (4)
Human
ingenuity
ensures
thatthat
thethe
earth
is is
countries;
Humans
may
be able
to control
nature;
Human
ingenuity
ensures
earth
notnot
uninhabitable;
(5)
The
interference
of
the
human
being
in
nature
has
disastrous
consequences;
uninhabitable; (5) The interference of the human being in nature has
consequences; (6)
(6) The
balance
of of
nature
is delicate
andand
easily
The human
human being
being seriously
seriouslyabuses
abusesthe
theenvironment;
environment;(7)(7)The
The
balance
nature
is delicate
easily
alterable;
(8) (8)
WeWe
are are
approaching
the the
limit
number
of people
thatthat
the the
earth
cancan
hold;
(9) (9)
TheThe
earth
hashas
alterable;
approaching
limit
number
of people
earth
hold;
earth
limited
resources;
(10)(10)
TheThe
land
hashas
abundant
resources;
wewe
justjust
have
to learn
how
to exploit
them;
limited
resources;
land
abundant
resources;
have
to learn
how
to exploit
them;
(11)(11)
Sustainable
development
needs
a
balanced
situation.
Sustainable development needs a balanced situation.
6. Conclusions
6. Conclusions
There is a wide variety of stated methods for measuring the risk level in the agricultural sector,
There is a wide variety of stated methods for measuring the risk level in the agricultural sector,
although the MPL method (lotteries) is shown to be a valid approach in the agricultural sector. It is
although the MPL method (lotteries) is shown to be a valid approach in the agricultural sector. It is
characterized by its simplicity and is easily understood. Furthermore, its application does not require
characterized by its simplicity and is easily understood. Furthermore, its application does not require
prior knowledge of the concepts of uncertainty and risk, nor extensive analysis of multiple statements.
prior knowledge of the concepts of uncertainty and risk, nor extensive analysis of multiple
In general, in the studied area, farmers do not have high academic preparation, which makes the MPL
statements. In general, in the studied area, farmers do not have high academic preparation, which
a suitable method in this case. The MPL is a useful tool for comparing the stated risk attitudes of
makes the MPL a suitable method in this case. The MPL is a useful tool for comparing the stated risk
individuals who face the same lottery game.
attitudes of individuals who face the same lottery game.
The farmers in the studied region exhibited, in general terms, a risk-averse attitude, which is
The farmers in the studied region exhibited, in general terms, a risk-averse attitude, which is
consistent with the main finding of other stated approaches to risk studies in the agriculture
consistent with the main finding of other stated approaches to risk studies in the agriculture sector.
sector. Farmers recognize the importance of improving the commercialization of their crops and
Farmers recognize the importance of improving the commercialization of their crops and the
the effectiveness of treatments against diseases and pests. Farmers’ perceptions of climate change
were highlighted by the adverse effects on their output through higher disease and pest incidences on
their crops, weed development increases, temperature increases and variations, and changes in the
temporality of the rain periods.
The farmers´ characteristics, such as sex and age, were related to their stated risk level.
An important finding to highlight is that women in the region were more risk-tolerant than men
and were more prone to using public support to invest at the farm level. However, they are
marginalized as decision-makers at the policy level and are therefore still less involved in the design
and implementation of public policy in the agricultural sector, mainly due to cultural limitations.
Our results also showed that farmers above 60 years old are more risk-tolerant than younger farmers.
Agronomy 2019, 9, 4
15 of 18
As part of the findings of this research, risk-tolerant farmers were shown to be highly aware of the
effects of climate change on production and were shown to agree with sustainable development
statements concerning the environment, which may generate greater resilience in the region.
Better involvement of these farmers in the process of generating agricultural public policies is
recommended. Additionally, public policies should effectively target farmers with risk-averse attitudes
in order to build confident relationships with them, which may improve their perceptions and adaptive
capacities in relation to climate change.
One of the limitations of this paper is that the comparability of the results on the level of risk
depends on the use of the MPL method under the same payment scheme, given that the difference in
payments can generate heterogeneous results. Thus, for future research, it should be considered that
the applicability and validity test using MPL could be verified by its application in other agricultural
areas with similar characteristics. This would also corroborate and validate the results, generating a
comparative map of attitudes towards risk and climate change perceptions.
Supplementary Materials: The following are available online at http://www.mdpi.com/2073-4395/9/1/4/s1,
supplementary file: supplementary file Q_1.
Author Contributions: M.A.O.T. conceived and designed the study, investigates, performed data collection, and
wrote manuscript; Z.K. conceived and designed the research, made review and editing, participates in writing
the manuscript and was the supervisor of all procedures; S.I.O.H. made the formal analysis of the data and
participates in writing the manuscript.
Funding: This research received no external funding.
Acknowledgments: The National Council of Science and Technology (CONACYT) is thanked for the support to
carry out this research.
Conflicts of Interest: The authors declare no conflicts of interest.
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Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
3.2. Segunda Publicación: Farmers’ environmental perceptions and preferences
regarding climate change adaptation and mitigation actions – towards a sustainable
agricultural system in México
Orduño Torres, M. A., Kallas, Z., & Ornelas Herrera, S. I. Farmers’
environmental perceptions and preferences regarding climate change adaptation
and mitigation actions – towards a sustainable agricultural system in México.
Land Use Policy, august 2020, (Q1- Factor de impacto 4.236).
31
Land Use Policy 99 (2020) 105031
Contents lists available at ScienceDirect
Land Use Policy
journal homepage: www.elsevier.com/locate/landusepol
Farmers’ environmental perceptions and preferences regarding climate
change adaptation and mitigation actions; towards a sustainable agricultural
system in México
T
Miguel Angel Orduño Torresa,*, Zein Kallasb, Selene Ivette Ornelas Herreraa
a
Institute for Research in Sustainability Science and Technology (IS-UPC), Polytechnic University of Catalonia, 08034 Barcelona, Spain
Center for Research in Agrofood Economy and Development (CREDA-UPC-IRTA), Polytechnic University of Catalonia, Institute of Agrifood Research and Technology,
08860 Castelldefels, Spain
b
ARTICLE INFO
ABSTRACT
Keywords:
Climate change
Adaptation
Mitigation
Sustainable agriculture
Environmental factors
Analytical hierarchy process
New ecological paradigm scale
Climate change compromises sustainable agricultural development. It has deep economic, environmental, and
social impacts, particularly on vulnerable rural regions in developing countries where agriculture constitutes the
backbone of the economy. This study analyzes farmers’ preferences regarding the potential implementation of
several mitigation and adaptation actions addressing climate change. Data were collected on 370 farmers in the
“Valle del Carrizo” region of northwestern México. Using the Analytical Hierarchy Process (AHP) methodology,
the farmers’ preferred mitigation and adaptation actions were identified and related to their stated attitudes
regarding risks using the Multiple Price List (MPL) lotteries approach. Farmers’ environmental beliefs and
perceptions as key means of understanding concepts of sustainability were related to their preferences. The use
of less polluting machinery and investment in improving irrigation infrastructure were identified as the most
preferred actions. Environmental opinions reviewed using the New Ecological Paradigm (NEP) scale allowed for
the identification of the participants’ ecocentric and anthropocentric attitudes, highlighting the commitment of
most farmers to the sustainable use of natural resources. Agricultural policies should be developed according to
farmers’ preferences and behaviors. The design and implementation of measures and policy tools addressing
climate change should be inclusive and developed at the micro-level considering farm and farmer typologies.
1. Introduction
Climate change is one of the most significant challenges facing
human society. The ways in which weather events are developing pose
social, economic, and environmental risks and are raising more concern
with the appearance of various unexpected phenomena such as floods,
storms, droughts, and heat waves. Climate change refers to the varia
tion of the earth’s climate generated either by natural causes or human
actions that affect the variability of climatic parameters such as tem
perature, rainfall, and drought (Gan et al., 2016).
Climate change compromises sustainable agricultural development,
which is based on three converging levels of environmental, economic,
and social impact. Climate change is not only an environmental phe
nomenon, but it has also deep economic and social consequences,
especially for vulnerable developing countries, posing great challenges
to their agricultural development and welfare (Tesfahunegn et al.,
2016). The effects of climate change are closely related to a decline in
⁎
economic growth, complicating efforts to reduce poverty and to ensure
the food security of marginalized local agricultural communities (López
and Hernández, 2016).
Agriculture is of great importance to the economic development of
developing countries and constitutes the backbone of their economies
by providing their populations with food, raw materials, and employ
ment opportunities (Ogen, 2007). Socially, agriculture forms the basis
for achieving food security, which basically depends on the eradication
of extreme poverty and hunger (Von Braun et al., 2005). Agriculture is
essential to community livelihoods in rural and marginal areas. In this
context, agricultural policies and public intervention in rural commu
nities are necessary tools that contribute to the reduction of poverty as
part of an economic and social development approach (Croppenstedt
et al., 2018).
Climatic patterns are the most significant input factor for agri
cultural production (Frutos et al., 2018), and their variability is closely
related to output productivity. At the same time, the agricultural sector
Corresponding author.
E-mail addresses: miguel.angel.orduno@upc.edu (M.A. Orduño Torres), zein.kallas@upc.edu (Z. Kallas), selene.ivette.ornelas@upc.edu (S.I. Ornelas Herrera).
https://doi.org/10.1016/j.landusepol.2020.105031
Received 21 January 2019; Received in revised form 22 June 2020; Accepted 18 August 2020
0264-8377/ © 2020 Published by Elsevier Ltd.
Land Use Policy 99 (2020) 105031
M.A. Orduño Torres, et al.
and animal farming in particular constitute an important source of
greenhouse gas (GHG) emissions, which are closely related to climate
change (Rivera and Di Paola, 2013). Agriculture in regions of Africa and
Latin America is most vulnerable to climate change due to its geo
graphic positioning and because local economies and populations rely
heavily on agriculture activities for subsistence purposes, especially in
rural and marginal areas (Ortiz, 2012).
In the study region examined in the present work, climatic condi
tions are extreme and have in recent years become even more atypical
with high levels of precipitation occurring over short periods and with
lower temperatures than normal recorded (Lara et al., 2017). Such
patterns have affected levels of agricultural production and crop quality
and jeopardized food security within the region and country. Ad
ditionally, climate change projections associated with global warming
establish temperature increases of 0.5 °C–1.0 °C for 2020 and of
2 °C–4 °C for 2080, variations in rainfall of + 10 % to -20 % by 2050,
and a decrease in rainfall of 5%–30% by 2080 (Flores et al., 2012). Such
patterns will increase vulnerability to flooding and other natural dis
asters and lead to changes in water availability mainly affecting the
agricultural and livestock sectors (López, 2000).
Climate change is also related to societal development.
Relationships between society, agriculture and economic development
in rural areas are closely linked to the consequences of climate change
(Valladolid, 2017; Maia et al., 2018). Currently, the effects of climate
change in different regions are heterogeneous due to specific human
activities and regional economic, climatic, and social characteristics
(Frutos et al., 2018). Therefore, the implementation of strategies to
adapt production in agricultural systems or mitigate effects of climate
change on outputs must be implemented according to each region,
farmers’ characteristics and farming activities (Aguiar and Cruz, 2018;
López and Hernández, 2016).
Climate change adaptation actions corresponds to initiatives and
measures focused on reducing the vulnerability of natural and human
systems to effects of actual or expected climate change (IPCC, 2014) or
on reducing the likelihood of an object, person or system suffering
negative impacts. Not considering the effects of climate change has
negative implications for adaptation capacities, resulting in a more
vulnerable situation that does not contribute to environmentally sus
tainable agriculture (Wheaton and Kulshreshtha, 2017). Vulnerability is
generally associated with levels of poverty within a region. Adaptation
is intended to limit damage caused by current and projected climate
change as much as possible (Aguiar and Cruz, 2018). With respect to
climate change adaptation, no industry has more at stake than the
agricultural sector (Lee et al., 2014). Traditional agricultural practices
can be considered adaptation tools when applying improved, droughttolerant strategies while avoiding monoculture production (Altieri
et al., 2015; Galindo et al., 2014).
Mitigation actions, according to the FAO, are measures adopted to
reduce greenhouse gas emissions and/or encourage the elimination of
carbon through sinks. Climate change mitigation can be achieved by
limiting or preventing the generation of greenhouse gas (GHG) emis
sions and through activities that reduce their concentrations in the at
mosphere (IPCC, 2014). To mitigate climate change, it will be necessary
to reduce demand for energy and ensure that energy consumption is
based on the use of low-carbon fuels. According to the two above de
scribed concepts of adaptation and mitigation, it can be generalized
that mitigation is responsible for addressing the causes of climate
change while adaptation focuses on reducing the effects of climate
change. Since farmers depend heavily on their crops, levels of pro
duction positively or negatively affect (their income) their sustain
ability, reinforcing the need to implement adaptation strategies.
Adaptation strategies are key to improving the efficiency and pro
ductivity of the agricultural sector (Di Falco et al., 2011) by reducing
agricultural vulnerability to climate change.
Adaptation activities can range from testing and introducing new
more resistant crop varieties to building retaining walls and storm
barriers to protect residents and property from flooding (O’Garra and
Mourato, 2016). According to Khanal et al. (2018), adaptation actions
with the greatest impacts on productivity are those related to soil and
water management, which is followed by a change in the sowing ca
lendar and in crop variety selection (Khanal et al., 2018). Specifically, a
water management adaptation involves investment in the improvement
in irrigation infrastructure, which results in more security in the
availability of water for irrigation, in turn reducing dependence on rain
cycles, allowing for the reduction of evapotranspiration, and thereby
achieving more productivity with less water consumption. Similarly,
the implementation of crop and variety changes or of changes in the
sowing calendar as adaptation strategies ensures a higher level of
production (Khanal et al., 2019). Climate change mitigation actions are
necessary to ensure that long-term agricultural productivity and food
security are not compromised, ensuring the sustainability of agri
cultural production (Acquah, 2011). Through the implementation of
mitigation strategies such as zero tillage methods, which allow for soil
conservation as erosion decreases, it is possible to generate gains in
food productivity (Di Falco et al., 2011).
According whit the last, sustainable agriculture faces two main
challenges: the total exploitation of natural resources and environ
mental pollution (Hoang and Rao, 2010). The development of sus
tainable agriculture can help address the impacts of climate change.
Sustainable agriculture is based on the implementation of actions that
help conserve environmental and economic resources such as water and
land inputs (Bertoni et al., 2018). Sustainable agriculture involves the
production of food and other inputs through farmers' efforts and in
stitutional participation in the use of new technologies while preserving
the environment and natural resources to meet current societal needs
and guarantee a better quality of life without compromising the re
sources of future generations (Mubiru et al., 2017).
Therefore, understanding farmers’ views and perceptions regarding
climate change and the actions that they consider most effective against
its impacts is critical. In particular, the analysis of farmers’ preferences
for different mitigation and adaptation actions can lead to the devel
opment of more sustainable agricultural systems. Such preferences are
also related to farmers’ views regarding environmental issues and to
their ecocentric or anthropocentric beliefs. Environmental and ecolo
gical beliefs and opinions are key factors in understanding sustain
ability concept when related to agricultural activities (Reyna et al.,
2018).
Within this context, the objectives of this research were to identify
the relative importance of several climate change adaptation and mi
tigation actions related to agriculture activities in a marginal region in
México in order to guide policy makers through the prioritized solu
tions that contribute to the sustainability of agricultural systems.
Furthermore, farmers’ attitudes, opinions, and beliefs towards the en
vironment were evaluated in association with their preferences’ pat
terns. The relation between farmers’ preference structures with their
risk attitudes and their socioeconomic characteristics was also ana
lyzed.
2. Materials and methods
To reach the abovementioned objectives, several methodological
approaches were applied.. The Analytical Hierarchy Process (AHP) was
used to identify farmers’ preferences and to estimate the relative im
portance (i.e. priorities) of different mitigation and adaptation actions.
We also used an adapted form of the New Ecological Paradigm (NEP)
Scale that was validated via factorial analysis (PCA) to identify pre
dominant latent environmental dimensions. Using the Multiple Price
Lists (MPL) method or “lotteries,” an alternative approach to expected
utility risk elicitation, the farmers' stated risk attitudes were estimated.
Finally, a heterogeneity analysis was carried out to relate framers’
preferences to actions against climate change effects based on their
environmental and stated risk attitudes toward their farming activities.
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Fig. 1. Methodological research approach.
Intercultural University of Sinaloa following the ethical principles of
the Declaration of Helsinki and according to confidentiality rules and a
privacy policy guaranteeing the security of the personal data of each
participant. In addition to the above, each participant was informed of
the survey’s focus and of how he/she should respond to questions and
was asked to sign a consent form to participate in the study.
Fig. 1 summarizes the methodological approach applied in this
study. In the following section, more information on our theoretical
background and empirical application is given.
2.1. The case study and sample of farmers
The data was collected through the application of a face to face
survey, corresponding to a representative sample of 370 farmers from
an agricultural area identified as Irrigation District 076 (DR076) in
northwestern Mexico (Fig. 2). The sample size was determined based on
the formula of finite populations with a confidence level of 95 % and an
error level of 4.99 % (Rojas, 2015). Data collection was carried out in a
stratified manner according to farm sizes (large and small), farmers’
ages (young and old) and sex to represent both men and women within
the sample using a quota sampling approach. The farmers completed
semi-structured, face-to-face questionnaires from October to December
2017. The questionnaire included 108 questions and was divided into
several blocks according to types of information collected. These were
classified as 1) farmers’ preferences for climate change adaptation and
mitigation actions, 2) environmental attitudes and opinions derived
from the NEP scale, 3) stated risk attitudes derived from the MPL ap
proach, and 4) farmers’ socio-economic features (Kallas et al., 2010)
and farm characteristics (Kallas et al., 2012).
Each farmer took approximately 40 min to answer the interview
questions, and interviews were carried out with the support of students
from the Autonomous Intercultural University of Sinaloa who were
trained to deliver the survey. Before the interviews, the survey was
reviewed and approved by the ethics committee of the Autonomous
2.2. Description of the AHP methodology
The AHP method is a multicriteria analysis tool that was developed
by Saaty at the end of the 1970s (Saaty, 2001). It allows for the im
provement in decision-making processes, in turn generating added
value in terms of knowledge (Moreno, 1998). It is important to high
light that decision making should be understood as a methodical pro
cess by which a person or group of people choose(s) between two or
more alternatives with different quantitative or qualitative attributes to
achieve an individual or common good that complies with previously
conceived expectations (Moody, 1992). The AHP technique has been
widely used in agricultural research mainly in analyzing farmers to
establish priorities in decision making, resolve agrarian and environ
mental problems and analyze marketing issues related to consumers’
preferences (Kallas and Gil, 2012; Ndamani and Watanabe, 2017;
Aslam et al., 2018).
The AHP method involves 3 main stages: 1) modeling, 2) assess
ment, and 3) prioritization and synthesis. These stages form the
methodological structure described below.
Stage 1. Modeling
The activities of this stage, which are described below, include 1)
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Fig. 2. Location of the study area.
problem definition and 2) structuring a decision model in the form of a
hierarchy.
2.3.2. A2. Change in crops
Niggol and Mendelsohn (2008) noted that in Latin America, farmers
use crops change as a way to adapt to climate change, especially where
temperature and precipitation affect the selection of crops, crop yields,
and incomes (Niggol and Mendelsohn, 2008). Changing cultivation
methods is a good measure of adaptation, especially when it comes to
reducing dependence on water resources, as is the case when less waterintensive crops are used, for instance (Moniruzzaman, 2015).
2.2.1. Problem identification and definition
We found that there was a lack of information on farmers’ pre
ferences in northern Mexico regarding climate change mitigation and
adaptation as a normative framework in the establishment of public
policies related to agricultural production to reduce effects of climate
change. Accordingly, several alternative actions were evaluated from a
literature review. Actions implemented to strengthen the resilience of
food security systems to climate change at multiple levels were defined
as measures of adaptation, and actions aimed at reducing greenhouse
gas (GHG) emissions from agriculture were defined as mitigation
measures while taking into account limitations inherent to the analyzed
region (Mussetta et al., 2017).
Identified adaptation and mitigation actions (criteria) representing
the factors based on which the hierarchical analysis was carried out
include:
2.3.3. A3. Introduce improved and resistant seeds
Improved seeds can be used by farmers in different regions to adapt
to climate change. Improved seeds, among their other characteristics,
develop quickly; generate high yields; are drought, plague, and pest
resistant; and are more resistant to flooding (Mohamed et al., 2018).
2.3.4. A4. Sowing calendar adaptation
As a measure of climate change adaptation, the adaptation of the
sowing calendar to changes at the start of the rainy season guarantees
optimal growth scenarios and lower risks of drought in significant
periods of planting evolution. On the other hand, the use of rainwater
has greater utility and increases crop yields (Waha et al., 2013).
2.3. Adaptation measures
2.4. Mitigation measures
2.3.1. A1. Investment in improving irrigation infrastructure
A lack of basic irrigation infrastructure restricts agricultural adap
tation to climate change. Irrigation infrastructure and to a lesser extent
temperature control techniques (greenhouses) facilitate adaptation to
climate change by reducing climate dependence (Castells et al., 2018).
2.4.1. M1. Organic agriculture
According to Xiaohong et al. (2011), organic farming uses new
varieties of efficient and sustainable ecological technology and has
created new ways to mitigate agroecosystem emissions through, for
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M.A. Orduño Torres, et al.
example, the use of bio-digesters and those that reduce water con
sumption (Xiaohong et al., 2011)
each cluster for each farmer k, from which the corresponding Saaty
matrices are obtained (Âk), through which local weights of the identi
ˆ
fied elements are obtained Wí K according to the preferences of each
farmer using the Row Geometric Mean Method (RGMM) (Kallas and
Gil, 2012).
2.4.2. M2. Zero tillage management
Zero tillage methods effectively mitigate climate change by enhan
cing and/or maintaining organic matter in the soil, which lowers
greenhouse gas emissions (Mangalassery et al., 2015)
ˆ
The estimation of priorities (Wí K ) was carried out using Super
Decisions software [Super decision, 2018] designed for the im
plementation of the AHP methodology. An example of results of pair
wise comparison called judgments (âijk) for farmer k in cluster 2 re
ferring to adaptation measures is shown in Table 3.
All judgments (âijk) obtained from the pairwise comparison lead to
the construction of a Saaty matrix for farmer k (Âk) with dimensions (n
x n = 4 × 4) as follows:
For the example shown in Table 3, the Saaty matrix is:
2.4.3. M3. Renewable energy use
The agricultural sector can actively mitigate climate change by
using manure as an alternative to fertilizers and by converting agri
cultural crops and waste into energy to reduce reliance on non-re
newable sources (e.g., through biomass production) (Liu et al., 2017).
2.4.4. M4. Use of less polluting and energy efficient machinery
While greenhouse gas emissions are generally attributed to the en
ergy sector due to the use of fossil fuels via agricultural machinery such
as tractors, irrigation pumps, etc., the use of less polluting agricultural
machinery can help mitigate impacts of climate change (Yue et al.,
2017).
a 1.1k
a 2.1k
a 3.1k
a 4.1k
Âk =
a 1.2k
a 2.2k
a 3.2k
a 4.2k
a 1.3k
a 2.3k
a 3.3k
a 4.3k
a 1.4k
a 2.4k
a 3.4k
a 4.4k
Based on the Saaty matrix, the relative importance (i.e., the weights
ˆ ˆ ˆ ˆ
or priorities) of different actions W nk = W1k, ... Wik , ... Wnk are estimated
using the RGMM:
2.4.5. Structuring a decision model as a hierarchy
Our hierarchical scheme (Fig. 3) prioritizes main criteria (adapta
tion and mitigation) and sub-criteria (actions) based on what is most
accepted according to farmers’ preferences.
Stage 2. Assessment
This stage corresponds to the third phase in the empirical applica
tion of the AHP: 3) model evaluation through paired comparisons of all
elements of each cluster level (Fig. 3) using the verbal scale of paired
comparisons proposed by Saaty (Table 1), from which the relative im
portance of alternative actions is then estimated.
For the upper cluster level, only one pairwise comparison is applied
[n⋅(n-1)/2 = 2⋅(2−1)/2 = 1] on adaptation and mitigation actions. For
each of the lower level clusters according to dimension n = 4 (4 al
ternatives actions), 6 pairwise comparisons are used [n⋅(n-1)/2 = 4⋅
(4−1)/2 = 6], where each alternative of the hierarchy is compared to
the remaining alternatives within its cluster at the same hierarchical
level depending on the satisfaction it provides to the respondent
(farmers). Pairwise comparisons were collected using the scheme out
lined below (Table 2):
Stage 3. Prioritization and synthesis
This phase involves 4) synthesis to identify the best alternative and
5) the examination and verification of a decision that corresponds to the
last two activities of the hierarchical analysis process from which
priorities (i.e., the relative importance) are estimated.
ˆ
i=n
Wik = n
i=n
i=1
ˆaijk
The previously estimated weights are normalized to the unit.
ˆw = 1
ik
i=1
(1)
(2)
2.4.7. Examination and verification of the decision
As part of the verification stage, it is important to note that for each
generated matrix, the Consistency Ratio (CR) of farmers’ answers was
calculated according to corresponding mathematical expressions:
CR=CI/RI;
(3)
where CI is the Consistence Index obtained as:
CI =
n
max
n
(4)
1
where n = is the number of alternatives and max is the maximum value
of components of the eigenvector obtained as:
max =
2.4.6. Synthesis to identify the most preferred criteria
For this activity, the joint prioritization of all sub-criteria proposed
in the model to select the one that addresses a given problem is carried
out; to this point, all comparisons must be drawn between elements of
ˆ
âijk wik
i
j
(5)
RI is the Random Index, which is obtained by multiple random
extractions of the Saaty matrix of size n x n (Table 4).
A value of CR lower than 10 % indicates satisfactory consistency for
the pairwise comparisons (Siraj et al., 2015). The AHP is also
Fig. 3. Decision hierarchy model and identification of clusters that form the decision hierarchy model.
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Table 1
Verbal scale used for paired comparisons (Saaty, 1997).
Degree of importance
Scale definition
1
3
5
7
9
2, 4, 6, 8
Both criteria are of the same importance. The two compared elements contribute equally to the fulfillment of the parent node.
The preferred criterion is slightly more important than the other.
The preferred criterion is moderately more important than the other.
The preferred criterion is much more important than the other.
The preferred criterion is significantly more important than the other.
Judgments are made to define the relative importance of compared elements.
considered a valid technique for the analysis of group decisions (Easley
et al., 2000). Thus, to obtain an averaged aggregated of different mi
tigation and adaptation measures for the sample, corresponding in
ˆ
The first identified component is referred to as anthropocentrism
and was measured with affirmations focused on the supremacy of hu
mans over nature. The second component, the ecocentric dimension,
was measured with statements focused on the unbalanced state humans
have created in nature. The third component reflects consciousness
regarding the existence of a limit on nature related to resources of the
biosphere. The fourth component measures confidence in human to
manage natural resources correctly. The last component reflects per
ceptions of infinite natural resources and thus humans’ indifference to
their consumption given the presence of abundant natural resources.
dividual weights (Wí k ) were aggregated across farmers to obtain a
ˆ
synthesis of weights for each set of criteria (Wi ). The aggregation was
carried out using the Geometric Mean (GM) procedure, which is con
sidered the most suitable method for aggregating individual priorities
in a social collective decision-making context (Forman and Peniwati,
1998):
wi = K
k=K
k=1
wik
i
(6)
2.6. Stated risk attitude: the lotteries approach
The stated risk attitude level is related to human behavior, which is
specific to each individual decision maker. Individuals prefer options
that ensure more utility based on their risk preferences (Mejía, 2015;
Brick et al., 2012; Galarza, 2009). Several methodological approaches
have been developed to measure individuals’ stated risk attitudes and
their relations to actions under a certain degree of uncertainty.
The Multiple Price List (MPL) or “lotteries” have recently been used
in agriculture based on the theory of the expected utility u (x) and
strength of risk preferences v (x) with the “True Equivalent” used to
measure attitudes toward risk (Pennings and Garcia, 2001; Jianjun
et al., 2015; Orduño et al., 2019). The MPL method allows one to
identify levels of risk tolerance or aversion through a set of questions
posed to decision makers and in our case to farmers. The method ex
amines 8 scenarios with different lottery pairs where one lottery option
(option A or option B) is chosen (Drichoutis and Lusk, 2012; Brick et al.,
2012).
The level of risk aversion is based on the number of safe answers
(option A) the interviewed farmer selects. A farmer who is risk tolerant
selects a risky option (option B) for the first scenario. A farmer who is
risk neutral selects option A for the first 3 scenarios and selects option B
for the remaining scenarios from (4–8 scenarios) while an extremely
risk averse farmer selects option A for all 8 scenarios (March et al.,
2014). In the model, the safe option (option A) corresponds to a 100 %
probability of succeeding, and the risky option (option B) corresponds
to a 50 % probability of obtaining $100 and a 50 % probability of
obtaining $0 (based on a coin toss) in all scenarios. Amounts provided
by option A are progressively decreased across all 8 scenarios to the
following amounts: $00, $75, $60, $ 50, $40, $30, $20, and $10. The
experimental design structure of the risk elicitation question is illu
strated in the questionnaire available in the supplementary file Q_1v2
(Question 35).
2.5. New ecological paradigm (NEP) scale
According to Hawcroft and Milfont, environmental attitudes can be
observed through psychological tendencies expressing positive or ne
gative evaluations of the natural environment and that cannot be ob
served directly and thus it must be inferred. Numerous tools allow one
to measure environmental attitudes, among which three psychometric
tools are highlighted: The Ecology Scale, The Scale of Environmental
Concern and The New Ecological Paradigm. The first two scales refer to
very specific environmental issues, while the NEP scale, which is the
most widely used, allows one to measure general beliefs based on re
lationships between humans and their environments (Hawcroft and
Milfont, 2010).
According to some studies, farmers’ beliefs regarding environmental
issues can be measured using the NEP scale. This scale analyzes re
lationships between subjects’ beliefs about themselves and nature. The
scale reflects the ways in which humans conceptualize nature and in
teract with it (Vozmediano and San Juan, 2005; Dunlap et al., 2000;
Lezak and Thibodeau, 2016).
In this study, farmers’ preferences regarding climate change adap
tation and mitigation actions were analyzed in relation to their en
vironmental beliefs measured through the NEP scale. Predominant la
tent environmental dimensions of farmers could then be identified. The
NEP scale was presented to farmers with an array of statements using a
9-point Likert type scale (Table 5).
Individuals’ views of the environment can be revealed from their
perceptions and attitudes. Using the NEP scale, an exploratory factorial
analysis (Principal Component Analysis, PCA) was performed to iden
tify the dimensionality that characterizes farmers by associating the
scale’s items with several independent dimensions. The identified di
mensions allowed us to define latent factors that are present in the
participants’ environmental attitudes (Gomera et al., 2013). An ex
ploratory factor analysis (PCA) was carried out with Varimax rotation
and using the Statistical Package for the Social Sciences (SPSS, version
23.0). Before carrying out the factorial analysis, the Kaiser-Meyer-Olkin
sample adaptation measure (KMOS) was applied (Table 6).
Theoretically, according to Gomera et al. (2013) and Vozmediano
and Guillen (2005), the application of factorial analysis should reveal
five dimensions 1) a component related to anthropocentrism, 2) an
ecocentric component, 3) limited consciousness, 4) a component re
lated to human confidence in nature and 5) a last component related to
perceptions of infinite natural resources.
2.7. Hypotheses analyzed
Based on the above literature, the below hypotheses are tested:
1 H1: Farmers’ estimated preferences regarding climate change
adaptation and mitigation (AHP) are related to their attitudes and
opinions regarding the environment (NEP scale).
2 H2: Farmers’ preferences regarding climate change adaptation and
mitigation (AHP) are related to their stated risk attitudes (MPL
lotteries).
6
8
7
6
5
M1. Organic agriculture
9
8
7
M1. Organic agriculture
9
8
7
M1. Organic agriculture
9
8
7
M2. Zero tillage management
9
8
7
M2. Zero tillage management
9
8
7
M3. Use of renewable energy
9
8
7
5
5
5
5
5
5
6
6
6
6
6
6
M. Comparison of mitigation actions (cluster 3)
A1. Investment in the improvement in irrigation infrastructure
9
8
7
6
5
4
A1. Investment in the improvement in irrigation infrastructure
9
8
7
6
5
4
A1. Investment in the improvement in irrigation infrastructure
9
8
7
6
5
4
A2. Change in crops
9
8
7
6
5
4
A2. Change in crops
9
8
7
6
5
4
A3. Introduce improved and resistant seeds
9
8
7
6
5
4
A. Comparison of adaptation actions (cluster 2)
9
A. Adaptation Measures
Comparison of measures (cluster 1)
Table 2
Paired comparisons included in the questionnaire.
7
4
4
4
4
4
4
4
2
2
2
2
3
3
3
3
3
3
3
3
3
2
3
3
2
3
3
2
2
2
2
2
2
1
1
1
1
1
1
2
2
3
4
1
1
1
1
1
1
5
5
5
5
5
5
5
M2. Zero tillage management
2
3
4
5
M3. Use of renewable energy
2
3
4
5
M4. Use of less polluting and energetically efficient machinery
2
3
4
5
M3. Use of renewable energy
2
3
4
5
M4. Use of less polluting and energetically efficient machinery
2
3
4
5
M4. Use of less polluting and energetically efficient machinery
2
3
4
5
A2. Change in crops
2
3
4
A3. Introduce improved and resistant seeds
2
3
4
A4. Adaptation of the sowing calendar
2
3
4
A3. Introduce improved and resistant seeds
2
3
4
A4. Adaptation of the sowing calendar
2
3
4
A4. Adaptation of the sowing calendar
2
3
4
1
M. Mitigation Measures
6
6
6
6
6
6
6
6
6
6
6
6
6
7
7
7
7
7
7
7
7
7
7
7
7
7
8
8
8
8
8
8
8
8
8
8
8
8
8
9
9
9
9
9
9
9
9
9
9
9
9
9
M.A. Orduño Torres, et al.
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Table 3
Example of the calculation of weights based on paired comparisons corresponding to cluster 2, adaptation (A) attributes for individual k = 1.
Functions
A1*
A2*
A1*
A3*
A1*
A4*
A2*
A3*
A2*
A4*
A3*
A4*
Judgment (âij)
9
â12 = 9
â21 = 1/9
9
â13 = 9
â31 = 1/9
9
â14 = 9
â41 = 1/9
2
â23 = 2
â32 = 1/2
2
â24 = 2
â42 = 1/2
â34 = 1/2
2
â43 = 2
A1*. Investment in the improvement in irrigation infrastructure.
A2*. Change in crops.
A3*. Introducing improved and resistant seeds.
A4*. Adaptation of the sowing calendar.
action was investment in the improvement in irrigation infrastructure
(17.57 %). The changing of crops was deemed the third most preferred
action, accounting for (17.30 %) of the farmers´ answers. Zero tillage
management was the fourth most preferred action (16.22 %).
The use of renewable energy was the least preferred option and was
selected by 5.95 % of the farmers.
Table 4
Values of the random consistency index (RI) based on the size (n) of the matrix
(Saaty, 1994).
n
1
2
3
4
5
6
7
8
9
10
RI
0.00
0.00
0.58
0.90
1.12
1.24
1.32
1.41
1.45
1.49
3.2. H1: Relations between environmental attitudes and farmers’
preferences for climate change adaptation and mitigation actions
3 H3: Farmers’ preferences regarding climate change adaptation and
mitigation (AHP) are related to socioeconomic and farm character
istics.
According to the results of our first PCA applied to items of the NEP
scale, with a KMOS of 0.747 indicating that the reduction in di
mensionality is relevant, the variability explained by the model with 5
components is 67.11 %. For this PCA, the first component included
items 10, 11, 12, 13, 14 and 16 on ecocentric attitudes. The second
component grouped items 2, 3, 4, 5, 6 and 8 related to an anthropo
centric attitude, among which item 8 is negatively related. The last
three components correspond to one or no significant item with rela
tively low percentages of explained variance. Furthermore, items 1 and
7 do not contribute significantly to any component. Another PCA was
then carried out on the 12 items related to the anthropocentric and
ecocentric dimensions. In this case, the KMOS test generated a result of
0.754 and the variability explained by the factorial analysis of the two 2
components was measured as 52.98 %. This reduction in the NEP scale
allowed for a better definition of components by clearly differentiating
the regrouping of item 8 with attitudes related to an ecocentric attitude.
All the above hypotheses were tested through an analysis of var
iance using the ANOVA method. Preferences regarding climate change
adaptation and mitigation were related to the two main latent factors
(ecocentric and anthropocentric) defined from the NEP via factorial
analysis (PCA).
3. Results
3.1. Farmers’ preferences for adaptation and mitigation actions
The estimated average weighting of adaptation and mitigation ac
tions based on the AHP is presented in Fig. 4. The results reflect
farmers’ prioritization of different ways to face the impacts of climate
change on their activities. Weights (i.e., relative importance) were es
timated at the local (i.e., for each cluster from local weights) and global
levels (i.e., for the hierarchy level from global weights).
The estimated average weights show that mitigation actions were
deemed the most important options with a higher relative relevance of
58.18 %. For each farmer we then estimated actions deemed the most
preferred (Fig. 5).
According to the farmers´ preferences, which were identified from
the global weight of each individual farmer, the use of less polluting
machinery was the most preferred action. The second most preferred
4. Ecocentric and anthropocentric environmental attitudes
The farmers’ distribution according to the reduced NEP scale can be
observed in Fig. 6. Two main relevant behaviors are identified: ecocentric
and anthropocentric environmental attitudes. Accordingly, each farmer is
positioned within two principal axes representing the main factors.
Four potential positions are specified in four quadrants: quadrant
(+ eco, +anthro) corresponds to farmers agreeing with both attitudes
Table 5
. Statements of the New Ecological Paradigm Scale.
Fully disagree
1
Strongly disagree
2
Moderately disagree
3
Slightly disagree
4
Neutral
5
1 The global ecological crisis has been exaggerated
2 The balance of nature supports the impacts of industrialized countries
3 Humans may be able to control nature
4 Human ingenuity will ensure that the earth will not become uninhabitable
5 Humans were created to dominate nature
6 Humans have the right to modify the environment and adapt it to their needs
7 Human interference in nature will have disastrous consequences
8 Plants and animals have the same rights to exist as human beings
9 Humans have seriously damaged the environment
10 The balance of nature is delicate and easily alterable
11 If things continue as they have, we will soon experience a significant ecological catastrophe
12 We are approaching the earth’s limit in terms of sustaining the global human population
13 The earth has limited resources
14 Despite our special abilities, human beings are still subject to the laws of nature
15 The land has abundant resources, and we just need to learn to exploit them
16 Sustainable development must apply a balanced approach that controls industrial growth
8
Slightly agree
6
Moderately agree
7
Strongly agree
8
Fully agree
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M.A. Orduño Torres, et al.
Table 6
Grouped reduced NEP scale according to each item’s contribution to the new components.
New ecological paradigm scale items
Factor 1
Ecocentric
Factor 2
AnthropoCentric
11. If things continue as they have, we will soon experience a significant ecological catastrophe
10. The balance of nature is delicate and easily alterable
14. Despite our special abilities, human beings are still subject to the laws of nature
12. We are approaching the earth’s limit in terms of sustaining the human population
16. Sustainable development must apply a balanced approach that controls industrial growth
8. Plants and animals have the same rights to exist as human beings
13. The earth has limited resources
3. Humans may be able to control nature
4. Human ingenuity will ensure that the earth will not become uninhabitable
5. Humans were created to dominate nature
6. Humans have the right to modify the environment to adapt it to their needs
2. The balance of nature supports the impact of industrialized countries
Extraction method: PCA. Rotation method: Varimax standardization with Kaiser.
Total explained variance
0.81
0.78
0.69
0.63
0.63
0.59
0.52
0.00
0.06
0.04
0.04
0.16
−0.08
0.06
0.16
0.13
0.26
−0.18
0.46
0.80
0.77
0.75
0.71
0.70
52.98 %
Fig. 4. Average relative relevance weights determined by AHP analysis according to farmers’ opinions (WA: local weight of adaptation measures group, WM: local
weight of mitigation measures group, WLA: local weight of a specific (n) adaptation measure, WLM: local weight of a specific (n) mitigation measure, WGA: global
weight of a specific (n) adaptation measure and WGM: global weight of a specific (n) mitigation measure).
in favor of nature and in favor of humans’ priorities in using natural
resources. This space may represent inconsistencies between farmers
regarding their attitudes towards the environment.
For this same context, quadrant (-eco, -anthro) may also reflect
farmers’ inconsistencies regarding their stated opinions towards the
environment, highlighting their disagreement with views that place
nature above humans and with those that place humans above nature.
Quadrant (- echo, + anthro) refers to farmers who agreed with
anthropocentric attitudes but disagreed with ecocentric views, thus
representing farmers who believe that humans are above nature and
that there is therefore no limit to the use of natural resources. The
protection of nature in this case should only be aim at enhancing the
quality of human life.
Finally, quadrant (+eco, - anthro) groups farmers who agreed with
ecocentric attitudes and showed disagreement with anthropocentric
behaviors. These farmers believe that nature should be protected be
cause it is vulnerable to the actions of humans and that humans must
limit its use and perform actions that support nature.
The farmers’ distribution on the abovementioned four quadrants
shows that the majority (39 %) exhibited a clearly positive ecocentric
attitude (+ eco, - anthro), highlighting positive views of the environ
ment in the studied region. However, 27 % of the farmers exhibited a
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M.A. Orduño Torres, et al.
Fig. 5. Farmers’ preferences for climate change adaptation and mitigation actions.
Fig. 6. Farmers’ distributions on the reduced NEP scale, ecocentric and anthropocentric dimensions, and relations to farmers´ preferences for climate change
adaptation and mitigation actions. +eco denotes that farmers agree with ecocentric attitudes, -eco denotes that farmers disagree with ecocentric attitudes, +anthro
denotes that farmers agree with anthropocentric attitudes, and -anthro denotes that farmers disagree with anthropocentric attitudes.
clear anthropocentric attitude (- echo, + anthro) and an interest in
protecting nature only if for a clear economic benefit. The remaining
farmers exhibited less clearly defined opinions regarding the environ
ment where 15 % exhibited negative views toward ecocentric and
anthropocentric attitudes (- eco, - anthro) while 19 % exhibited positive
views toward ecocentric and anthropocentric attitudes (+ eco, + an
thro).
The two abovementioned factors are related to farmers’ preferences
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Land Use Policy 99 (2020) 105031
M.A. Orduño Torres, et al.
towards mitigation and adaptation actions obtained from the AHP. The
results (Fig. 7) show that the ecocentric and anthropocentric dimen
sions are closely related to the farmer’s preferences. The mitigation and
adaptation actions presented in Fig. 7 are ordered according to their
relative importance as discussed in Fig. 6. An interpretation of the re
sults shown in Fig. 7 must be carried out horizontally by comparing the
relative importance (%) of each action across the four quadrants.
The most preferred climate change adaptation and mitigation action
(the use of less polluting and energetically efficient machinery, M4) was
principally selected by farmers who exhibited a positive view of the
environment (+eco, -anthro). The remaining mitigation and adaptation
actions were also more important for farmers exhibiting more eco
centric views of the environment (+eco, -anthro). As an exception, one
action (to introduce improved and resistant seeds, A3) was preferred more
by farmers that do not exhibit a clear attitude toward the environment
(+eco, +anthro).
The results listed vertically in Fig. 7 show that farmers with the most
ecocentric attitudes (+ eco, -anthro) exhibited the strongest pre
ferences for the use of renewable energy (M3).
Approximately, 68 % of the producers had received a subsidy mainly
used (60 %) to cover operating costs while 12.3 % of farmers had ap
plied it to invest in agricultural equipment and technology. Most of the
farmers (63 %) do not usually use any type of agricultural insurance.
Most of the participants owned their agricultural land (79 %), and the
main products grown included wheat (29 %), alfalfa (24 %) and soy
beans (9.73 %).
Socioeconomic characteristics measured related to preferred miti
gation and adaptation actions included the following: adopting con
tracted agricultural insurance, having credit for a farming land tenure
regime, belonging to an agricultural association, selection of crops, and
farmer’s age and sex.
The results for these variables show that farmers without crop in
surance prefer the “change in crops” measure, while those with in
surance prefer “the use of less polluting and energetically efficient
machinery” to reduce the impacts of climate change. On the other hand,
framers with crop insurance have less concerns regarding the impacts of
climate change and thus exhibit a preference towards other actions that
principally reduce negative effects on the environment.
Farmers with credit for farming activities and agricultural insurance
and belonging to an agricultural association prefer “the use of less
polluting and energetically efficient machinery” and grow onions, chili
peppers, corn, soybeans, sorghum, and triticale. Furthermore, farmers
without credit for farming activity and with private property under a
land tenure regime who grow sweet potatoes prefer to increase in
vestment in the improvement in irrigation infrastructure.
Mitigation action “zero tillage management” was preferred by
farmers without credit for farming activity, who do not belong to an
agricultural association and principally grow watermelon and cartamo.
Finally, farmers under 40 years of age prefer “investment in the
improvement in irrigation infrastructure,” farmers 40–60 years of age
prefer the “change in crop” approach, and farmers over 60 years of age
prefer “zero tillage management.”
4.1. H2: stated risk attitudes and farmers’ preferences for climate change
adaptation and mitigation actions
The MPL results regarding stated risk attitudes show that 51.35 % of
the farmers are risk averse, 7.57 % are neutral, and 41.08 % are risk
tolerant. The heterogeneity analysis shows that the stated risk attitudes
and farmers´ preferences for adaptation and mitigation actions are not
clearly related. Through the analysis conducted, no significant re
lationship was found between preferences for adaptation and mitiga
tion actions and the stated risk level, though it is clearly related to other
socioeconomic and management variables for farmers.
4.2. H3: Farmers’ preferences for climate change adaptation and mitigation
actions and their socioeconomic characteristics
5. Discussion
Regarding the socioeconomic characteristics of the sample, most of
the farmers surveyed were between 41 and 60 years of age (52 %),
followed by farmers over 60 years of age (28.38 %) and those under 41
years of age. Only 11 % of the agricultural producers were women, and
the average number of family members was recorded as 3.78.
Our analysis of socioeconomic characteristics also shows that 76 %
of the participants’ incomes are generated from agricultural activities.
5.1. Farmers’ preferences for adaptation and mitigation actions
Overall, the above results show that farmers in the study region
prefer to implement mitigation actions to address climate change.
These results are in agreement with those obtained by Bragado (2016),
who found that mitigation actions are prioritized within the
Fig. 7. Farmers’ distribution by preferences according to a combination of their positive or negative views of ecocentric and anthropocentric attitudes (4 quadrants).
11
Land Use Policy 99 (2020) 105031
M.A. Orduño Torres, et al.
agricultural sector in addressing climate change effects.
The most preferred action among the studied farmers involves the
“use of less polluting machinery,” which indicates that public policy
decisions should focus on promoting the use of less polluting and highly
efficient agricultural machinery. This outcome was also proposed by Xu
and Lin, who recommend that local governments encourage the use of
energy efficient, less polluting agricultural machinery to support en
vironmentally friendly production (Xu and Lin, 2017).
Due to water scarcity, which it is becoming more frequent in the
studied region, water management agencies have been forced to fre
quently restrict volumes and periods of water use for irrigation, sub
jecting crops to water stress (Ojeda et al., 2012) and causing farmers to
prefer investment in improving irrigation infrastructure. Investment in
irrigation infrastructure increases water use efficiency (Nelson et al.,
2009a, 2009b) and may lead to a high degree of water loss. It is worth
mentioning that in the presence of poor irrigation infrastructure, more
than 55 % of water used is wasted (Sifuentes et al., 2015).
Crop change (polyculture) methods exhibit more stability with less
loss of productivity during drought seasons because they allow crops to
reach acceptable levels of productivity even under unusual climatic
conditions and environmental stress. Crop change can ensure a certain
level of productivity in the midst of climate change. The approach can
also address future social and economic needs as Altieri and Nicholls
indicate (Altieri and Nicholls, 2009), corroborating our finding that
farmers favor such actions third in terms of their preferences.
Alternative zero tillage management was identified as the fourth
most preferred mitigation strategy among farmers in the study region.
Lau, Jarvis and Ramírez (2011) and Nichols and Altieri (2013) have
also advocated for zero tillage as a feasible mitigation action (Lau et al.,
2011; Altieri and Nicholls, 2013).
All the above actions are closely related to economic benefits at the
farm level. The adoption of less polluting and efficient machinery re
duces fuel oil consumption and thus reduces production costs.
Investment in irrigation infrastructure increases the productivity and
quality of crops, optimizes the use of water, and decreases water waste
(Nelson et al., 2009a, 2009b and Khanal et al., 2019). Crop changes
increase productivity and decreases costs due to a lesser use of fertili
zers and agrochemicals, which positively affects farm productivity
(Moniruzzaman, 2015 and Khanal et al., 2018). The adoption of zero
tillage management reduces production costs, as it lowers tilling labor
costs and may reduce the use of chemicals and phytosanitary methods.
Zero tillage methods are usually related to organic agriculture, which
may also increase the price of products (Kallas et al., 2010). The use of
renewable energy was preferred least by the farmers corroborating
studies showing the need for strong investment to encourage the use of
renewable energy facilities that may mitigate climate change (Kung and
McCarl, 2018). In general terms, farmers prefer options that minimize
the impacts of climate change while at the same time providing them a
perceived benefit in the short run at the farm level.
nature should be protected showed the strongest preference for the use
of renewable energy and mitigation actions to face climate change. This
group clearly exhibited the strongest concerns regarding the environ
ment and a clear tendency toward using more environmentally friendly
technology (Hajjar and Kozak, 2015).
5.3. H2: stated risk attitudes and farmers’ preferences for climate change
adaptation and mitigation actions
Our risk level results show that most of the studied farmers were risk
averse. This is at first unexpected, as most of the studied farmers do not
use agricultural insurance. However, our findings are in line with those
of Jianjun et al. (2015), who used MPL and found an unclear relation
between risk attitudes and preferences for climate change adaptation
and mitigation (Jianjun et al., 2015).
According to Palm (1998), most risk-averse individuals tend to take
preventive and protective actions against potential damages (López and
De Paz, 2007). Farmers in our study region were found to be mostly risk
averse, which would imply that they have a strong willingness to carry
out actions in favor of reducing the effects of climate change through
adaptation or mitigation actions.
The non-significant relationship found between preferences for
adaptation and mitigation actions and the stated risk level could be
explained by the fact that all actions were identified by farmers as
protective measures against potentially negative impacts of climate
change. Preferences for adaptation and mitigation measures among
farmers in the study region are also related to other variables con
cerning farmers’ and farm characteristics and farmers’ decisions made
in relation to their activities (Orduño et al., 2019).
5.4. H3: Farmers’ preferences for climate change adaptation and mitigation
actions and their socioeconomic characteristics
Our results show that farmers without crop insurance preferred the
“change in crops” adaptation strategy, while those with insurance
preferred “the use of less polluting and energetically efficient ma
chinery.” This result may be attributed to the fact that a change in crops
increases productivity and thus insures farmers’ incomes against im
pacts of climate change. This preference affords farmers confidence in
terms of having enough income to support their planting commitments
(Altieri and Nicholls, 2009).
Our findings show that farmers who do not need credit for their
agricultural activities and who grow potatoes prefer “investment in im
proving irrigation infrastructure,” which may be related to the fact that
potato crops are very sensitive to a lack of water (FAO, 2008). These
preference patterns show that farmers are more concerned with using
water solution technologies to reduce the impacts of climate change in
the region. This same outcome was found for farmers under 40 years of
age, showing that young individuals are more sensitive to water use and
waste (Rodríguez and Jiménez, 2014). Farmers aged 40 to 60 years in
stead prefer the “change in crop” approach, which may be linked to an
interest in ensuring economic benefits. Finally, farmers over 60 years of
age prefer “zero tillage management,” which could be associated with
farmers’ experience. The “zero tillage management” approach is also
preferred by farmers who grow watermelon and cartamo and who do not
have credit for their farming activities. This outcome could be related to
the fact that watermelon and cartamo do not require an extensive land
preparation, thus rendering zero tillage methods a viable mitigation
option (Moreno et al., 2013; Valdez et al., 2012).
5.2. H1: Relations between environmental attitudes and farmers’
preferences for climate change adaptation and mitigation actions
Regarding farmers’ environmental attitudes, which are described by
Gomera et al. (2013) and Reyna et al. (2018) as ecocentric and anthro
pocentric environmental attitudes, and regarding farmers’ preferences to
mitigate or adapt to climate change, the most preferred action, “the use
of less polluting and energetically efficient machinery,” was selected by
farmers with positive attitudes toward the environment.
As Hajjar and Kozak (2015) argue, ecocentrics might be interested
in using more environmentally sustainable technologies, while farmers
without clear views on the environment prefer “introducing improved
and resistant seeds.” For this adaptation measure, farmers may seek to
enhance their economic benefits through the implementation of a
simple mitigation or adaptation action without considering positive or
negative effects on the environment. Ecocentric farmers believing that
6. Conclusions
This study contributes to the literature by furthering available
knowledge that can inform policy makers regarding support and sub
sidies related to agricultural production that better meet framers’ needs
and preferences. This may enhance the effectiveness of policy measures
12
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M.A. Orduño Torres, et al.
by stimulating preferred actions that improve farmers’ social and eco
nomic welfare. It may also guide current public support to prioritize
measures that promote the development of more sustainable agriculture
activities at regional and national levels. At the methodological level,
this paper contributes to the few studies jointly using the AHP in re
lation to farmers’ preferences with the NEP scale and MPL risk ap
proach, particularly in reference to México.
To effectively face the impacts of climate change on agriculture
implies the implementation of mitigation and adaptation actions ac
cording to farmers’ interests and preferences. In general terms, farmers
tend to prefer adaptation actions or mitigation actions because the
former are perceived to offer benefits sooner when adopted. Farmers
with ecocentric attitudes exhibited a greater willingness to adopt
measures against climate change, while those with anthropocentric
views principally exhibited stronger preferences for activities related to
improvements in their productivity.
Through the Analytical Hierarchy Process, farmers were found to
prioritize actions that implicitly provide economic benefits over the
short run. The use of efficient, less polluting machinery was identified
as one of the best alternative options not only due to its positive impacts
on the environment but also due to its economic benefits in terms of
reducing energy costs at the farm level.
Our results show that farmers’ preferences for mitigation and adap
tation actions are closely related to the types of crops cultivated.
Investment in improving irrigation infrastructure as an adaptation activity
was widely accepted by farmers with water availability issues who grow
sweet potatoes. This adaptation action helps farmers optimize their water
use and address water availability issues in the region by increasing their
productivity and limiting the water waste. Adopting a change in crops
grown as an adaption action was also preferred by farmers who grow
sorghum. Also, a preference for the zero tillage mitigation approach was
found to be related to watermelon and cartamo cultures.
Agricultural public policy decisions must consider farmers’ pre
ferences towards mitigation and adaptation actions when designing and
implementing measures that ensure sustainable agriculture. Policy tools
and interventions must be inclusive and developed at the micro-level
based on farm typologies, and crop diversity must be encouraged.
Declaration of Competing Interest
The authors report no declarations of interest.
Acknowledgments
The National Council of Science and Technology (CONACYT) is
acknowledged for supporting this research.
Appendix A. Supplementary data
Supplementary material related to this article can be found,
in the online version, at doi:https://doi.org/10.1016/j.landusepol.
2020.105031.
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Author contributions
M.A.O.T conceived and designed the study, conducted analyses,
collected data, and wrote the manuscript; Z.K. conceived and designed
the research study, reviewed and edited the manuscript and supervised
all procedures; S.I.O.H conducted the analysis and helped write the
manuscript.
Author statement
I am writing to return the 3th revised version of the Manuscript
identified as LUO_2019_108 entitled: “Farmers’ environmental percep
tions and preferences regarding climate change adaptation and miti
gation actions – towards a sustainable agricultural system in México”,
for further consideration in Land Use Policy Journal.
We have made all changes according to the reviewers’ suggestions
and comments. In the revised manuscript we kept the track control
activated, so you can see all changes made on last sent version.
Attached, you can see the revised manuscript and a set of responses
to the reviewer’s comments. We appreciate your willingness to consider
this new revision.
While we hope these changes have alleviated the referee concerns,
we stand ready to make additional changes if needed.
Funding
This research received no external funding.
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14
Análisis de preferencias hacia las acciones de adaptación y mitigación al cambio climático: Perspectiva del agricultor en el noroeste de México.
3.3. Tercera Publicación: Is Technical Efficiency Affected by Farmers’ Preference for
Mitigation and Adaptation Actions against Climate Change? A Case Study in
Northwest Mexico
Orduño Torres, M. A., Kallas, Z., Ornelas Herrera, S. I., & Guesmi, B. (2019).
Is Technical Efficiency Affected by Farmers’ Preference for Mitigation and
Adaptation Actions against Climate Change? A Case Study in Northwest Mexico.
Sustainability, 11(12), 3291(Q2- Factor de impacto 2.592)
32
sustainability
Article
Is Technical Efficiency Affected by Farmers’
Preference for Mitigation and Adaptation Actions
against Climate Change? A Case Study in
Northwest Mexico
Miguel Angel Orduño Torres 1, * , Zein Kallas 1, * , Selene Ivette Ornelas Herrera 1
Bouali Guesmi 2,3
1
2
3
*
and
Institute for Research in Sustainability Science and Technology (IS-UPC), Polytechnic University
of Catalonia, 08034 Barcelona, Spain; selene.ivette.ornelas@upc.edu
Center for Research in Agrofood Economy and Development (CREDA-UPC-IRTA), Polytechnic University
of Catalonia, Institute of Agrifood Research and Technology, 08860 Castelldefels, Spain;
bouali.guesmi@upc.edu
University of Carthage, Mograne Higher School of Agriculture, LR03AGR02 SPADD, Zaghouan 1121, Tunisie
Correspondence: miguel.angel.orduno@upc.edu (M.A.O.T.); zein.kallas@upc.edu (Z.K.)
Received: 25 April 2019; Accepted: 10 June 2019; Published: 14 June 2019
Abstract: Climate change has adverse effects on agriculture, decreasing crop quality and productivity.
This makes it necessary to implement adaptation and mitigation strategies that contribute to the
maintenance of technical efficiency (TE). This study analyzed the relationship of TE with farmers’
mitigation and adaptation action preferences, their risk and environmental attitudes, and their
perception of climate change. Through the stochastic frontier method, TE levels were estimated
for 370 farmers in Northwest Mexico. The results showed the average efficiency levels (57%) for
three identified groups of farmers: High TE (15% of farmers), average TE (72%), and low TE (13%).
Our results showed a relationship between two of the preferred adaptation actions against climate
change estimated using the analytical hierarchy process (AHP) method. The most efficient farmers
preferred “change crops,” while less efficient farmers preferred “invest in irrigation infrastructure.”
The anthropocentric environmental attitude inferred from the New Ecological Paradigm (NEP) scale
was related to the level of TE. Efficient farmers were those with an anthropocentric environmental
attitude, compared to less efficient farmers, who exhibited an ecocentric attitude. The climate change
issues were more perceived by moderately efficient farmers. These findings set out a roadmap for
policy-makers to face climate change at the regional level.
Keywords: technical efficiency; adaptation and mitigation preferences; climate change perception;
environmental attitudes; farmers’ risk attitude
1. Introduction and Objectives
For a growing number of researchers and policy-makers, the sustainable development of present
and future societies, depends on paying immediate attention to the environmental problems related
to climate change [1,2]. The uncertainty of changes generated by this phenomenon exposes the
environment to high vulnerability [3]. Article 1 of the United Nations Framework Convention on
Climate Change (UNFCCC) states that climate change is “attributed directly or indirectly to human
activity that alters the composition of the global atmosphere and that adds to the natural variability
of the climate observed during comparable periods of time” [4]. There are different strategies to
address the adverse effects and impacts of climate change, and these can be realized by adopting two
Sustainability 2019, 11, 3291; doi:10.3390/su11123291
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approaches: Adaptation and mitigation actions. Agriculture is one of the most sensitive sectors to
climate change. Any variation in climate systems has a significant potential impact on productivity
and on the processes related to farming activities [5]. Therefore, adaptation and mitigation actions can
be implemented as differentiation strategies to reduce the risk of food insecurity [6] and production
variability [7]. Adaptation is the ability to adjust to the impacts of climate change in the short term of
natural or human systems [8]. Mitigation refers to actions aimed at reducing greenhouse gas emissions,
with agriculture being an important source of the generation of these emissions [9].
Agriculture is of vital importance for the development of countries, especially developing nations,
where the economy and family subsistence are based on food production and agricultural activities [10],
given that in countries with lower incomes, 63% of the economically active population are employed in
agriculture, while in developed countries only 3% are engaged in the agricultural sector [11]. Therefore,
identifying the most preferred adaptation and mitigation actions turns out to be highly valuable.
These preferences not only depend on farming activities, regions, and farmers’ characteristics [12],
but also could be related to technical efficiency (TE) at the farm level [13]. Agricultural TE implies
obtaining the maximum production or output by using the minimum resources or input [14]. TE can
be positively or negatively affected [15,16] by farmers’ decisions and preferences when adopting
adaptation and mitigation actions. The agricultural TE level is related to the type of irrigation, sowing
calendar, quality of seeds, water infrastructure, technology and machinery, quality of the land, and
fertilizer use. It can also be related to farmers’ risk and environmental attitudes, preferences for
investment decisions, and socioeconomic characteristics, among other variables [16,17]. In this context,
it is also assumed that TE at the farm level can be related to farmers’ perception of climate change [18]
and socioeconomic characteristics, among other variables.
The aim of this study is fourfold: First, to measure the level of technical efficiency using the
parametric stochastic production frontier (SPF) method in order to identify its relationship to farmers’
stated preferences for several climate change adaptation and mitigation actions, using the analytical
hierarchy process (AHP). We seek to identify the direction and magnitude of the relationship between
TE and farmers’ preferences [13,19]. The second objective is to analyze the relationship between the
level of TE and farmers’ environmental attitude defined in two main dimensions, anthropocentric and
ecocentric, using the New Ecological Paradigm (NEP) scale. The aim is to identify whether agricultural
producers at a higher level of efficiency have an anthropocentric attitude [20]. The third objective
is to establish whether there is a relationship between the level of TE and the stated risk attitude
estimated using the multiple price list (MPL) method, also known as the lottery approach. The aim is
to identify whether the most efficient farmers are risk-tolerant [21]. The fourth objective is to analyze
the relationship between TE and the farmers’ perception of climate change. The aim is to explore
whether farmers who have a greater perception of the variation of climate change are more technically
efficient [22].
The case study of the irrigation district DR076 belongs to the state of Sinaloa, the leading
nationwide in grains, vegetables, and fruit production that supply several national and international
markets. According to the FAO (2011), Sinaloa was considered the granary of Mexico, after its crops
production accounted for 75% of the country’s production. Given that in the study region there is no
literature about TE at the farm level and its relationship with farmers’ preferences when it comes to
mitigation and adaptation actions, as well as with their environmental attitudes and risk behavior,
this research aims to provide new knowledge that may help policy-makers to identify more effective
strategies, involving stakeholders in creating agricultural and rural development policies.
Climate change is negatively affecting current agricultural systems, especially the rural areas in
the developing countries due to their economic vulnerability and dependency on farming activities.
The studied region shows similar features and characteristics with other agricultural regions in Mexico
and agricultural systems worldwide. These similarities can be characterized in terms of the related
adverse effects of climate change as well as farmers’ characteristics and crops production systems.
The results of this study provide evidence that support the idea that farmers’ preferences for the
Sustainability 2019, 11, x FOR PEER REVIEW
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related
adverse
effects
Sustainability
2019,
11, 3291of climate change as well as farmers’ characteristics and crops production
3 of 15
systems. The results of this study provide evidence that support the idea that farmers’ preferences
for the adaptation and mitigation actions against climate change is related to their technical
adaptation
andpreferences’
mitigation actions
against
climate change
is related
to their
These
efficiency.
These
patterns
can provide
the decision
makers
withtechnical
valuableefficiency.
information
preferences’
patterns
can
provide
the
decision
makers
with
valuable
information
that
allow
them
to
that allow them to identify effective policy measures replicable in other similar farming systems.
identify effective policy measures replicable in other similar farming systems.
Description of the Study Area
Description of the Study Area
Irrigation District DR076, Valle del Carrizo, is located in the state of Sinaloa, Mexico, bordered
Irrigation District DR076, Valle del Carrizo, is located in the state of Sinaloa, Mexico, bordered
on the north by the state of Sonora, on the south by the Sierra Madre Occidental, and on the west by
on the north by the state of Sonora, on the south by the Sierra Madre Occidental, and on the west
the Gulf of California. Its geographic location is at latitude 26°05’ north
and longitude 108°53’ west,
by the Gulf of California. Its geographic location is at latitude 26◦ 050 north and longitude 108◦ 530
including part of the municipalities of Ahome and El Fuerte [23]. Its main economic activity is crop
west, including part of the municipalities of Ahome and El Fuerte [23]. Its main economic activity is
and livestock production; cereals such as wheat and corn are the most important crops, at 76% and
crop and livestock production; cereals such as wheat and corn are the most important crops, at 76%
8% of total cultivated area, respectively [24]. The DR076 irrigation district is characterized by an
and 8% of total cultivated area, respectively [24]. The DR076 irrigation district is characterized by an
extreme climate, in which atypical conditions have been highlighted in recent years, with high levels
extreme climate, in which atypical conditions have been highlighted in recent years, with high levels
of precipitation in short periods of time as well as low temperatures [25]. This has repercussions on
of precipitation in short periods of time as well as low temperatures [25]. This has repercussions on the
the technical efficiency of crop production and represents a threat to the food security of the region
technical efficiency of crop production and represents a threat to the food security of the region and the
and the country [26].
country [26].
2. Materials
andand
Methods
2. Materials
Methods
2.1.2.1.
Survey
Data
Survey
Data
This
study
reports
on on
thethe
findings
of aofsurvey
carried
outout
with
370370
agricultural
producers
from
This
study
reports
findings
a survey
carried
with
agricultural
producers
from
DR076,
whose
sample
size
was
determined
based
on
the
formula
of
finite
populations,
with
a
DR076, whose sample size was determined based on the formula of finite populations, with a confidence
confidence
level
of
95%
and
a
confidence
interval
of
4.99%
[27].
The
survey
was
designed
with
an
level of 95% and a confidence interval of 4.99% [27]. The survey was designed with an interdisciplinary
interdisciplinary
perspective,
including
social, and
demographic
aspects.
a
perspective, including
economic,
social,economic,
and demographic
aspects.
It included
a wideItsetincluded
of questions
wide
set
of
questions
grouped
according
to
the
farmers’
socioeconomic
characteristics,
grouped according to the farmers’ socioeconomic characteristics, characteristics of their agricultural
characteristics
theirofagricultural
and preference
the types ofregarding
crops [28],
their preference
regarding or
land and theoftypes
crops [28], land
and their
theand
implementation
of mitigation
theadaptation
implementation
of
mitigation
or
adaptation
actions
related
to
reducing
the
effects
of
actions related to reducing the effects of climate change using the AHP technique.climate
Farmers’
change
using
the
AHP technique.
Farmers’
attitudes
and opinions
that define
their
behavior
toward
attitudes and opinions
that define
their behavior
toward
the environment
were
also
determined
using
thethe
environment
also determined
using
the NEP
scale.
Furthermore,
their
attitude
about
NEP scale. were
Furthermore,
their stated
attitude
about
risk
and perception
ofstated
climate
change–related
riskimpacts
and perception
of climate
impacts
were
identified (see
Figure 1). The students
survey was
were identified
(see change–related
Figure 1). The survey
was
administered
by undergraduate
of the
administered
by
undergraduate
students
of
the
Intercultural
Autonomous
University
of
Sinaloa
and
Intercultural Autonomous University of Sinaloa and was conducted from October to December
2017.
was
conducted
fromwas
October
to December
2017.
The questionnaire
was approved
by theUniversity
ethics
The
questionnaire
approved
by the ethics
committee
of the Intercultural
Autonomous
committee
ofand
the was
Intercultural
of Sinaloa
and was
conducted
according
to
of Sinaloa
conductedAutonomous
according toUniversity
ethical principles
in social
science,
with specific
care taken
ethical
principles
in social
science, with
specific
taken
to protect personal
information
according
to protect
personal
information
according
to care
national
regulations.
Before the
survey was
conducted,
to farmers
nationalsigned
regulations.
Before
the
survey
was
conducted,
farmers
signed
a
consent
form
and
a consent form and received an explanation of the questionnaire.
received an explanation of the questionnaire.
Figure 1. Methodological approach.
Sustainability 2019, 11, 3291
4 of 15
2.2. Technical Efficiency
The parametric stochastic production frontier (SPF) was used to estimate the technical efficiency
(TE) scores. This approach was simultaneously proposed by Aigner et al. (1977) and Meeusen and
Van den Broeck (1977) [29,30]. The SPF model can be specified as
Yi = f (Xi ; β) exp(ei ); ei = vi − ui , i = 1, 2, . . . , N
(1)
The dependent variable (Yi ) is expressed in currency units, Mexican pesos (Mex$), and represents
the total farm income. Among the inputs considered as explanatory variables is the total land devoted
to crop production (X1 ), measured in hectares. Total labor inputs (X2 ) is composed of family and hired
labor, representing the number of employees on the farm. (X3 ) defines expenditure on seeds, expressed
in Mex$. Chemical inputs (X4 ) aggregates the value of fertilizers and crop-protection products used in
the production process. Farming overhead (X5 ) includes irrigation, energy, fuel, and other expenses
and is also measured in monetary units.
Using these variables, TE scores were computed as an output-oriented measure and defined as
the ratio of observed output to the corresponding SFP, with values in the range of zero to one [31].
According to the estimated TE values, farmers were grouped into three groups, taking account of the
mean and one unit upward and downward standard deviation to establish farmers with low, medium,
and high efficiency.
2.3. Farmers’ Preferences for Climate Change Mitigation and Adaptation Actions
Taking a multicriteria approach to decision-making problems, farmers’ preferences for different
climate change adaptation and mitigation actions were identified using the analytical hierarchy process
(AHP). This technique is widely used in the resolution of problems of an agrarian and environmental
nature [32]. The AHP was developed by Saaty in the 1970s [33]. This tool has a mathematical
approach that breaks down any problem into parts or clusters and analyzes them in a hierarchical
structure. It allows the assessment of quantitative and qualitative criteria using a common scale [34].
The hierarchical modeling carried out in AHP allows the conversion of subjective evaluations according
to the relative importance between different attributes or criteria into a set of weights or global weights
to facilitate decision-making.
According to the AHP, the criteria (in our case mitigation and adaptation actions) are compared
using a pairwise approach, in which the researcher estimates the relative importance of each criterion in
order to identify the best alternative as a solution to the problem proposed. By applying the AHP, it was
possible to perform an analysis of each option in relation to the others through paired comparisons,
facilitating an estimation of farmers’ preferences.
The methodological structure of this tool is given by three stages: Modeling, evaluation, and
prioritization. During the modeling stage, the problem is defined (i.e., identification of farmers’
preferences for mitigation and adaptation actions). In this case, the appropriate criteria were identified
from a literature review [12]. The identified criteria are shown in Table 1.
Table 1. Criteria of climate change impact reduction.
A Adaptation Measures [35]
M Mitigation Measures [36]
A1 Invest in improved irrigation facilities [37]
A2 Change crops [39]
A3 Introduce improved and resistant seeds [41]
A4 Adapt the sowing calendar [43]
M1 Use organic agriculture [38]
M2 Use zero tillage management [40]
M3 Use renewable energy [42]
M4 Use low-polluting emission and energy-efficient machinery [44]
Accordingly, the decision model was structured in the form of a hierarchy, grouping the clusters
into different levels (Figure 2), which were used to carry out the paired comparisons of the elements of
each cluster based on the verbal scale.
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Cluster 1
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Actions against climate change
A. Adaptation
M. Mitigation
Cluster 2
A1
Cluster 3
A2
A3
M1
A4
M2
M3
M4
Figure 2. Identification of clusters that make up the decision hierarchy model [8].
Figure 2. Identification of clusters that make up the decision hierarchy model [8].
The comparison structure has a pair of criteria (A and M) and a scale in both directions from one
The comparison structure has a pair of criteria (A and M) and a scale in both directions from
to nine; this allows establishing which of the two criteria was preferred and a measure of the relative
one to nine; this allows establishing which of the two criteria was preferred and a measure of the
importance of the preferred criterion (see Table 2).
relative importance of the preferred criterion (see Table 2).
Table 2. Structure of comparison scale between criteria (cluster 1).
Table 2. Structure of comparison scale between criteria (cluster 1).
A. Adaptation Measures.
M. Mitigation Measures
9
9
8
8
A. Adaptation Measures.
7
6
5
4
3
7
6
5
4
3
2
2
1
1
2
2
M. Mitigation Measures
3
4
5
6
7
3
4
5
6
7
8
8
9
9
Scale: One means that both criteria have the same importance, two means that the selected criterion has slightly
Scale: One means that both criteria have the same importance, two means that the selected criterion
higher importance than the other, up to nine, which means the selected criterion has absolute importance with
has slightly
higher
respect
to the other
[45].importance than the other, up to nine, which means the selected criterion has
absolute importance with respect to the other [45].
Once the hierarchy is structured, the actions corresponding to the assessment stage are carried out.
Once the hierarchy is structured, the actions corresponding to the assessment stage are carried
This stage corresponds to administering the questionnaire, when the interviewees are asked for the
out. This stage corresponds to administering the questionnaire, when the interviewees are asked for
degree of importance they assign to their preference in each pair of criteria in each cluster, identified
the degree of importance they assign to their preference in each pair of criteria in each cluster,
as mitigation or adaptation actions. (The complete experimental design of the paired comparisons
identified as mitigation or adaptation actions. (The complete experimental design of the paired
question can be seen in the questionnaire, available in the Supplementary Materials, question 36.)
comparisons question can be seen in the questionnaire, available in the Supplementary file
The third stage is prioritization and synthesis. At this stage, the farmers’ expressed preferences in
Farmer_interview.pdf, question 36.)
the paired comparisons âik are used to construct the Saaty matrix (Âk ) of each cluster, with dimensions
The third stage is prioritization and synthesis. At this stage, the farmers’ expressed preferences
n × n = 4 × 4 (where n corresponds to the number of actions within the cluster) and the vector of
aˆ ik are
in the paired
comparisons
usedcorresponding
to construct the
Saaty
matrix
(Âk) of each
cluster,
eigenvalues
with
the normalized
weights
to the
cluster
in question,
which
servewith
to
dimensions
n × nimportance,
= 4 × 4 (where
corresponds
to the number
actions
the cluster)
and the
obtain
the relative
alsonknown
as the priority
or local of
weight
ŵikwithin
of the attribute,
according
of eigenvalues
with the
normalized
weights corresponding
toestimated
the cluster
question,
tovector
the weighting
of judgments
issued
by the individual
(k), which can be
byinmeans
of thewhich
row
geometric
mean method
(RGMM),
which will
multifunctionality
to be carried
wˆ ik ofout.
serve to obtain
the relative
importance,
alsoallow
known
as the priorityassessment
or local weight
the
The
estimation
of relative
importance
(ŵik
carried issued
out using
Decisions
[46].
attribute,
according
to the
weighting
of) was
judgments
by the
theSuper
individual
(k), software
which can
be
The
verification
of
farmers’
consistency
using
the
consistency
ratio
[47]
showed
an
average
value
less
estimated by means of the row geometric mean method (RGMM), which will allow
than 10%, which is acceptable according to the AHP literature [48]. Finally, in order to obtain the
ˆ ik ) was
multifunctionality assessment to be carried out. The estimation of relative importance ( w
general results of the weight of each attribute, the process was repeated for each individual who
was
carried
out
using(kthe
Decisions software [46]. The verification of farmers’ consistency using
part
of the
sample
= 1Super
to 370).
the consistency ratio [47] showed an average value less than 10%, which is acceptable according to
theFarmers’
AHP literature
[48]. Finally,
in order
to obtain
general
results of the weight of each attribute,
2.4.
Environmental
Attitudes
and Opinions
bythe
NEP
Scale Method
the process was repeated for each individual who was part of the sample (k = 1 to 370).
Given current environmental concerns, the study of human attitudes and behaviors toward the
environment has become increasingly relevant. These environmental attitudes or opinions can be
2.4. Farmers’ Environmental Attitudes and Opinions by NEP Scale Method
approximated and expressed by positive or negative evaluations of the relationships between humans
Given
current
environmental
study
of human
behaviorsindividuals’
toward the
and the
natural
environment
[49,50].concerns,
There arethe
several
methods
andattitudes
scales to and
approximate
environment
has
increasingly
relevant. These
environmental
attitudes
opinions
can be
attitudes
toward
thebecome
environment.
The Environmental
Concerns
alternative
is a scaleorthat
pays specific
approximated
and
expressed
by
positive
or
negative
evaluations
of
the
relationships
between
attention to issues related to transportation, environmental pollution, biodiversity protection, and
humans
and theuse,
natural
environment
[49,50].
There are
several
methods and scalesEnvironmental
to approximate
natural
resource
as well
as consumption
behavior
[51].
The Proactive—Reactive
individuals’ scale
attitudes
toward
the environment.
Environmental
Concerns
alternativepractices,
is a scale
Management
is another
alternative
that allowsThe
the evaluation
of different
environmental
that pays specific attention to issues related to transportation, environmental pollution, biodiversity
protection, and natural resource use, as well as consumption behavior [51]. The Proactive—Reactive
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in which the proactive actions are aimed at modifying the processes that negatively affect the
environment and the reactive ones are aimed at repairing current negative effects [52].
Among the array of alternative methods to measure environmental attitude, the New Ecological
Paradigm (NEP) scale is one alternative that can be adapted to identify the psychological tendency
reflecting the relationship that humans have with the environment [53,54] in an economic context,
such as agricultural production. Individuals’ attitudes can be identified as latent environmental
dimensions principally reflecting an ecocentric or anthropocentric perspective. An ecocentric attitude
is related to statements in which someone expresses a vision in favor of nature, considering that
humans cause disequilibrium by their use of the environment, while an anthropocentric attitude
considers that the environment can support the intensive use of natural resources, expressed through
statements in which humans are said to have supremacy [55]. In this study, we used an NEP scale
composed of 16 statements in order to analyze farmers’ environmental attitudes. The agreement level
for each statement was measured according to a 9-point Likert-type scale, where one represents total
disagreement with the statement, five corresponds to a neutral opinion, and nine represents total
agreement with the statement. The statements used in the experimental design to identify farmers’
latent environmental dimensions can be seen in the questionnaire, available in the Supplementary
Materials, question 27.
2.5. Farmers’ Risk Attitude Using the MPL Lottery Method
Decision-making under uncertainty depends to a large extent on the risk attitude of economic
agents. It is related to each person’s behavior and influenced by socioeconomic factors and
experiences [56]. In the agricultural field, the decisions made by farmers are affected by their
level of aversion to or tolerance of risk that is related to their farm management and crop cultivation
strategy and periodicity. They are also related to farmers’ attitudes toward the environment and their
perception of climate change [12].
The multiple price list (MPL), also known as a “lottery,” is one of the tools most recently used
to identify farmers’ stated attitudes about risk under uncertainty (i.e., the level of risk tolerance or
aversion). It relates levels of risk with reward or loss in a lottery. According to this method, an array of
eight questions is proposed as lottery scenarios, with a pair of hypothetical alternatives from which to
select, option A and option B, both with constant probabilities in each scenario. Option A (the safe
option) determines the level of risk aversion, and depending on the number of scenarios in which
the interviewee selects this option, once he/she decides to change to option B (the risky option), the
interview must be stopped to avoid inconsistencies. If a farmer selects the risky option (option B)
in the first scenario, it indicates that he/she is tolerant of risk; if the farmer selects option A in the
first three scenarios and it then changes to option B in scenario four, it indicates that he/she has a
neutral attitude toward risk; and a risk-averse farmer will choose the safe option (option A) in all
scenarios [57]. According to the Holt and Laury scale, a risk-tolerant person corresponds to a risk
coefficient from −1.75 to less than −0.15, a risk—neutral person corresponds to a risk coefficient from
−0.15 to less than 0.14, and a risk—averse person corresponds to a risk coefficient of 0.14 or greater [58].
The experimental design used to identify the declared level of risk can be seen in the Supplementary
Materials, question 35.
2.6. Farmers’ Perceptions of Climate Change
The perception of climate change in farming activities is based on an analysis of the variability of
phenomena such as increased temperature; varied levels and timing of rainfall; decreased soil fertility;
increased periods of drought; decreased yields; increased drought episodes, frosts, floods, hailstorms,
and plagues; and changes in vegetation [59]. Farmers’ perceptions of climate change are also relevant
as they are related to their farming decisions and practice [60]. Statements related to these phenomena
identified from the literature [61–69] were used to evaluate farmers’ agreement or disagreement using
a Likert-type scale ranging from one to nine, where one corresponds to absolute disagreement and nine
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corresponds to absolute agreement with the statement. The proposed statements allow an assessment
of farmers’ opinions on issues such as the instability of meteorological factors and events related to
climatic conditions.
3. Results and Discussion
3.1. Technical Efficiency
Results show that the average TE estimate is 0.57, indicating that farmers reach 57% of their
maximum potential output, and the majority of them have average efficiency scores (72% moderately
efficient, 13% low TE score, and 15% high TE score). Moreover, results suggest that farmers could
increase their output by 43% on average if they used available resources more effectively with the same
production technology. Thus, there is a large opportunity to improve TE by a more rational and less
arbitrary use of inputs that would reduce production costs and contribute to the farm’s livelihood.
It is considered that low efficiency may be associated with a misuse of existing technology,
so optimization has to do with, among other things, optimizing the irrigation infrastructure, focused on
substantially reducing water and energy consumption [70], given that, generally, energy consumption
can be considered one of the most significant expenses associated with agricultural production.
Additionally, reducing energy consumption would bring economic savings and reduce polluting
emissions in the environment, resulting in a more sustainable form of agriculture.
Results also show that farmers who use family labor to a greater extent instead of hiring labor
dedicated exclusively to agricultural activities have less technical efficiency, which indicates a need for
greater professionalization and specialization of the people in charge of tasks in the field. This result
differs from that obtained in a study [71], in which the presence of family labor greatly improved
technical efficiency [72]. This difference could be attributed to the size of the farm, which in our case
study was about 10.60 ha on average. When the size of the farm increases, more specialized labor is
required and family labor may not be able to satisfy the need. In any case, it is important to note that
Marquez et al. (2013) also indicate that the significance of this relationship can also be related to the
methodological framework used to estimate TE.
Another action that we believe contributes to an improvement of technical efficiency is changing
crops, given that the type of crop defines the amount of resources required, such as water, fertilizers,
labor, machinery, etc. [73]. In addition, implementing more ecological techniques such as zero tillage
contributes to increased technical efficiency due to a decreased use of energy resources and labor on
the farm [74] (unlike conventional agriculture, which uses intensive tillage, significantly increasing
costs for energy consumption, causing additional soil erosion, runoff, and pollution by sediment, with
fertilizers and pesticides that will impact the subsoil and aquifers).
3.2. Adaptation and Mitigation Preferences
The results of the analysis of preferences estimated by the AHP method (Table 3) reveal
that mitigation actions (M = 58.19%) were relatively more preferred compared to adaptation ones
(A = 41.81%). The highest in relative importance compared to other actions is the mitigation alternative
“use low-polluting emission and energy-efficient machinery” (M4 = 17.94%). These results, in relation
to climate change impact reduction, show that mitigation actions must be a priority, as also affirmed by
Bragado (2016) [75]. The second most popular option was the alternative “use zero tillage management”
(M2 = 14%), and the third was “use renewable energy” (M3 = 13.71%).
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Table2019,
3. Farmers’
change on their activities.
Table
Farmers’
prioritizationofofdifferent
differentactions
actions (relative
(relative relevance)
of of
climate
Table
3. 3.
Farmers’
prioritization
relevance)faced
facedby
bythe
theimpact
impact
climate
Criteria.
Local
Weight
Attributes
Local
Weight
Global Weight
change
on
their
activities.
change on their activities.
(Cluster 1)
(Cluster 2) Cluster 1 × Cluster 2
Criteria. Local Weight
Attributes
Local Weight
Global Weight
A1
Invest in improving irrigation facilities
22.74%
9.27%
(Cluster 1)
(Cluster 2) Cluster 1 × Cluster 2
A2
Change crops
25.99%
10.60%
Adaptation
41.81
A1
Invest in improving irrigation facilities
22.74%
9.27%
A3
Introduce improved and resistant seeds
28.03%
11.43%
A2
Change crops
25.99%
10.60%
Adaptation
41.81
A4
Adapt sowing calendar
23.25%
9.48%
A3
Introduce improved and resistant seeds
28.03%
11.43%
Local Total
100.00%
–
A4
Adapt sowing calendar
23.25%
9.48%
(Cluster
3)
Cluster
1
× Cluster 3
Local Total
100.00%
–
M1
Use organic agriculture
22.77%
13.48%
(Cluster 3) Cluster 1 × Cluster 3
M2
Use organic
zero tillage
management
23.79%
M1
Use
agriculture
22.77%
13.48%14.09%
Mitigation
58.19
M3
Usetillage
renewable
energy
23.15%
M2
Use zero
management
23.79%
14.09%13.71%
Use
low-polluting
emission and
Mitigation
58.19
M3
Use
renewable
energy
23.15%
13.71%
M4
30.29%
17.94%
energy-efficient
machinery
Use low-polluting
emission
and
M4
30.29%
17.94%
Localmachinery
Total
100.00%
–
energy-efficient
Global total
Local Total
100.00%
– 100.00%
Global total
100.00%
According to the relative relevance assigned to adaptation and mitigation options (see Figure
According
to how
the relative
relevance
assigned
to adaptation
and mitigation
options
(see
Figure
3),According
we
identified
manyrelevance
farmers
in
the sample
assigned the
global
weight
to each
option.
to the
relative
assigned
to adaptation
andhighest
mitigation
options
(see
Figure
3),
3),
we
identified
how
many
farmers
in
the
sample
assigned
the
highest
global
weight
to
each
option.
action how
mostmany
preferred
byinfarmers
to reduce
thethe
effects
of global
climateweight
change
“Use
weThe
identified
farmers
the sample
assigned
highest
to was
each M4,
option.
The action most preferred by farmers to reduce the effects of climate change was M4, “Use
low-polluting
emission
and
energy-efficient
machinery,”
a
mitigation
action;
the
second
and
third
The action most preferred by farmers to reduce the effects of climate change was M4, “Use low-polluting
low-polluting emission and energy-efficient machinery,” a mitigation action; the second and third
preferred
were A1,machinery,”
“Invest in improved
irrigation
and A2,
“Change
crops,”
emission
andactions
energy-efficient
a mitigation
action;infrastructure,”
the second and third
preferred
actions
preferred actions were A1, “Invest in improved irrigation infrastructure,” and A2, “Change crops,”
both
adaption
were
A1,
“Invest options.
inoptions.
improved irrigation infrastructure,” and A2, “Change crops,” both adaption options.
both
adaption
M4. Use of low
M4. Use of low
polluting
polluting
emission
and
emission and
energetically
energetically
efficient
efficient
machinery
machinery
18.65%
(69)
18.65%
(69)
M3. Use of
M3. Use of
renewable
energy
renewable energy
5.95%
(22)
5.95% (22)
A1.
inin
A1.Investment
Investment
improvement
of
improvement of
irrigation
irrigation
infrastructure
infrastructure
17.57%
17.57%(65)
(65)
A2.
of of
A2.Change
Change
crops
crops
17.30% (64)
17.30% (64)
A4. Adaptation of
A4. Adaptation of
sowing
calendar
sowing
calendar
6.75%
6.75% (25) (25)
M1. Organic
M1. Organic
Agriculture
Agriculture
7.56%7.56%
(28) (28)
A3. Introduce
A3. Introduce
improved
and and
improved
resistant
seedsseeds
resistant
10.00%
(37) (37)
10.00%
M2. M2.
ZeroZero
tillage
tillage
managment
managment
16.22% (60)
16.22% (60)
Figure
Distributionofoffarmers’
farmers’preferences
preferences for
for climate
change
adaptation
and
actions.
Figure
3. 3.
Distribution
climate
change
adaptation
andmitigation
mitigation
actions.
Figure
3. Distribution
of farmers’
preferences for
climate
change
adaptation
and
mitigation
actions.
EnvironmentalAttitudes
Attitudes
3.3.3.3.
Environmental
3.3. Environmental Attitudes
Accordingtotothe
theanalysis
analysisofofenvironmental
environmental attitudes,
attitudes, the
two-thirds
of of
According
theNEP
NEPscale
scaleshowed
showedthat
that
two-thirds
According
to the analysis
of
environmental
attitudes,
the NEP
scale
showed that
two-thirds
of
farmers
had
a
positive
position
on
the
environment,
emphasizing
their
ecocentric
attitude
(see
farmers had a positive position on the environment, emphasizing their ecocentric attitude (see Figure 4),
farmers4),had
a positive
position
the environment,
emphasizing
their
ecocentric
attitude
Figure
means
that
most on
farmers
nature
to be
good
thing
that should
be (see
which
means which
that most
farmers
consider
natureconsider
to be a good
thing
thata should
be protected
regardless
Figure
4),
which
means
that
most
farmers
consider
nature
to
be
a
good
thing
that
should
be
whether
it generates
directasbenefits
not, such as
through responsible
of protected
whether itregardless
generatesofdirect
benefits
or not, such
throughorresponsible
consumption
and use of
protected
regardless
of
whether
it
generates
direct
benefits
or
not,
such
as
through
responsible
consumption
and use of clean
energy.
Furthermore,
expressed
a higher preference
for
clean
energy. Furthermore,
farmers
expressed
a higherfarmers
preference
for maintaining
environmental
consumptionenvironmental
and use of clean
energy.
Furthermore,
farmers
expressed
a higher
preference for
maintaining
resources
and
the
regeneration
of
natural
processes.
The
remaining
resources and the regeneration of natural processes. The remaining farmers had an undefined position
maintaining
resourcesonand
regenerationThey
of natural
processes.
The remaining
farmers
had environmental
an undefined position
thetheenvironment.
expressed
agreement
with
on the environment. They expressed agreement with affirmations where the importance of nature
farmers had
an the
undefined
position
on isthe
environment.
They
expressed
affirmations
where
importance
of nature
highlighted
and with
affirmations
thatagreement
defend the with
is highlighted and with affirmations that defend the human right to use environmental resources.
human
right towhere
use environmental
resources.
However,
in other and
cases,with
bothaffirmations
affirmations that
received
a the
affirmations
the importance
of nature
is highlighted
defend
However, in other cases, both affirmations received a high level of disagreement, showing an unclear
human right to use environmental resources. However, in other cases, both affirmations received a
relationship. There is no conclusive opinion on the environment, that is, they generally do not have a
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high level of disagreement, showing an unclear relationship. There is no conclusive opinion on the
environment, that is, they generally do not have a clear environmental opinion; they agree with
clear environmental
opinion;
agree with some
ecocentric
attitudes
and anthropocentric
attitudes,
some
ecocentric attitudes
andthey
anthropocentric
attitudes,
or they
absolutely
disagree with both
[76].
or they absolutely disagree with both [76].
Distribution of farmer attitudes toward the environment
39% (145)
27% (99)
19% (72)
15% (54)
(+eco,+antro)
(-eco,+antro)
Inconsistent
Anthropocentric
(-eco,-antro)
(+eco,-antro)
Inconsistent
Ecocentric
Figure 4. Farmers’ environmental attitudes.
3.4. Risk
Risk Attitudes
Attitudes
3.4.
Through the
the analysis
analysis of
ofrisk
riskattitudes
attitudesusing
usingthe
theMPL
MPLmethod,
method,it it
was
observed
that
according
Through
was
observed
that
according
to
to the
scale
proposed
Holt
andLaury
Laury[58],
[58],approximately
approximately51%
51%ofoffarmers
farmershad
hadan
an attitude
attitude of
of risk
risk
the
scale
proposed
byby
Holt
and
aversion, while
risk-tolerant
andand
8% had
a neutral
attitude
about risk.
The
estimated
average
aversion,
while41%
41%were
were
risk-tolerant
8% had
a neutral
attitude
about
risk.
The estimated
of
the
farmers’
risk
level
had
a
value
of
0.32,
placing
the
farmers
studied
as
slightly
averse
to risk
average of the farmers’ risk level had a value of 0.32, placing the farmers studied as slightly averse
to
according
to
the
scale.
This
result
is
consistent
with
results
on
the
level
of
risk
aversion
obtained
in
risk according to the scale. This result is consistent with results on the level of risk aversion obtained
other
studies,
such
as as
Pennings
and
Garcia
(2001)
andand
Brick
et al.
(2012)
[57,77].
in
other
studies,
such
Pennings
and
Garcia
(2001)
Brick
et al.
(2012)
[57,77].
3.5. Climate Change Perceptions
3.5. Climate Change Perceptions
The results of the analysis of climate change perceptions show that farmers perceived a high degree
The results of the analysis of climate change perceptions show that farmers perceived a high
of variation in all climate phenomena presented in the experimental design, according to the answers
degree of variation in all climate phenomena presented in the experimental design, according to the
given during the interview using a 9-point Likert-type scale, where one is absolute disagreement and
answers given during the interview using a 9-point Likert-type scale, where one is absolute
nine absolute agreement with the statement. Most important was the increasing incidence of diseases
disagreement and nine absolute agreement with the statement. Most important was the increasing
and pests (8.23), followed by increased weed problems (7.92), increased temperature (7.46), and the
incidence of diseases and pests (8.23), followed by increased weed problems (7.92), increased
presence of frost episodes (5.98).
temperature (7.46), and the presence of frost episodes (5.98).
3.6. Socio-Economic Characteristicvs
3.6. Socio-Economic Characteristicvs
Finally, the TE efficiency was related to the socio-economic variables (age, education level, income
Finally, the TE efficiency was related to the socio-economic variables (age, education level,
and percentage of income coming from agricultural activities, origin of their agricultural training
income and percentage of income coming from agricultural activities, origin of their agricultural
education, number of generations devoted to agriculture and property management regime). Results
training education, number of generations devoted to agriculture and property management
showed that age, property regime and the percentage of income coming from agriculture were
regime). Results showed that age, property regime and the percentage of income coming from
significantly related to TE. Young farmers that are owner of their agricultural land with more than 50%
agriculture were significantly related to TE. Young farmers that are owner of their agricultural land
of their income coming from agriculture activities are more technically efficient. These results are in
with more than 50% of their income coming from agriculture activities are more technically efficient.
line to the finding in Guesmi et al., (2010) and Perdomo and Mendieta (2007) highlighting the age and
These results are in line to the finding in Guesmi et al., (2010) and Perdomo and Mendieta (2007)
income variable as determinant factors of TE [31,78].
highlighting the age and income variable as determinant factors of TE [31,78].
3.7. Technical Efficiency with Regard to Farmers’ Preferences, Risk, and Environmental Attitudes and Climate
3.7. Technical
Efficiency with Regard to Farmers’ Preferences, Risk, and Environmental Attitudes and Climate
Change
Perceptions
Change Perceptions
As commented above, technical efficiency scores were related to farmers’ preferences for adaptation
commented
above,
technical efficiency
were related
to farmers’
preferences
for
and As
mitigation
actions,
environmental
attitudes,scores
risk attitude,
and climate
change
perceptions.
adaptation
mitigation actions,
environmental
attitudes,
risk attitude,
and climate
An
analysis and
of heterogeneity
was made
by ANOVA and
PCA to statistically
contrast
whetherchange
any of
perceptions.
An analysis offarmers’
heterogeneity
was
made
by ANOVA
and PCA
these results characterizing
attitudes
were
related
to their level
of TE.to statistically contrast
whether any of these results characterizing farmers’ attitudes were related to their level of TE.
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Results showed two clearly independent dimensions (see Figure 5) that explain 52.28% of the
Results showed two clearly independent dimensions (see Figure 5) that explain 52.28% of the
total variance. In Figure 5, the horizontal axis represents climate change perception. Farmers on the
total variance. In Figure 5, the horizontal axis represents climate change perception. Farmers on
right side are more sensitive and farmers on the left side are less sensitive to climate change
the right side are more sensitive and farmers on the left side are less sensitive to climate change
problems. The vertical axis represents TE, environmental attitudes, and preferences for significant
problems. The vertical axis represents TE, environmental attitudes, and preferences for significant
actions against climate change. Farmers on the upper part are more efficient compared to the lower
actions against climate change. Farmers on the upper part are more efficient compared to the lower part.
part. The same description also holds for anthropocentric and ecocentric attitudes. Finally, the
The same description also holds for anthropocentric and ecocentric attitudes. Finally, the preference
preference for crop changes is located on the opposed side of the preference for improving irrigation
for crop changes is located on the opposed side of the preference for improving irrigation systems as
systems as adaptation actions.
adaptation actions.
Figure
Technical efficiency
Figure 5.
5. Technical
efficiency as
as related
related to
to farmers’
farmers’ preferences,
preferences, environmental
environmental attitudes,
attitudes, and
and climate
climate
change
perception.
change perception.
Results show that the most efficient farmers (green dots) preferred the “change crops”
Results show that the most efficient farmers (green dots) preferred the “change crops”
adaptation action, highlighting the importance of adopting new, productive, low-water-demand
adaptation action, highlighting the importance of adopting new, productive, low-water-demand
and disease-resistant varieties to face climate change. According to Estrada et al. (2006), crops must
and disease-resistant varieties to face climate change. According to Estrada et al. (2006), crops must
be diversified to maximize yields, yet generally farmers do not diversify but specialize in a specific
be diversified to maximize yields, yet generally farmers do not diversify but specialize in a specific
crop, citing economic factors for this decision [79]. These farmers exhibited an anthropocentric attitude
crop, citing economic factors for this decision [79]. These farmers exhibited an anthropocentric
toward the environment, highlighting relatively less sensitivity to climate change issues. In particular,
attitude toward the environment, highlighting relatively less sensitivity to climate change issues. In
lower perception was found regarding the variation of environmental phenomena such as droughts and
particular, lower perception was found regarding the variation of environmental phenomena such
freezing episodes. Derived from previous results, as also commented by Ovares (2016), climate change
as droughts and freezing episodes. Derived from previous results, as also commented by Ovares
perception is related to anthropocentric attitudes [80], and we can argue that a lack of environmental
(2016), climate change perception is related to anthropocentric attitudes [80], and we can argue that a
interest or ignorance of the effects of production activities on the environment is related to unawareness
lack of environmental interest or ignorance of the effects of production activities on the environment
of climate variation. In this context, it is necessary to identify whether technical efficiency has been
is related to unawareness of climate variation. In this context, it is necessary to identify whether
achieved to the detriment of the environment.
technical efficiency has been achieved to the detriment of the environment.
Farmers with lower technical efficiency (black dots), preferred the investment in irrigation facilities
Farmers with lower technical efficiency (black dots), preferred the investment in irrigation
as an adaptation action and exhibited ecocentric attitude. This low level of TE could be related to their
facilities as an adaptation action and exhibited ecocentric attitude. This low level of TE could be
extensive production system and to the type of farming managements. These include the adoption of
related to their extensive production system and to the type of farming managements. These include
low soil degradation strategy by applying zero or low tillage agriculture, low use of phytosanitary and
the adoption of low soil degradation strategy by applying zero or low tillage agriculture, low use of
following a natural crop rotation. The less efficient farmers are taking advantage of the available natural
phytosanitary and following a natural crop rotation. The less efficient farmers are taking advantage
resources with low adopting level of technological innovations. This result is similar to the finding
of the available natural resources with low adopting level of technological innovations. This result is
similar to the finding of Alvarez and Del Corral (2010) who stated that farmers adopting intensive
Sustainability 2019, 11, 3291
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of Alvarez and Del Corral (2010) who stated that farmers adopting intensive agriculture technology
are more productive and more technically efficient than the extensive ones [81]. In this context, the
decision-making of ecocentric farmers is driven not only by their economic objectives but also by the
environmental one. They tend to preserve the environment as an input of their activities that ensure the
generation of a satisfactory income [28]. The ecocentric farmers could adopt agricultural technologies
that positively impact their productivity and are environmental friendly [82], such as the adoption of
efficient irrigation system. From a sustainable agriculture point of view, a balance is required between
their economic, social and environmental components. Otherwise, any other position in favour of only
one of these factors it supposes the detriment of the rest.
Their perception of climate change was not clearly defined, with a slight tendency toward low
perception levels. According to these results, we can deduce that the main problem faced by less
efficient farmers is the availability of water, or specifically the need to optimize its use, given the
high cost of water in the production of crops. Irrigation systems are a key element in achieving high
technical efficiency in agricultural production [83]. The unclear position regarding climate change does
not allow them to identify that the cost derived from water consumption is due to the increased use of
water because of variation in the climate (greater evapotranspiration due to increased temperature,
lower humidity in soil as a result of drought). The effects of climate change, identified by farmers
mainly as increasing temperature and increased incidence of diseases and pests and weed problems,
were perceived to a greater extent by moderately efficient farmers.
Finally, according to the results of this study, non significant evidence was found for a relationship
between the stated attitude about risk and technical efficiency. This could be related to the nature of
the data, with relatively homogeneous outcomes, with most producers in the region being risk averse
and moderately efficient.
4. Conclusions
Rural areas that are vulnerable to the impacts of climate change, where agriculture plays a relevant
economic role, show the importance of implementing region-specific adaptation and mitigation
strategies to improve the level of technical efficiency at the farm level. Adopting these actions does not
imply greater technification of the field, but better use of currently available resources and inputs by
introducing alternative farm management systems such as using organic agriculture and zero tillage,
adapting the sowing calendar, and changing crops.
The effects of climate change on agro systems depend on the type of agricultural production system
implemented. Thus, it is necessary to adapt these systems according to the changing requirements of
the natural environment caused by climatic variation, in order to increase production capacity through
the optimal use of available resources, resulting in a higher level of technical efficiency.
Our results suggest a need to take advantage of available resources in order to face the adverse
effects of climate change. Adopting the use of improved seeds and changing crops are among the
most important actions according to farmers’ preferences. Agricultural policy-makers must generate
incentives for farmers in the region to adopt these types of adaptation actions, and disseminate technical
information on best practices to encourage them to put these actions into practice.
In relation to farmers with less technical efficiency, whose environmental attitude was more
ecocentric, their ecological efficiency should also be accounted for through more sustainable use of
water resources, as this is one of the main factors that negatively affects agricultural performance.
In the agricultural sector, the economic policies that are implemented must be aimed at increasing
the income and improving the livelihoods of rural households in order to improve their capacities
and productive assets through the sustainable use of resources. Our results show that competent
authorities need to include several actions that could represent a roadmap in the region studied. First,
there is a need to conduct research regarding the impacts of climate change on agriculture in the region
from a multidisciplinary perspective, in order to identify the impact of implementing adaptation
and mitigation actions on agricultural productivity patterns. Second, this research highlights the
Sustainability 2019, 11, 3291
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importance of identifying crop varieties that are better adapted to the new climatic conditions in the
region. The adoption of this measure should be accompanied by dissemination campaigns to share
experiences from other farmers and offer information on the economic, social, and environmental
benefits of adopting these practices. Third, training schemes on agricultural practices of adaptation
and mitigation should be generated by agricultural associations to improve the rational use and
conservation of natural resources, in order to reduce the risk aversion and increase the likeliness of
implementing the new practices. Finally, economic incentive programs should be established that
could help farmers to introduce new sustainable management practices at the farm level that increase
their productivity and respect the environment, specifically mitigation actions.
In this study, one of the limitations was related to the data collection process in terms of the
veracity of the economic information gathered from farmers. Some producers were not able to provide
all the needed information and others refrained from responding reliably to the questions, due to
either a lack of understanding or lack of interest. For further research, it could be interesting to include
variables accounting for social and environmental externalities in the calculation of efficiency to better
highlight a more sustainable indicator.
Supplementary Materials: The following are available online at http://www.mdpi.com/2071-1050/11/12/3291/s1.
Author Contributions: M.A.O.T. conceived and designed the study, investigated, performed data collection, and
wrote the manuscript; Z.K. conceived and designed the research, reviewed and edited, participated in writing
the manuscript and was the supervisor of all procedures; S.I.O.H. made the formal analysis of the data and
participated in writing the manuscript; B.G. participated in analysis of the data.
Funding: This research received no external funding.
Acknowledgments: The National Council of Science and Technology (CONACYT) and UPC’s Centre for
Development Cooperation (CCD-UPC) are thanked for the support to carry out this research.
Conflicts of Interest: The authors declare no conflicts of interest.
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Abstract 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. Funding: This work was supported by the National Center for Research Resources (grant number UL1RR025747), the NC Occupational Safety and Health
Education Research Center (5-52665), and the H. Michael and Barbara Arrighi Endowed Scholarship Fund. The content is the sole responsibility of the authors and
does not represent the official views of the National Center for Research Resources, the National Institutes of Health, or the National Institutes for Occupational
Safety and Health. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: Keith Ramsey has provided consultancy for BD GeneOhm, is on the Speakers Bureaus of Cubist Pharmaceuticals and Sanofi-Pasteur, and
has served as an expert witness in legal proceedings related to healthcare-associated infections, and received fees for his services. Pia D. M. MacDonald is
employed by Social & Scientific Systems, Inc. There are no patents, products in development or marketed products to declare. 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. * E-mail: schinasi@email.unc.edu complex and distinctions between CA and HA strains are
increasingly difficult to disentangle. Leah Schinasi1*, Steve Wing1, Pia D. M. MacDonald1,2, David B. Richardson1, Jill R. Stewart3,
Kerri L.Augustino4,5, Delores L. Nobles4,5, Keith M. Ramsey4,5 1 Department of Epidemiology, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America, 2 Social & Scientific Systems, Inc.,
Durham, North Carolina, United States of America, 3 Department of Environmental Sciences and Engineering, The University of NC at Chapel Hill, Chapel Hill, North
Carolina, United States of America, 4 Department of Infection Control, Vidant Medical Center, Greenville, North Carolina, United States of America, 5 Division of Infectious
Diseases, The Brody School of Medicine at East Carolina University, Greenville, North Carolina, United States of America Abstract Background: Methicillin resistant Staphylococcus aureus (MRSA) poses a threat to patient safety and public health. Understanding how MRSA is acquired is important for prevention efforts. This study investigates risk factors for MRSA nasal
carriage among patients at an eastern North Carolina hospital in 2011. Methods: Using a case-control design, hospitalized patients ages 18 – 65 years were enrolled between July 25, 2011 and
December 15, 2011 at Vidant Medical Center, a tertiary care hospital that screens all admitted patients for nasal MRSA
carriage. Cases, defined as MRSA nasal carriers, were age and gender matched to controls, non-MRSA carriers. In-hospital
interviews were conducted, and medical records were reviewed to obtain information on medical and household
exposures. Multivariable conditional logistic regression was used to derive odds ratio (OR) estimates of association between
MRSA carriage and medical and household exposures. Results: In total, 117 cases and 119 controls were recruited to participate. Risk factors for MRSA carriage included having
household members who took antibiotics or were hospitalized (OR: 3.27; 95% Confidence Interval (CI): 1.24–8.57) and prior
hospitalization with a positive MRSA screen (OR: 3.21; 95% CI: 1.12–9.23). A lower proportion of cases than controls were
previously hospitalized without a past positive MRSA screen (OR: 0.40; 95% CI: 0.19–0.87). Conclusion: These findings suggest that household exposures are important determinants of MRSA nasal carriage in
hospitalized patients screened at admission. Citation: Schinasi L, Wing S, MacDonald PDM, Richardson DB, Stewart JR, et al. (2013) Medical and Household Characteristics Associated with Methicillin Resistant
Staphylococcus aureus Nasal Carriage among Patients Admitted to a Rural Tertiary Care Hospital. PLoS ONE 8(8): e73595. doi:10.1371/journal.pone.0073595 Citation: Schinasi L, Wing S, MacDonald PDM, Richardson DB, Stewart JR, et al. (2013) Medical and Household Characteristics Associate
Staphylococcus aureus Nasal Carriage among Patients Admitted to a Rural Tertiary Care Hospital. PLoS ONE 8(8): e73595. doi:10.137 Editor: Tara C. Smith, University of Iowa, United States of America Editor: Tara C. Smith, University of Iowa, United States of America Received December 7, 2012; Accepted July 26, 2013; Published August 26, 2013 Copyright: 2013 Schinasi 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: 2013 Schinasi et al. Medical and Household Characteristics Associated with
Methicillin Resistant Staphylococcus aureus Nasal
Carriage among Patients Admitted to a Rural Tertiary
Care Hospital Leah Schinasi1*, Steve Wing1, Pia D. M. MacDonald1,2, David B. Richardson1, Jill R. Stewart3,
Kerri L.Augustino4,5, Delores L. Nobles4,5, Keith M. Ramsey4,5 Introduction When it was first identified in the 1960s, Methicillin resistant
Staphylococcus aureus (MRSA) was a nosocomial pathogen [1]. In the
1990s, the epidemiology of this virulent pathogen changed; it was
identified in people without recent medical contact [2]. Healthcare
associated (HA) and community associated (CA) MRSA strains are
genetically distinct [3]. However, CA strains have been detected in
hospital outbreaks [4], and people without recent hospitalizations
may carry HA strains [5]. Indeed, the epidemiology of MRSA is In addition to medical related exposures [6], household and
environmental exposures are gaining recognition as potentially
important determinants of transmission and acquisition [7,8]. For
example, MRSA carriage or infection has been associated with
living with household members with a history of infections [8,9]
and with presence of MRSA in the household environment [8]. There is evidence that MRSA may be transmitted between
humans and animals [9,10]. There have been reports of MRSA August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 1 August 2013 | Volume 8 | Issue 8 | e73595 MRSA and Medical Household Exposures infections and outbreaks among athletics participants [11] and
associations between smoking and MRSA infection [12]. Geno-
typic, clinical and demographic differences in the epidemiology of
MRSA have been observed among regions and sub-communities
within the same area [13,14]. Therefore, region specific investi-
gations of the sources of acquisition are important for informing
infection prevention. Case identification Cases were defined as inpatients who screened positive for
MRSA nasal carriage upon admission to the hospital. They were
identified by reviewing daily reports from the electronic medical
record, which captured MRSA screening results and demographic
data on all admitted patients to the hospital. p
Although there is a growing body of literature on risk factors for
MRSA carriage in urban communities [8,15,16], data on
predictors of carriage in rural areas remains limited. The eastern
section of North Carolina is largely rural [17], and compared to
the statewide population, a higher proportion of eastern North
Carolina residents are Black and live in poverty–approximately
28% and 20% of eastern North Carolinians, respectively, versus
21% and 17% of North Carolina’s total population [18]. Vidant
Medical Center (VMC) is an 861-bed teaching hospital of the
Brody School of Medicine at East Carolina University and the
tertiary care center for 29 eastern North Carolina counties. Since
February of 2007, VMC has screened all patients for MRSA
within 24 hours of admission using duplicate swabs of the anterior
nares. Since the initiation of this program, all MRSA carriers have
been placed on contact isolation, prescribed 5-day courses of
mupirocin for application to their nares, and bathed with
chlorhexidine soap [19]. Ethics statement The Institutional Review Boards at the University of North
Carolina at Chapel Hill and East Carolina University approved
this work. Participants provided written informed consent and
signed Health Information Portability and Accountability Act
authorization forms. Control identification Controls were defined as inpatients who screened negative for
MRSA upon admission to the hospital. For every case, an eligible
control was identified by reviewing the same daily reports of the
electronic medical record that were used to identify cases. When
more than one patient was eligible to serve as a control, a random
number generator was used to select the control. If that potential
control declined to participate or was discharged from the hospital
before the interviewer approached them, another control was
identified. Because of the above-stated objective of the parent
study to investigate the relationship of MRSA carriage with
occupational exposures, and because gender and age are strong
potential determinants of occupational exposure and case status
that could be controlled by design rather than analysis only,
controls were matched to cases based on age (65 years) and
gender. VMC’s
screening
program
provided
the
opportunity
to
investigate risk factors for MRSA carriage among hospitalized
patients in eastern North Carolina. The objective of this study was
to investigate household exposures, hospitalization and/or MRSA
screening history, demographic characteristics, and smoking
history as predictors of MRSA nasal carriage in patients who
were recently admitted and screened at VMC. To investigate
differences in the epidemiology of the genetic subtypes of MRSA,
a repetitive sequence-based polymerase chain reaction (rep-PCR)
[20] was used to characterize isolates from study participants as
CA or HA, and associations between exposures and CA or HA
MRSA carriage were investigated. Interviews and medical record review Participant enrollment and structured interviews were conduct-
ed with cases and controls from July – December 2011. The
interviewer approached eligible cases and controls in their hospital
rooms, introduced the study, and invited them to participate in a
brief interview. The structured interview included questions about
medical and antibiotic use history in the past 12 months for
participants and their household member(s), indoor pets, sports
participation or gym use in the past 2 weeks, smoking history in
the past 12 months, and demographics. One author (L.S.)
conducted all interviews. The following information was abstracted from medical records:
prior MRSA screening results, surgery, hospitalizations, and
antibiotic prescriptions within the past 12 months; and diagnoses
listed in the discharge summary for the current hospitalization. If
participants reported not taking antibiotics but their medical
records showed antibiotic prescriptions, including mupirocin for
previous MRSA carriage, the data were coded to reflect the
record. If participants reported antibiotic use but their medical
records showed no antibiotic prescriptions, participants’ reports
were used. Because of the way the question about antibiotic use
was asked during the interview, it was not possible to tell if
participants self-reported mupirocin use as an antibiotic exposure;
therefore, mupirocin prescriptions recorded in the medical chart
were included with other antibiotic exposures. One author (L.S)
abstracted all medical record data. Participant eligibility Eligible participants were admitted patients at VMC, screened
for MRSA within 24 hours of their admission and English or
Spanish speakers. The same eligibility criteria were applied to
cases and controls. These data arise from a parent study, the
objectives of which were to investigate relationships between
occupational exposures to livestock and MRSA nasal carriage. To
increase
the
probability
of
employment,
participants
were
restricted to ages 18–65. To increase the probability of exposure
to livestock for the parent study, participants were restricted to
residents of swine-producing zip codes in which the permitted
number of swine was equal to or greater than the median number
listed with the North Carolina Division of Water Quality (North
Carolina zip codes with 1,032,750 or more permitted swine). Of
1,083 zip codes in North Carolina [21], 176 were eligible. Statistical analysis Conditional logistic regression models, which adjusted for
matching by age and gender, were used to estimate odds ratios
(OR) and 95% confidence intervals (CIs). The following variables
were examined in a multivariable model: education; self-reported
race/ethnicity; visiting a gym or playing sports; tobacco smoking
history; indoor cats or dogs; household member presence,
hospitalization or antibiotic use; and participant hospitalization
and MRSA screening history. These variables were selected a
priori, based on the hypothesis that they might be associated with
MRSA nasal carriage. Variables were coded to provide the best
predication with the fewest degrees of freedom, as indicated by
Akaike Information Criterion (AIC) statistics. The variable
representing the presence, hospitalization and antibiotic use
history of household members was coded as a 3-level categorical
variable (0 = participant lived alone, 1 = participant lived with 1
or more household members, but none used antibiotics in the past
4 weeks or were hospitalized in the past 12 months, 2 = participant
lived with 1 or more household members who used antibiotics in
the past 4 weeks or were hospitalized in the past 12 months). Similarly, history of participant hospitalization and MRSA
screening was coded as a 3-level categorical variable (0 = not
hospitalized in the past 12 months, 1 = hospitalized but never
screened positive for MRSA in the past 12 months, 2 = hospital-
ized and screened positive for MRSA at least once in the past 12
months). These variables were coded to create mutually exclusive
categories that could be included in the same multivariable model. All the other variables included in the multivariable model were
coded dichotomously. Five
cases
had
concomitant
MRSA
clinical
infections—
abscesses (n = 2), cellulitis/abscess, pneumonia, and bacteremia
(Table S1). Thirteen (11.1%) cases and 3 (3.4%) controls had
cellulitis or soft tissue infection diagnoses. Seven (6.0%) cases and 3
(2.5%) controls had diarrhea. Thirty-eight (31.9%) cases and 31
(26.5%) controls had diabetes. Odds ratios were derived from a conditional, multivariable
model (Table 2). Cases had a higher odds of having less than a
high school degree (OR: 2.04, 95% CI: 0.75–5.50), being a non-
white race, having indoor cats or dogs (OR: 1.79; 95% CI: 0.88–
3.63), smoking cigarettes in the past 12 months (OR: 1.60; 95%
CI: 0.80–3.19), and visiting a gym or playing sports in the past 2
weeks (OR: 2.64; 95% CI: 0.64–10.88). MRSA and Medical Household Exposures MRSA and Medical Household Exposures DNA was extracted using an UltraCleanTM Microbial DNA
Isolation Kit (Mo Bio Laboratories, Solana Beach, CA). The
NanoDropH ND-1000 Spectrophotometer (Isogen, Ijssel stein,
The Netherlands) was used to estimate the genomic DNA
concentrations. Extracts were diluted to give a final DNA
concentration of 35 ng/ml. DNA was extracted using an UltraCleanTM Microbial DNA
Isolation Kit (Mo Bio Laboratories, Solana Beach, CA). The
NanoDropH ND-1000 Spectrophotometer (Isogen, Ijssel stein,
The Netherlands) was used to estimate the genomic DNA
concentrations. Extracts were diluted to give a final DNA
concentration of 35 ng/ml. Because patients were not always available to be interviewed
due to rapid turnover or medical treatments and surgery, and
because not all eligible patients agreed to participate, at the end of
data collection some participants were left without a matching
case/control. To avoid double loss of information, in analysis, case
and control matched sets were pooled. Pooled sets were created by
identifying the appropriate gender/age match who was admitted
within the shortest amount of time of the unmatched case/control. The use of the same control for more than one case has been
described previously as a valid method that should not bias
measures of association [24]. The DiversiLabH Staphylococcus kit for DNA fingerprinting
(bioMerieux, Boxtel, Netherlands), a repetitive sequence-based
PCR (rep-PCR), was used to amplify regions between repetitive,
noncoding sequences in DNA samples. The DiversilabH system is
a commercially available strain typing kit that is popular in clinical
settings because it is less time consuming compared to pulsed-field
gel electrophoresis and, unlike sequence based typing methods
such as Staphylococcus Protein A (spa) or multi locus sequence
typing, does not require access to DNA sequencing facilities [20]. The protocol was run according to manufacturer specifications. Software from the DiversiLabH system (version v.r.3.3.40) was
used for genotyping [20]. DiversiLabH produces a dendogram, a
graph of fluorescence intensity that corresponds to banding
patterns, and a similarity matrix. The rep-PCR profiles were
compared to the DiversiLabH MRSA library, which contains 70
samples of 14 representative USA pulsed field gel electrophoresis
types [3]. Fingerprints with no banding differences were consid-
ered matches and assigned the library type. Isolates without a
match in the library were considered non-typeable, or no match. MRSA isolates were subsequently classified as CA, HA or non-
matches. All statistical analyses were performed using Statistical Analysis
Software version 9.3. Results Of 164 cases and 190 controls invited, 121 (73.8%) and 122
(64.2%) consented to participate, respectively. Subsequently, 4
cases and 3 controls were excluded based on having addresses
outside the eligible zip codes, leaving 117 cases and 119 controls
for analysis. One hundred (89.3%) matched sets had 1 case per
control. Because cases and controls were pooled to avoid loss of
information, 7 sets (6.3%) had 2 controls per case and 5 (4.5%) had
2 cases per control. All participants lived in 22 counties in eastern
North Carolina or in the eastern-most portion of central NC. Sixty-eight (57.1%) controls and 67 (57.3%) cases were female
(Table 1). Fifty-eight controls (48.7%) and 54 (46.2%) cases
identified as non-Hispanic white. In the past 12 months, 94 cases
(80.3%) and 93 controls (78.2%) used or were prescribed
antibiotics. Cases and controls had similar numbers of household
members. MRSA detection and typing VMC’s clinical microbiology laboratory used the BD Gen-
OhmH MRSA polymerase chain reaction (PCR) to test nasal
swabs for MRSA [22]. The BD GeneOhmH real-time PCR
identifies MRSA by targeting the junction of the SCCmec right
extremity (SRE) with a section of the orfX gene, which is specific to
S. aureus [23]. Swabs were stored at 4uC for 24 – 48 hours, then
transferred to the infection control laboratory and streaked onto a
CHROMagarH MRSA plate (CHROM agar Microbiology, Paris,
France). The CHROMagarH plate was incubated for 24 –
48 hours at 37uC. Mauve colonies were identified as MRSA. August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 2 Statistical analysis Cases had a higher odds of
past hospitalization with a positive MRSA screen (OR: 3.21; 95%
CI: 1.12–9.23) but a lower odds of hospitalization without a
positive screen in the past 12 months (OR: 0.40; 95% CI: 0.19–
0.87). Additionally, cases had 3.27 times the odds of living with
someone who had used antibiotics in the past 4 weeks and/or was
hospitalized in the past 12 months (95% CI: 1.24–8.57). Of 117 cases, 108 duplicate swabs were available for culturing
and 49 (45.4%) grew MRSA colonies. Using the multivariable
model, the 49 culture positive cases were compared to 52 matched
controls (Table S2). Because of the small numbers of participants
in these analyses, the resulting measures of association were
imprecise. Being hospitalized but never screening positive for
MRSA was negatively associated with MRSA carriage (OR: 0.29;
95% CI: 0.06–1.39). Living with someone who used antibiotics in
the past 4 weeks and/or was hospitalized in the past year (OR:
4.76; 95% CI: 0.88–25.72), having less than a high school degree
(OR: 2.65, 95% CI: 0.53–13.24); and having indoor pets (OR:
1.26; 95% CI: 0.40–3.99) was associated with a higher odds of
MRSA carriage. Similar proportions of cultured cases and controls
had prior hospitalization in addition to prior MRSA carriage (OR: In addition to the analysis of the full data set, cases whose
isolates grew MRSA colonies were compared to their matched
controls. Also, the relationship between HA or CA MRSA
carriage and the explanatory variables was examined. In the
analysis of CA and HA carriers, samples sizes were small;
therefore, each explanatory variable was investigated in a separate
model. PLOS ONE | www.plosone.org August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 3 MRSA and Medical Household Exposures Table 1. Characteristics of methicillin resistant Staphylococcus
aureus nasal carriers and their gender and age matched
controls. No. (%)
Controls
Cases
(n = 119)
(n = 117)
Female
68
57.1
67
57.3
Age, y
18–29
29
24.4
24
20.5
30–39
15
12.6
16
13.7
40–49
17
14.3
22
18.8
50–59
40
33.6
37
31.6
60–65
18
15.1
18
15.4
Race or ethnicitya
Non-Hispanic White
58
48.7
54
46.2
Non-Hispanic Black
55
46.2
53
45.3
Hispanic or Latino
3
2.5
4
3.4
Other
3
2.5
6
5.1
No. Discussion From the inception of the universal MRSA screening program
at
VMC
in
February
of
2007
until
December
of
2011,
approximately 7.9% of nearly 225,000 screened patients, exclud-
ing the neonatal population, were identified as MRSA nasal
carriers by PCR. We compared participants who were hospitalized
and screened positive for MRSA on a previous occasion within the
past year to participants who were not hospitalized in the past
year; MRSA carriage identified by PCR predicted nasal carriage
at later hospital admission. VMC prescribes mupirocin to MRSA
carriers to decolonize their nares; patients complete the treatment
either while they are hospitalized or as outpatients. Of 36
participants who screened positive for MRSA carriage on a
previous visit to VMC within the past year, all but 1 were
prescribed mupirocin after their last positive MRSA screen. This
suggests that MRSA carriers who retested positive were re-
colonized in the community. The finding that past MRSA carriage predicted a positive
MRSA screen upon readmission could be partially explained by
carriage of mupirocin resistant MRSA strains. Based on point
prevalence estimates, low- and high-level mupirocin resistance was
detected in 3.5% and 6.0% of isolates collected from VMC
patients in 2011, respectively (unpublished data). Therefore, it is
unlikely that mupirocin resistance fully explains these results. 1.03; 95% CI: 0.25–4.24). Also, lower proportions of culture
positive cases than controls were non-Hispanic white (OR: 0.89;
95% CI: 0.26–3.09), smoked cigarettes in the past year (OR: 0.61;
95% CI: 0.14–2.62), and lived with someone who did not use
antibiotics and was not hospitalized (OR: 0.60; 95% CI: 0.15–
2.46). Because of sparse data, the effect of gym use or sports
participation in the past 2 weeks was not estimable. 1.03; 95% CI: 0.25–4.24). Also, lower proportions of culture
positive cases than controls were non-Hispanic white (OR: 0.89;
95% CI: 0.26–3.09), smoked cigarettes in the past year (OR: 0.61;
95% CI: 0.14–2.62), and lived with someone who did not use
antibiotics and was not hospitalized (OR: 0.60; 95% CI: 0.15–
2.46). Because of sparse data, the effect of gym use or sports
participation in the past 2 weeks was not estimable. Participants who were hospitalized in the past 12 months
without a prior positive MRSA screen had lower odds of MRSA
carriage than participants who were not hospitalized in the past
year. Previous research suggests that past hospitalization is
associated with MRSA carriage [15,26,27]. Statistical analysis household members
Mean and standard error
3.2
5.5
3.1
1.9
Min and max
0
.10
0
.10
Antibiotic use, past 12 mo.b
93
78.2
94
80.3
Surgery, past 12 mo. 40
33.6
46
39.3
Hospitalized, past 12 mo. 70
58.8
71
60.7
Abbreviations: y, year; mo, month; min, minimum; max, maximum. aRace/ethnicity was self-reported by participants during the interview. The other category includes participants identifying their race or ethnicity
as Asian, American Indian, or other. bAny participant who was previously prescribed mupirocin for MRSA
nasal carriage within the past year was coded as having taken antimicrobials. doi:10.1371/journal.pone.0073595.t001 CI: 0.14–2.51); were a non-white race (OR: 1.49; 95% CI: 0.32–
6.91; OR: 0.60; 95% CI: 0.14–2.51); and had household members
who did not use antibiotics in the past 4 weeks and were not
hospitalized in the past year (OR: 1.19; 95% CI: 0.19–7.53 and
OR: 0.89; 95% CI:0.18–4.48). Compared to controls, higher
proportions of CA and HA carriers had less than a high school
degree (OR: 2.56; 95% CI: 0.46–14.29; OR: 1.50; 95% CI: 0.25–
8.98) and smoked cigarettes in the past year (OR: 2.36; 95% CI:
0.44–12.56; OR: 1.67; 95% CI: 0.40–6.97). Higher proportions of
CA carriers had household members who used antibiotics in the
past 4 weeks and/or were hospitalized in the past 12 months (OR:
3.64; 95% CI: 0.34–39.22). Due to sparse data, this effect was not
estimable for HA carriers, and the effect of gym use/sports
participation was not estimable for CA or HA carriers. CI: 0.14–2.51); were a non-white race (OR: 1.49; 95% CI: 0.32–
6.91; OR: 0.60; 95% CI: 0.14–2.51); and had household members
who did not use antibiotics in the past 4 weeks and were not
hospitalized in the past year (OR: 1.19; 95% CI: 0.19–7.53 and
OR: 0.89; 95% CI:0.18–4.48). Compared to controls, higher
proportions of CA and HA carriers had less than a high school
degree (OR: 2.56; 95% CI: 0.46–14.29; OR: 1.50; 95% CI: 0.25–
8.98) and smoked cigarettes in the past year (OR: 2.36; 95% CI:
0.44–12.56; OR: 1.67; 95% CI: 0.40–6.97). Higher proportions of
CA carriers had household members who used antibiotics in the
past 4 weeks and/or were hospitalized in the past 12 months (OR:
3.64; 95% CI: 0.34–39.22). Due to sparse data, this effect was not
estimable for HA carriers, and the effect of gym use/sports
participation was not estimable for CA or HA carriers. Discussion Patients previously
hospitalized with a negative MRSA PCR on admission may be less
susceptible or less exposed in the community. August 2013 | Volume 8 | Issue 8 | e73595 Molecular typing Patterns
of
MRSA
carriage
are
commonly
classified
as
persistent, intermittent, and absent. Previous research has shown
that a high percentage of patients who initially screen negative for
MRSA return to the hospital with negative screens on future visits,
whereas high proportions of those who screen positive on an initial
visit show patterns of persistent or intermittent carriage [28]. Although results should be interpreted tentatively since most of the
measures of association were imprecise due to sparse data, results
from our study contribute to evidence that the household
environment may affect MRSA acquisition [7,8,29,30] and could
play a role in intermittent or persistent carriage. Compared to
living alone, living with household members who either used
antibiotics or were hospitalized was positively associated with
MRSA carriage. It is possible that household members acquired
MRSA through past medical related exposures and then exposed
MRSA carriers in this study. Of 49 isolates typed via rep-PCR, 7 (14.3%) did not match types
in the DiversiLabH library. Twenty (40.8%) isolates matched the
CA strain, USA300. The other 22 isolates matched HA strains; 15
(30.6%) were USA100, 2 (4.1%) were USA500, 3 (6.1%) were
USA800, 1 (2.0%) was USA200, and 1 (2.0%) was USA600. None
of the non-typeable strains had a pattern that matched the
livestock associated multi locus sequence type 398 strain in the
DiversiLabH typing system [25]. CA and HA carriers were compared with controls using
conditional logistic regression models (Table S3). Because there
were only 20 CA isolates and 22 HA isolates in these analyses, the
resulting OR estimates were imprecise. However, a higher
proportion of CA carriers but a lower proportion of HA carriers
were previously hospitalized with a past positive MRSA screen
(OR: 7.67; 95% CI: 0.86–68.38; OR: 0.54; 95% CI: 0.10–2.90);
had indoor pets (OR: 1.93; 95% CI: 0.49–7.58; OR: 0.60; 95% August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 4 MRSA and Medical Household Exposures Table 2. Estimates of association of methicillin resistant Staphylococcus aureus (MRSA) nasal carriage identified by polymerase
chain reaction with medical and household exposures from a multivariable logistic model conditioned on age and gender. No. Molecular typing Estimates of association of methicillin resistant Staphylococcus aureus (MRSA) nasal carriage identified by polymerase
chain reaction with medical and household exposures from a multivariable logistic model conditioned on age and gender. No household members No household members Household members used antibiotics in the past 4 weeks and/or hospitalized in the past 12 mo. 25
21 breviation: months, mo.; odds ratio, OR; confidence interval, CI. ,
;
,
;
,
Non-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. The gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases and 1 control were screened for MRSA 9 or
more days before their current hospital admission. E
d i
h
d l
3 l
l
i
l
i bl ,
;
,
;
,
aNon-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. bThe gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases and 1 control were screened for MRSA 9 or
more days before their current hospital admission. aNon-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. bThe gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases
more days before their current hospital admission. Entered into the model as a 3-level categorical variable. oi:10.1371/journal.pone.0073595.t002 doi:10.1371/journal.pone.0073595.t002 methodology has been shown to be more sensitive than selective
media, which might account for some of the higher detection [22]. However, these data could also raise concerns about false positives
among the cases identified by PCR, which might have detected
methicillin sensitive S. aureus containing SCCmec fragments that
lack the mecA gene, non-viable bacteria, or DNA residue that
remained following decolonization [23,32,33,34]. The percentage
of PCR positive swabs that did not grow colonies was similar to
that reported in some but not all studies. For example, in a
neonatal intensive care unit, MRSA was detected by PCR in 21 of
435 (4.8%) nasal swabs, and 11 (52.4%) of the PCR positive swabs
grew MRSA colonies when cultured [35]. In another study, 123 of
599 nasal swabs were positive by PCR, of which 77 (62.6%) were
positive by culture without enrichment [36]. Molecular typing In a third study, 606
nose, throat, and groin/perineum swabs were collected from 202
patients; 120 MRSA specimens were detected by PCR, of which
85 (70.8%) were detected by direct culture [33]. In our study, the
delay from the time when the duplicate swabs from PCR positives
were transported and plated onto selective media varied from 24 –
48 hours, which could have reduced subsequent culture yields. Additionally, a higher proportion of cases might have grown
colonies on selective media had overnight enrichment been used,
which has been shown to improve the sensitivity of cultures [37]. Of 49 culture positive isolates, 22 (44.9%) matched HA types,
20 (40.8%) matched CA types and 7 (14.3%) did not have a match
in the DiversiLabH MRSA library. To explore potential differ-
ences in the epidemiology of HA versus CA MRSA, we examined
associations between carriage of each MRSA type and the
exposure variables. Because of small numbers of participants in
these analyses, the measures of association were imprecise. However, a higher proportion of CA carriers than controls were
hospitalized and screened positive for MRSA previously. Other
studies have reported that CA strains may be carried by those with
a history of hospitalization [5]. Based on small numbers, the
proportion of culture positive cases carrying CA strains was high
compared to that reported by others [5,15]. The high proportion
of cases carrying CA MRSA in our study could be attributable to
the exclusion of patients over age 65, other unique characteristics
of the study population, or the relatively low yield (45%) of cultures
grown and typed from MRSA nasal carriers identified by PCR. methodology has been shown to be more sensitive than selective
media, which might account for some of the higher detection [22]. However, these data could also raise concerns about false positives
among the cases identified by PCR, which might have detected
methicillin sensitive S. aureus containing SCCmec fragments that
lack the mecA gene, non-viable bacteria, or DNA residue that
remained following decolonization [23,32,33,34]. The percentage
of PCR positive swabs that did not grow colonies was similar to
that reported in some but not all studies. For example, in a
neonatal intensive care unit, MRSA was detected by PCR in 21 of
435 (4.8%) nasal swabs, and 11 (52.4%) of the PCR positive swabs
grew MRSA colonies when cultured [35]. Molecular typing ( %)
Controls
Cases
OR
95% CI
(n = 119)
(n = 117)
At least high school or general education development degree
106
89.1
93
79.5
1.00
-
Less than high school or general education development degree
13
10.9
24
20.5
2.04
0.75–5.50
No cats or dogs inside the home
79
66.4
72
61.5
1.00
-
Cats or dogs inside the home
40
33.6
45
38.5
1.79
0.88–3.63
Non-Hispanic white race or ethnicitya
58
48.7
54
46.2
1.00
-
Hispanic and/or non-white race or ethnicity
61
51.3
63
53.9
1.48
0.70–3.11
Did not smoke tobacco cigarettes in the past 12 mo. 76
63.9
65
55.6
1.00
-
Smoked tobacco cigarettes in the past 12 mo. 43
36.1
52
44.4
1.60
0.80–3.19
Did not visit a gym or participate in sports in the past 2 weeksb
114
95.8
108
92.3
1.00
-
Visited a gym or participated in sports in the past 2 weeks
5
4.2
9
7.7
2.64
0.64–10.88
Prior hospitalization and MRSA nasal carriage in the past 12 mo.c
Not hospitalized in the past 12 mo. 49
41.2
46
39.3
1.00
-
Hospitalized and never screened positive for MRSA in the past 12 mo. 64
53.8
41
35.0
0.40
0.19–0.87
Hospitalized and screened positive for MRSA at least once in the past 12 mo. 6
5.0
30
25.6
3.21
1.12–9.23
Household members c
No household members
23
19.3
15
12.8
1.00
-
Household members did not use antibiotics in the past 4 weeks and not hospitalized in the past 12 mo. 71
59.7
58
49.6
1.42
0.59–3.45
Household members used antibiotics in the past 4 weeks and/or hospitalized in the past 12 mo. 25
21.0
44
37.6
3.27
1.24–8.57
Abbreviation: months, mo.; odds ratio, OR; confidence interval, CI. aNon-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. bThe gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases and 1 control were screened for MRSA 9 or
more days before their current hospital admission. cEntered into the model as a 3-level categorical variable. Table 2. Estimates of association of methicillin resistant Staphylococcus aureus (MRSA) nasal carriage identified by polymerase
chain reaction with medical and household exposures from a multivariable logistic model conditioned on age and gender. Table 2. References 1. Deurenberg RH, Stobberingh EE (2008) The evolution of Staphylococcus
aureus. Infect Genet Evol 8: 747–763. 12. Casey JA, Cosgrove SE, Stewart WF, Pollak J, Schwartz BS (2013) A
population-based study of the epidemiology and clinical features of methicil-
lin-resistant Staphylococcus aureus infection in Pennsylvania, 2001–2010. Epidemiol Infect 141: 1166–1179. 1. Deurenberg RH, Stobberingh EE (2008) The evolution of Staphylococcus
aureus. Infect Genet Evol 8: 747–763. 2. Herold BC, Immergluck LC, Maranan MC, Lauderdale DS, Gaskin RE, et al. (1998) Community-acquired methicillin-resistant Staphylococcus aureus in
children with no identified predisposing risk. JAMA 279: 593–598. 2. Herold BC, Immergluck LC, Maranan MC, Lauderdale DS, Gaskin RE, et al. (1998) Community-acquired methicillin-resistant Staphylococcus aureus in
children with no identified predisposing risk. JAMA 279: 593–598. 13. Bhattacharya D, Carleton H, Tsai CJ, Baron EJ, Perdreau-Remington F (2007)
Differences in clinical and molecular characteristics of skin and soft tissue
methicillin-resistant Staphylococcus aureus isolates between two hospitals in
Northern California. J Clin Microbiol 45: 1798–1803. 3. McDougal LK, Steward CD, Killgore GE, Chaitram JM, McAllister SK, et al. (2003) Pulsed-field gel electrophoresis typing of oxacillin-resistant Staphylococ-
cus aureus isolates from the United States: establishing a national database. J
Clin Microbiol 41: 5113–5120. 14. Stenhem M, Ortqvist A, Ringberg H, Larsson L, Olsson-Liljequist B, et al. (2006) Epidemiology of methicillin-resistant Staphylococcus aureus (MRSA) in
Sweden 2000–2003, increasing incidence and regional differences. BMC Infect
Dis 6: 30. 4. Seybold U, Kourbatova EV, Johnson JG, Halvosa SJ, Wang YF, et al. (2006)
Emergence of community-associated methicillin-resistant Staphylococcus aureus
USA300 genotype as a major cause of health care-associated blood stream
infections. Clinical infectious diseases : an official publication of the Infectious
Diseases Society of America 42: 647–656. 15. Hidron AI, Kourbatova EV, Halvosa JS, Terrell BJ, McDougal LK, et al. (2005)
Risk factors for colonization with methicillin-resistant Staphylococcus aureus
(MRSA) in patients admitted to an urban hospital: emergence of community-
associated MRSA nasal carriage. Clin Infect Dis 41: 159–166. 5. Peterson AE, Davis MF, Julian KG, Awantang G, Greene WH, et al. (2012)
Molecular and Phenotypic Characteristics of Healthcare- and Community-
Associated Methicillin-Resistant Staphylococcus aureus at a Rural Hospital. PLoS One 7: e38354. associated MRSA nasal carriage. Clin Infect Dis 41: 159–166. 16. Popovich KJ, Smith KY, Khawcharoenporn T, Thurlow CJ, Lough J, et al. (2012) Community-Associated Methicillin-Resistant Staphylococcus aureus
Colonization in High-Risk Groups of HIV-Infected Patients. Clin Infect Dis
54: 1296–1303. 6. Author Contributions Conceived and designed the experiments: LS SW PDMM DR JS KMR
DLN. Performed the experiments: LS KLA. Analyzed the data: LS KLA. Contributed reagents/materials/analysis tools: KMR LS. Wrote the paper:
LS SW PDMM DR JS KLA DLN KMR. Analysis interpretation: DR JS
SW LS KLA KMR. Conceived and designed the experiments: LS SW PDMM DR JS KMR
DLN. Performed the experiments: LS KLA. Analyzed the data: LS KLA. Contributed reagents/materials/analysis tools: KMR LS. Wrote the paper:
LS SW PDMM DR JS KLA DLN KMR. Analysis interpretation: DR JS
SW LS KLA KMR. Conceived and designed the experiments: LS SW PDMM DR JS KMR
DLN. Performed the experiments: LS KLA. Analyzed the data: LS KLA. Contributed reagents/materials/analysis tools: KMR LS. Wrote the paper: Acknowledgments We thank Ruth Ethridge (Vidant Medical Center Clinical Microbiology
Department), who helped collect duplicate nasal swabs for culturing and
typing. We thank Meghan Davis, Amy Peterson, Ellen Silbergeld, and
Christopher Heaney for their recommendations during the preliminary
planning and designing of this study. In addition, we are grateful to Devon
Hall, Dothula Baron, Jennifer Hall, Clifton Smith, and Norma Mejia for
their advice when we designed the structured interview questions. Community and household exposures may influence MRSA
carriage and VMC’s hospital-based screening program may be
detecting carriage among those exposed to MRSA. Further study
of the relationship between MRSA carriage and community
exposures, and continued surveillance for strains entering hospitals
will help elucidate the dynamic epidemiology of MRSA. Molecular typing Therefore, results from this study might not be
generalizable to members of other North Carolina communities,
or to non-hospitalized populations. Because VMC only screens patients’ anterior nares, people with
MRSA on other regions of the body could have been misidentified
as controls. Additionally, although cases could have been carrying
multiple MRSA strains [38], DNA of only 1 bacterial colony per
culture-positive swabs was extracted and typed. Finally, partici-
pants’ knowledge of their screening results could have influenced
their interview responses. Table S2
Estimates of association of methicillin resis-
tant
Staphylococcus
aureus
(MRSA)
nasal
carriage
identified
by
culture
with
medical
and
household
exposures from a multivariable logistic model condi-
tioned on age and gender. Table S3
Estimates of association of health care and
community associated methicillin resistant Staphylococ-
cus aureus (MRSA) nasal carriage with medical and
household exposures from conditional logistic regres-
sion models. This study has several strengths. One author (L.S.) conducted
all
interviews
and
abstracted
data
from
medical
records,
which helped maintain internal consistency. By conducting in-
hospital interviews, we collected information that would be
unavailable by record review alone. By using information in
patients’ medical records, the quality of the interview data was
improved. Overall, there were small amounts of missing data and
participation rates were high. Using the rapid PCR testing
methodology to screen patients for MRSA allowed the interviewer
to identify and approach eligible patients soon after they were
admitted [22]. (DOCX) Molecular typing In another study, 123 of
599 nasal swabs were positive by PCR, of which 77 (62.6%) were
positive by culture without enrichment [36]. In a third study, 606
nose, throat, and groin/perineum swabs were collected from 202
patients; 120 MRSA specimens were detected by PCR, of which
85 (70.8%) were detected by direct culture [33]. In our study, the
delay from the time when the duplicate swabs from PCR positives
were transported and plated onto selective media varied from 24 –
48 hours, which could have reduced subsequent culture yields. Additionally, a higher proportion of cases might have grown
colonies on selective media had overnight enrichment been used,
which has been shown to improve the sensitivity of cultures [37]. This study was non-randomized. In recent decades, emphasis
on p-values and statistical tests of significance has been strongly
discouraged in non-randomized study for several reasons [31]. Therefore, we have interpreted ORs based on their magnitude
and biological plausibility, using 95% CIs as measures of precision
rather than tests of significance. The 236 participants of this study were residents of 22 North
Carolina counties. Based on United States Census data, percent-
ages of Black residents in these counties ranged from 15% to 62%
[18]. By comparison, 21% of all North Carolina residents are The 236 participants of this study were residents of 22 North
Carolina counties. Based on United States Census data, percent-
ages of Black residents in these counties ranged from 15% to 62%
[18]. By comparison, 21% of all North Carolina residents are These
results
must
be
interpreted
cautiously. The
BD
GenOhmH
real-time
PCR
identified
the
117
cases. After
subculturing on selective media, MRSA was recovered from 49
of 108 available duplicate swabs of the anterior nares. The PCR August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 5 MRSA and Medical Household Exposures discharge summaries of methicillin resistant Staphylo-
coccus aureus (MRSA) nasal carriers and controls. (DOCX) Black [18]. Therefore, results from this study might not be
generalizable to members of other North Carolina communities,
or to non-hospitalized populations. Black [18]. Therefore, results from this study might not be
generalizable to members of other North Carolina communities,
or to non-hospitalized populations. discharge summaries of methicillin resistant Staphylo-
coccus aureus (MRSA) nasal carriers and controls. (DOCX) Black [18]. MRSA and Medical Household Exposures 23. French GL (2009) Methods for screening for methicillin-resistant Staphylococcus
aureus carriage. Clin Microbiol Infect 15 Suppl 7: 10–16. 32. Huletsky A, Giroux R, Rossbach V, Gagnon M, Vaillancourt M, et al. (2004)
New real-time PCR assay for rapid detection of methicillin-resistant Staphylo-
coccus aureus directly from specimens containing a mixture of staphylococci. J
Clin Microbiol 42: 1875–1884. 24. Wacholder S, Silverman DT, McLaughlin JK, Mandel JS (1992) Selection of
controls in case-control studies. III. Design options. Am J Epidemiol 135:1042–
50. 33. Rossney AS, Herra CM, Fitzgibbon MM, Morgan PM, Lawrence MJ, et al. (2007) Evaluation of the IDI-MRSA assay on the SmartCycler real-time PCR
platform for rapid detection of MRSA from screening specimens. Eur J Clin
Microbiol Infect Dis 26: 459–466. 25. Grisold AJ, Zarfel G, Hoenigl M, Krziwanek K, Feierl G, et al. (2010)
Occurrence and genotyping using automated repetitive-sequence-based PCR of
methicillin-resistant Staphylococcus aureus ST398 in Southeast Austria. Diagnostic Microbiology and Infectious Disease 66: 217–221. 34. Lucke K, Hombach M, Hug M, Pfyffer GE (2010) Rapid detection of
methicillin-resistant Staphylococcus aureus (MRSA) in diverse clinical specimens
by the BD GeneOhm MRSA assay and comparison with culture. J Clin
Microbiol 48: 981–984. 26. Muto CA, Jernigan JA, Ostrowsky BE, Richet HM, Jarvis WR, et al. (2003)
SHEA guideline for preventing nosocomial transmission of multidrug-resistant
strains of Staphylococcus aureus and enterococcus. Infect Control Hosp
Epidemiol 24: 362–386. 35. Sarda V, Molloy A, Kadkol S, Janda WM, Hershow R, et al. (2009) Active
surveillance for methicillin-resistant Staphylococcus aureus in the neonatal
intensive care unit. Infect Control Hosp Epidemiol 30: 854–860. 27. Gorwitz RJ, Kruszon-Moran D, McAllister SK, McQuillan G, McDougal LK,
et al. (2008) Changes in the prevalence of nasal colonization with Staphylococcus
aureus in the United States, 2001-2004. J Infect Dis 197: 1226–1234. 36. Farley JE, Stamper PD, Ross T, Cai M, Speser S, et al. (2008) Comparison of
the BD GeneOhm methicillin-resistant Staphylococcus aureus (MRSA) PCR
assay to culture by use of BBL CHROMagar MRSA for detection of MRSA in
nasal surveillance cultures from an at-risk community population. J Clin
Microbiol 46: 743–746. 28. Gupta K, Martinello RA, Young M, Strymish J, Cho K, et al. (2013) MRSA
nasal carriage patterns and the subsequent risk of conversion between patterns,
infection, and death. PLoS One 8: e53674. ,
29. References Klevens RM, Morrison MA, Nadle J, Petit S, Gershman K, et al. (2007) Invasive
methicillin-resistant Staphylococcus aureus infections in the United States. Jama
298: 1763–1771. 17. Wing S, Cole D, Grant G (2000) Environmental injustice in North Carolina’s
hog industry. Environ Health Perspect 108: 225–231. 7. Davis MF, Iverson SA, Baron P, Vasse A, Silbergeld EK, et al. (2012) Household
transmission of meticillin-resistant Staphylococcus aureus and other staphylo-
cocci. Lancet Infect Dis 12: 703–716. 18. The North Carolina Rural Center (2012) Rural Data Bank Custom Data
Search. Available: http://www.ncruralcenter.org/Accessed March 2013. 19. Pofahl WE, Goettler CE, Ramsey KM, Cochran MK, Nobles DL, et al. (2009)
Active Surveillance Screening of MRSA and Eradication of the Carrier State
Decreases Surgical-Site Infections Caused by MRSA. J Am Coll Surg 208: 981–
988. 8. Uhlemann AC, Knox J, Miller M, Hafer C, Vasquez G, et al. (2011) The
environment as an unrecognized reservoir for community-associated methicillin
resistant Staphylococcus aureus USA300: a case-control study. PLoS One 6:
e22407. 20. Tenover FC, Gay EA, Frye S, Eells SJ, Healy M, et al. (2009) Comparison of
typing results obtained for methicillin-resistant Staphylococcus aureus isolates
with the DiversiLab system and pulsed-field gel electrophoresis. J Clin Microbiol
47: 2452–2457. 9. Ferreira JP, Anderson KL, Correa MT, Lyman R, Ruffin F, et al. (2011)
Transmission of MRSA between companion animals and infected human
patients presenting to outpatient medical care facilities. PLoS One 6: e26978. 10. Weese JS, Dick H, Willey BM, McGeer A, Kreiswirth BN, et al. (2006)
Suspected transmission of methicillin-resistant Staphylococcus aureus between
domestic pets and humans in veterinary clinics and in the household. Vet
Microbiol 115: 148–155. 21. Statistical Analysis Software (2012) Maps Online Zipcode Dataset. January 2012
ed. Available: http://support.sas.com/rnd/datavisualization/mapsonline/html/
misc2012.html. Accessed 2012 January. 22. Boyce JM, Havill NL (2008) Comparison of BD GeneOhm methicillin-resistant
Staphylococcus aureus (MRSA) PCR versus the CHROMagar MRSA assay for
screening patients for the presence of MRSA strains. J Clin Microbiol 46: 350–
351. 11. Cohen PR (2008) The skin in the gym: a comprehensive review of the cutaneous
manifestations of community-acquired methicillin-resistant Staphylococcus
aureus infection in athletes. Clin Dermatol 26: 16–26. August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 6 MRSA and Medical Household Exposures Miller LG, Diep BA (2008) Clinical practice: colonization, fomites, and
virulence: rethinking the pathogenesis of community-associated methicillin-
resistant Staphylococcus aureus infection. Clin Infect Dis 46: 752–760. 37. Van Heirstraeten L, Cortinas Abrahantes J, Lammens C, Lee A, Harbarth S, et
al. (2009) Impact of a short period of pre-enrichment on detection and bacterial
loads of methicillin-resistant Staphylococcus aureus from screening specimens. J
Clin Microbiol 47: 3326–3328. p y
30. Lautenbach E, Tolomeo P, Nachamkin I, Hu B, Zaoutis TE (2010) The impact
of household transmission on duration of outpatient colonization with
methicillin-resistant Staphylococcus aureus. Epidemiol Infect 138: 683–685. 38. Mongkolrattanothai K, Gray BM, Mankin P, Stanfill AB, Pearl RH, et al. (2011)
Simultaneous carriage of multiple genotypes of Staphylococcus aureus in
children. J Med Microbiol 60: 317–322. 31. Greenland S (1990) Randomization, statistics, and causal inference. Epidemi-
ology 1: 421–429. August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 7 7
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Indonesian
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RANCANGAN DISTRIBUSI LPG 3 KG BERDASARKAN KEBIJAKAN DISTRIBUSI SISTEM TERTUTUP DI WILAYAH PEMASARAN KOTA BANDUNG
|
J@ti Undip
| 2,020
|
cc-by-sa
| 8,424
|
RANCANGAN DISTRIBUSI LPG 3 KG BERDASARKAN
KEBIJAKAN DISTRIBUSI SISTEM TERTUTUP DI
WILAYAH PEMASARAN KOTA BANDUNG Sofiani Nalwin Nurbani* Prodi Teknik Industri, Fakultas Teknik, Universitas Sangga Buana Bandung
Jl. PHH Mustofa N0. 68, Bandung 40124 (Received: March 2, 2018/ Accepted: November 21, 2019) Abstrak Pada tahun 2007 Pemerintah mulai melakukan konversi dari minyak tanah ke LPG 3 kg. Untuk
mengatasi kelangkaan LPG 3 kg, Pertamina dan Pemerintah mulai melakukan perbaikan yang
salah satunya adalah merubah sistem distribusi LPG 3 kg yang awalnya distribusi Sistem Terbuka
menjadi distribusi Sistem Tertutup. Optimasi distribusi LPG 3kg dengan sistem terbuka dan sistem
tertutup dilakukan dengan menggunakan metode Transportasi dengan linear programming. Perhitungan optimasi maka perhitungan dilakukan dengan bantuan software excel Analytic Solver
Platform, sehingga didapatkan bahwa Ongkos Transportasi LPG 3kg berdasarkan Sistem Terbuka
sebesar Rp.8.319.765.767,07 sedangkan untuk Sistem Tertutup sebesar Rp.8.724.410.280,30. Hasil
akhir pengelompokan coverage area SPPBE berdasarkan sistem tertutup adalah SPPBE 1 memiliki
wilayah pemasaran sejumlah 12 Agen dengan kapasitas SPPBE yang terpakai sebesar 867.473
tabung per bulan. SPPBE 2 memiliki wilayah pemasaran sejumlah 12 Agen dengan kapasitas
SPPBE 2 yang terpakai yaitu sebesar 1.053.607 tabung per bulan. SPPBE 4 memiliki wilayah
pemasaran sebanyak 7 Agen dengan kapasitas yang terpakai yaitu sebesar sebesar 802.747 tabung
per bulan. Penelitian secara kualitatif dilakukan bertujuan untuk mengetahui kriteria-kriteria yang
dibutuhkan dalam menentukan lokasi pendirian SPPBE baru. Perhitungan berdasarkan metode
AHP dilakukan dengan software expertchoise. Hasil akhir pengukuran metode AHP diperoleh
bahwa alternatif lokasi yang memiliki prioritas tertinggi adalah wilayah Kecamatan Gedebage. Kata Kunci: distribusi sistem tertutup; linear programming; software excel Analytic Solver
Platform *)Penulis Korespondensi.
E-mail: sofiani.nalwin@usbypkp.ac.id/ sofianinalwinnurbani@gmail.com programming; excel Analytic Solver Platform programming; excel Analytic Solver Platform Abstract [3kg LPG Distribution Design Based On Closed System Distribution Policy In The Marketing
Area Of Bandung City] In 2007 the Government started to convert from kerosene to LPG 3 kg. To
overcome the scarcity of LPG 3kg, Pertamina and Government started to make improvements which
one of them is to change the distribution system of LPG 3kg which initially the Open Systems
distribution into the distribution of Closed Systems. Optimization of 3kg LPG distribution with open
system and closed system is done by using Transportation method with linear programming. To
simplify the calculation of optimization, the calculation is done with the help of software excel
Analytic Solver Platform, so it is found that 3kg LPG Transportation Costs based on Open System
Rp.8.319.765.767,07 while for Closed System Rp.8.724.410.280,30. The final result of SPPBE
coverage area coverage based on closed system is SPPBE 1 has marketing area of 12 Agent with
SPPBE capacity which is used is 867.473 tubes per month. SPPBE 2 has a marketing area of 12
Agents with SPPBE 2 capacity of 1,053,607 tubes per month. And SPPBE 4 has a marketing area
of 7 Agents with SPPBE 4 capacity used, which amounted to 802,747 tubes per month. The
qualitative research is aimed to find out the criteria needed to determine the location of new SPPBE
establishment. Calculations based on the AHP method are performed with the help of expert choise
software. Based on the final result of measurement of AHP method, it is found that the location
alternative that has the highest priority is Gedebage sub-district. Keywords:
loseloop
distribution;
linear *)Penulis Korespondensi. E-mail: sofiani.nalwin@usbypkp.ac.id/ sofianinalwinnurbani@gmail.com 149 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 1. Bahan Dan Metode p
3. Menentukan perkiraan lokasi alternatif SPPBE
baru berdasarkan perkiraan permintaan sampai
tahun 2030. Rancangan penelitian yang penulis lakukan
dapat dilihat jelas pada gambar diagram alir penelitian
secara umum di bawah ini. Selanjutnya peneliti akan
menjabarkan setiap langkah yang dilakukan pada
penelitian ini seperti yangakan dibahas pada subbab
berikutnya. Pendahuluan Banyaknya warga berkategori mampu tetapi
memakai gas ukuran 3 kg, Asumsi yang dilakukan dipenelitian ini di antaranya
adalah : Asumsi yang dilakukan dipenelitian ini di antaranya
adalah : g
g
4. Restoran maupun hotel yang menggunakan gas
ukuran 3 kg. 4. Restoran maupun hotel yang menggunakan gas
ukuran 3 kg. 4. Restoran maupun hotel yang menggunakan gas
ukuran 3 kg. 1) Data
permintaan/
demand
berdasarkan
banyaknya Kepala Keluarga di Kota Bandung,
dengan asumsi kebutuhan LPG 3 kg di tiap
kelurahan sebesar 70%. Berdasarkan data penelitian ESDM, bahwa
kebutuhan
akan
gas
bumi
akan
mengalami
peningkatan dari tahun ke tahun. Di mana kebutuhan
akan gas bumi untuk tahun 2015-2020 akan meningkat
sebesar 6% per tahun. Sedangkan pada tahun 2020-
2025 kebutuhan akan gas bumi meningkat sebesar 7%
dan pada tahun 2025-2030 meningkat sebesar 5%
pertahun. (Berita ESDM, 2014). 2) Kapasitas Truk Agen dibagi menjadi dua yaitu
truk besar adalah 560 tabung dan truk kecil
sebesar 360 tabung, maka kapastas Agen
diasumsikan minimal sebesar 920 per bulan, 2) Kapasitas Truk Agen dibagi menjadi dua yaitu
truk besar adalah 560 tabung dan truk kecil
sebesar 360 tabung, maka kapastas Agen
diasumsikan minimal sebesar 920 per bulan, 3) 1 liter premium/ solar untuk 12 km sehingga
ongkos transportasi dari Agen ke Demand point
untuk sistem tertutup sebesar Rp. 616,67, p
Hal
tersebut
menandakan
terjadinya
peningkatan permintaan akan gas LPG 3 kg setiap
tahunnya, oleh karena itu perlu dilakukan analisis
penerapan sistem terbuka dan tertutup dalam
pemsaran LPG 3 kg yang akan diterapkan oleh
Pertamina. 4) Proyeksi pertumbuhan penduduk diasumsikan
sama dengan kebutuhan akan gas bumi
berdasarkan data dari ESDM yaitu untuk tahun
2015-2020 akan meningkat sebesar 6% per
tahun, tahun 2020-2025 meningkat sebesar 7%
dan pada tahun 2025-2030 meningkat sebesar
5% pertahun, 𝐷12 = 69√(𝑙𝑜𝑛𝑔1 −𝑙𝑜𝑛𝑔2)2 + (𝑙𝑎𝑡1 −𝑙𝑎𝑡2)2 6) Data penjualan yang digunakan adalah data
penjualan di BPS Kota Bandung tahun 2013, 1.1 Tujuan Penelitian 5) Kapasitas SPPBE tak terbatas (Pertamina berhak
menaikkan kuota (kapasitas) SPPBE), 5) Kapasitas SPPBE tak terbatas (Pertamina berhak
menaikkan kuota (kapasitas) SPPBE), Sehubungan dengan tujuan dari distribusi LPG
3 kg adalah terpenuhinya permintaan akan LPG 3 kg
di setiap tempat yang ada di Bandung, maka tujuan
dari penelitian ini adalah sebagai berikut: 6) Kapasitas SPPBE ditentukan sebesar 12.000 MT
pertahun, (Muchlis, Stefanus Eko Wiratno,
2009)) 1. Mengidentifikasi wilayah pemasaran (coverage
area) untuk setiap SPPBE di Kota Bandung, 7) Wilayah
alternatif
berdasarkan
wilayah
Kecamatan. 2. Menghitung biaya distribusi LPG 3 kg berdasarkan
sistem tertutup, 1.2 Pembatasan Dan Asumsi Penelitian Untuk mencari solusi dari suatu permasalahan
maka diperlukannya batasan serta asumsi, dengan
tujuan agar dapat memberikan arah serta proses
penyelesaian masalah. Pembatasan dalam penelitian
ini di antaranya adalah : Pendahuluan Bandung Raya merupakan salah satu wilayah
metropolitan
yang
meliputi:
Kota
Bandung,
Kabupaten Bandung, Kabupaten Bandung Barat dan
Kota Cimahi. Kota Bandung merupakan Ibukota
Propinsi Jawa Barat. Kota Bandung terdiri atas 30
Kecamatan dan 151 Kelurahan dengan jumlah
penduduk sebanyak 2.483.977 jiwa. Elpiji merupakan salah satu produk andalan
PT. Pertamina untuk bahan bakar rumah tangga
maupun usaha kecil, usaha menengah dan usaha besar
yang berbentuk LPG (Liquefied Petroleum Gas). Pada
tahun 2009 pemerintah mengeluarkan ketentuan
mengenai produksi dan distribusi LPG 3 Kg yang telah
diatur oleh Pemerintah dalam hal ini Kementrian
ESDM melalui Permen Nomor 26 Tahun 2009
Tentang Penyediaan dan Pendistribusian Liquefied
Petroleum Gas. Peraturan tersebut mengartikan
bahwa sistem distribusi LPG 3 kg mengalami
perubahan sistem dari sistem distribusi terbuka (open
system) menjadi sistem distribusi tertutup (closed
system). SPPBE yang tersebar di Wilayah Metropolitan
Bandung terdapat 31 SPPBE yang tersebar di setiap
Wilayah Metropolitan Bandung. Dari gambar dapat
dilihat bahwa SPBE yang ada di wilayah Bandung
Kota ada 6 (enam) SPPBE yaitu Patra Trading Depot
Ujung Berung, PT. Limagas Jaya Mandiri, PT. Purnatarum Murni Rahayu 1, Patra Ujung Berung, PT. Mandalagiri Kaya Raya, dan PT. Purnatarum Murni
Rahayu 2. Sistem distribusi terbuka (open system)
diartikan bahwa pangkalan/sub agen boleh mengambil
LPG dari sejumlah agen mana saja, bahkan pengecer
bisa mengambil LPG langsung ke sejumlah agen dan
agen boleh mengambil LPG dari SPPBE mana saja. Sedangkan distribusi tertutup (closed system) diartikan
bahwa suatu sistem distribusi yang diterapkan untuk
pengisian LPG di mana Agen LPG di satu wilayah
hanya bisa mengisi LPG di stasiun (SPPBE) yang ada
di wilayah itu. Mereka juga hanya diperbolehkan
mendistribusikan LPG di wilayah yang sudah
ditetapkan. Dari hasil pengamatan maka diperlukan sebuah
rancangan distribusi LPG 3 kg jika sistem tertutup
diterapkan di wilayah Kota Bandung. Serta kebutuhan
akan SPPBE yang dikarenakan oleh permintaan LPG
3kg yang selalu mengalami peningkatan tiap
tahunnya. Beberapa hal yang mengakibatkan
peningkatan permintaan akan LPG 3kg di antaranya
adalah: (Siagian, 2014), 1. Ekspansi penggunaan LPG 12 kg ke LPG 3kg
akibat dari kenaikan harga LPG 12kg, 2. Meningkatnya usaha kecil dan menengah
pengguna LPG 3kg, J@ti Undip: Jurnal Teknik Industri Vol 14 No 3 September 2019
1
Gambar 1 Peta Lokasi Penyebaran SPPBE untuk Wilayah Bandung Kota Gambar 1 Peta Lokasi Penyebaran SPPBE untuk Wilayah Bandung Kota 150 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 3. Banyaknya warga berkategori mampu tetapi
memakai gas ukuran 3 kg, 3. Perhitungan Jarak Perhitungan ini dilakukan untuk menghitung
jarak antara SPPBE ke Agen dan Agen ke Demand
Point (kecamatan). Jarak antara SPPBE dengan Agen
serta Agen dengan demand point (kecamatan) akan
dihitung dengan menggunakan metode Euclidean. Ada beberapa data jarak yang digunakan adalah
koordinat lokasi berupa longitude dan latitude, , maka
akan dihitung jarak antar lokasi dengan persamaan
yang ditentukan oleh Simchi, 1997. Persamaan
tersebut digunakan untk menghitung jarak antar dua
titik di bumi. Berikut ini merupakan rumus
perhitungannya: (Anggaini, 2010) 1) Penelitian hanya dilakukan dari SPPBE, Agen dan
Konsumen (demand point), 2) Konsumen (demand point) yang digunakan
berdasarkan wilayah Kelurahan, 3) Data jumlah penduduk diambil dari BPS (Badan
Pusat Statistik) dari data Bandung Dalam Angka
tahun 2014, 4) Demand point SPPBE berdasarkan jumlah Kepala
Keluarga (KK) per Kelurahan. 5) Perancangan tidak memperhatikan alat transportasi
(truck/pickup) yang digunakan dalam mengangkut
LPG dari SPPBE ke Agen dan dari Agen ke
Kelurahan (demand point), 𝐷12 = 69√(𝑙𝑜𝑛𝑔1 −𝑙𝑜𝑛𝑔2)2 + (𝑙𝑎𝑡1 −𝑙𝑎𝑡2)2 Perhitungan Kebutuhan LPG per Kelurahan 7) Metode peramalan yang digunakan pada penelitian
ini adalah Metode Konstan, Regresi Linear, Single
Exponencial Smoothing dengan α sebesar 0,2 , 0,5
, dan 0,9, Double Exponencial Smoothing dengan
α sebesar 0,2 , 0,5 , dan 0,9, dan metode Moving
Average Periode 3 bulan dan 5 bulan. Standar error
yang digunakan adalah SEE. Untuk perancangan distribusi untuk sistem
tertutup ada beberpa hal yang harus dilakukan yaitu
menghitung permintaan. Perhitungan demand point
merupakan banyaknya permintaan akan LPG 3kg
berdasarkan banyaknya penduduk tiap Kelurahan. Data-data yang mempengaruhi permintaan akan LPG
3kg di antaranya adalah sebagai berikut ini: Jumlah J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 151 Kepala Keluarga (KK) per kelurahan dan Jumlah
warung makan dan rumah makan per kelurahan. Kepala Keluarga (KK) per kelurahan dan Jumlah
warung makan dan rumah makan per kelurahan. kg yang terjadi saat ini (eksisting-sistem terbuka)
adalah pasokan bulk LPG dipasok oleh Depot area
Pertamina, lalu Agen datang membeli LPG dalam
kemasan tabung 3 kg dengan cara melakukan
pengisian ulang tabung LPG 3 kg ke SPPBE. Agen
melakukan pemasaran LPG ke wilayah mana saja
tetetapi masih dalam wilayah pemasaran (Kota
Bandung bukan Kebupaten Bandung). Gambar 3 akan
menggambarkan skema pendistribusian LPG 3 kg
eksisting . Maka rumus untuk melakukan perhitungan
kebutuhan akan LPG 3 kg per bulan adalah sebagai
berikut : 𝑑𝑘= 𝑘𝑜𝑛𝑠𝑢𝑚𝑒𝑛=
31 ℎ𝑎𝑟𝑖
𝑙𝑎𝑚𝑎 𝑝𝑒𝑚𝑎𝑘𝑎𝑖𝑎𝑛 𝑑𝑘= 𝑘𝑜𝑛𝑠𝑢𝑚𝑒𝑛=
31 ℎ𝑎𝑟𝑖
𝑙𝑎𝑚𝑎 𝑝𝑒𝑚𝑎𝑘𝑎𝑖𝑎𝑛 𝑑𝑘= 𝑘𝑜𝑛𝑠𝑢𝑚𝑒𝑛=
31 ℎ𝑎𝑟𝑖
𝑙𝑎𝑚𝑎 𝑝𝑒𝑚𝑎𝑘𝑎𝑖𝑎𝑛 𝑑𝑘= 𝑘𝑜𝑛𝑠𝑢𝑚𝑒𝑛=
31 ℎ𝑎𝑟𝑖
𝑙𝑎𝑚𝑎 𝑝𝑒𝑚𝑎𝑘𝑎𝑖𝑎𝑛 Maka banyaknya kebutuhan (demand) akan LPG 3 kg
per bulan per kelurahan adalah : g
Sedangkan skema pendistribusian LPG 3 kg
berdasarkan distribusi sistem tertutup (closed system)
di mana wilayah pemasaran setiap SPPBE berbeda dan
tiap Agen pun memiliki wilayah pemasaran yang
berbeda. p
p
𝑑𝑡𝑜𝑡= (𝑑𝑘∗𝑗𝑢𝑚𝑙𝑎ℎ 𝑅𝑇) + (𝑑𝑘∗𝑗𝑢𝑚𝑙𝑎ℎ 𝑤𝑎𝑟𝑢𝑛𝑔 𝑚𝑎𝑘𝑎𝑛) + (𝑑𝑘∗𝑗𝑢𝑚𝑙𝑎ℎ 𝑤𝑎𝑟𝑢𝑛𝑔 𝑚𝑎𝑘𝑎𝑛) J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 Optimasi Distribusi LPG
Parameter Penelitian Penelitian ini dilakukan di wilayah Bandung
kota dengan skema penyediaan pendistribusian LPG 3 Supply
Point
SPPBE A
Agen A
(Utama)
Agen B
Agen C
Sub Agen
Sub Agen
Pangkalan
Sub Agen
Pangkalan
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
SPPBE B
Supply
Point
WILAYAH PEMASARAN
(COVERAGE AREA)
Gambar 2 Skema Distribusi Sistem Terbuka WILAYAH PEMASARAN
(COVERAGE AREA) Retailer /
Pengecer Agen B Agen A
(Utama) SPPBE A Pangkalan Supply
Point Pangkalan Gambar 2 Skema Distribusi Sistem Terbuka J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 152 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 Supply
Point
SPPBE A
Agen A
(Utama)
Agen B
Agen C
Sub Agen
Sub Agen
Pangkalan
Sub Agen
Pangkalan
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
SPPBE B
Supply
Point
WILAYAH PEMASARAN A
(COVERAGE AREA)
WILAYAH PEMASARAN B
(COVERAGE AREA)
Gambar 3 Skema Distribusi Sistem Tertutup
KETERANGAN :
Demand Point
SPPBE
Agen
Sub Agen/Pangkalan
Retailer/Pengecer
Gambar 4 Skema Distribusi LPG 3 kg Berdasarkan Closed System
Model distribusi tertutup yang menjadi kajian
ada penelitian ini dapat digambarkan lebih jelas pada
ambar 4 skema distribusi closed system berikut ini. Tujuan
Pemerintah
melakukan
di
sistem tertutup adalah untuk mentertibkan pe
dan pendistribusian LPG 3 kg. Optimasi Distribusi LPG
Parameter Penelitian Sedangkan tuju
setiap distribusi adalah meminimasi ongkos di Supply
Point
SPPBE A
Agen A
(Utama)
Agen B
Agen C
Sub Agen
Sub Agen
Pangkalan
Sub Agen
Pangkalan
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
SPPBE B
Supply
Point
WILAYAH PEMASARAN A
(COVERAGE AREA)
WILAYAH PEMASARAN B
(COVERAGE AREA)
Gambar 3 Skema Distribusi Sistem Tertutup Supply
Point
SPPBE A
Agen A
(Utama)
Agen B
Agen C
Sub Agen
Sub Agen
Pangkalan
Sub Agen
Pangkalan
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
SPPBE B
Supply
Point
WILAYAH PEMASARAN A
(COVERAGE AREA)
WILAYAH PEMASARAN B
(COVERAGE AREA)
Gambar 3 Skema Distribusi Sistem Tertutup WILAYAH PEMASARAN A
(COVERAGE AREA) WILAYAH PEMASARAN A
(COVERAGE AREA) Retailer /
Pengecer Sub Agen Supply
Point Agen B Retailer /
Pengecer SPPBE A Retailer /
Pengecer Agen A
(Utama) Retailer /
Pengecer Pangkalan Retailer /
Pengecer Sub Agen Retailer /
Pengecer Agen C Pangkalan Retailer /
Pengecer Supply
Point WILAYAH PEMASARAN B
(COVERAGE AREA) (
Gambar 3 Skema Distribusi Sistem Tertutup (
Gambar 3 Skema Distribusi Sistem Tertutup Gambar 3 Skema Distribusi Sistem Tertutup
KETERANGAN :
Demand Point
SPPBE
Agen
Sub Agen/Pangkalan
Retailer/Pengecer
Gambar 4 Skema Distribusi LPG 3 kg Berdasarkan Closed System KETERANGAN :
Demand Point
SPPBE
Agen
Sub Agen/Pangkalan
Retailer/Pengecer
Gambar 4 Skema Distribusi LPG 3 kg Berdasarkan Closed System Gambar 4 Skema Distribusi LPG 3 kg Berdasarkan Closed System Model distribusi tertutup yang menjadi kajian
pada penelitian ini dapat digambarkan lebih jelas pada
gambar 4 skema distribusi closed system berikut ini. Model distribusi tertutup yang menjadi kajian
pada penelitian ini dapat digambarkan lebih jelas pada
gambar 4 skema distribusi closed system berikut ini. Tujuan
Pemerintah
melakukan
distribusi
sistem tertutup adalah untuk mentertibkan pengisian
dan pendistribusian LPG 3 kg. Sedangkan tujuan dari
setiap distribusi adalah meminimasi ongkos distribusi. J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 153 Jika dilihat dari permasalahan yang terjadi pada
distribusi LPG 3 kg berdasarkan sistem tertutup, maka
penentuan wilayah pemasaran tiap SPPBE yang
menjadi
permasalahannya. Metode
transportasi
merupakan metode yang bertujuan untuk menetapkan
suplai yang cukup untuk beberapa lokasi tujuan dari
beberapa dengan minimum biaya untuk pabrik dan
kapasitas DC. menyelesaikan permasalahan dari distribusi sistem
tertutup LPG 3 kg. Karena dengan metode
transportasi, peneliti dapat memperoleh hasil akhir
berupa wilayah pemasaran dan jumlah tabung yang
didistribusikan oleh Agen berdasarkan minimasi
ongkos dan serta jarak. Pada gambar 5 dapat dilihat
variabel yang mempengaruhi dalam permasalahan
distribusi sistem tertutup. Dilihat dari skema distribusi sistem tertutup
LPG 3 kg maka metode transportasi dipandang dapat SPPBE A
Agen A
Agen B
Agen C
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
Retailer /
Pengecer
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
KONSUMEN
SPPBE A
WILAYAH
PEMASARAN A
(COVERAGE
AREA)
WILAYAH
PEMASARAN B
(COVERAGE
AREA)
ij
ij
ij
d
x
c
i
j
k
jk
jk
jk
d
x
c
ij
ij
ij
d
x
c
jk
jk
jk
d
x
c
ij
ij
ij
d
x
c
jk
jk
jk
d
x
c
Gambar 5. Variabel-variabel yang Mempengaruhi Distribusi LPG 3 Kg Retailer /
Pengecer Retailer /
Pengecer Retailer /
Pengecer Retailer /
Pengecer Agen A Retailer /
Pengecer Retailer /
Pengecer Retailer /
Pengecer k Gambar 5. Variabel-variabel yang Mempengaruhi Distribusi LPG 3 Kg ∑∑𝑐𝑖𝑗𝑥𝑖𝑗𝑑𝑖𝑗
𝑚
𝑗=1
𝑛
𝑖=1
+ ∑∑𝑐𝑗𝑘𝑥𝑗𝑘𝑑𝑗𝑘
𝑝
𝑘=1
𝑚
𝑗=1 Pada permasalahan distribusi system tertutup
LPG 3 kg terdapat beberapa variabel yang
mempengaruhinya di antaranya adalah : 1. Cij : biaya transportasi dari SPPBE ke Agen 1. Cij : biaya transportasi dari SPPBE ke Agen a) Faktor Pembatas (Constraint) a) Faktor Pembatas (Constraint)
a. Untuk sistem terbuka : a) Faktor Pembatas (Constrain
a. Untuk sistem terbuka : a) Faktor Pembatas (Constraint)
a. Untuk sistem terbuka : a. Untuk sistem terbuka : a. Untuk sistem terbuka : 2. Xij : Jumlah unit yang dikirimkan = banyaknya yang dikirim dari
SPPBE tidak melebihi kapasitas
SPPBE 3. Keterangan Notasi : Keterangan Notasi : Keterangan Notasi : Keterangan Notasi :
i
= Index untuk
SPPBE (1,2,...n)
yij = 1 bila SPPBE
dipilih dan 0 jika
tidak
j
= Indeks untuk
Agen (1,2,..m)
yj = 1 bila Agen
dipilih dan 0 jika
tidak
k = Indeks untuk
demand point
(1,2,...p)
xij = volume yang
dikirim
dari
SPPBE ke Agen
Dk = permintaan
bulanan dari
demand point
xjk = volume yang
dikirim Agen ke
Demand point
djk = Jarak antara
Agen ke Demand
point
xik = volume yang
dikirim
SPBBE
ke demand point
dik = jarak antara
SPBBE ke
demand point
Kj =Kapasitas
bulanan Agen
dij = jarak antara
SPPBE ke Agen
cij=ongkos
transportasi
SPPBE-Agen
Ki = Kapasitas
bulanan SPPBE
cjk
=
biaya
transportasi
Agen-
Demand
point
cik= biaya
transportasi
SPPBE –
Demand point
B = banyaknya Agen
= 31
R
=
Banyaknya
Kelurahan = 151 yij = 1 bila SPPBE
dipilih dan 0 jika
tidak i
= Index untuk
SPPBE (1,2,...n) = total binary penugasan SPPBE-
Agen sama dengan 1, artinya
satu Agen hanya dilayani oleh
satu SPPBE j
= Indeks untuk
Agen (1,2,..m) yj = 1 bila Agen
dipilih dan 0 jika
tidak = banyaknya yang dikirim dari
SPPBE sama dengan Kapasitas
Agen dikalikan dengan binary
alokasi untuk SPPBE - Agen k = Indeks untuk
demand point
(1,2,...p) xij = volume yang
dikirim
dari
SPPBE ke Agen xjk = volume yang
dikirim Agen ke
Demand point Dk = permintaan
bulanan dari
demand point = banyaknya yang dikirim dari
SPPBE tidak melebihi kapasitas
SPPBE djk = Jarak antara
Agen ke Demand
point xik = volume yang
dikirim
SPBBE
ke demand point = banyaknya binary penugasan
tidak
melebihi
jumlah
Kelurahan, artinya satu Agen
boleh melayani lebih dari satu
Kelurahan tetapi tidak boleh
melebihi
dari
jumlah
total
Kelurahan = total binary penugasan Agen-
Kelurahan sama dengan 1,
artinya satu Kelurahan hanya
dilayani oleh satu Agen = banyaknya yang dikirim dari
Agen sama dengan demand
dikalikan dengan binary alokasi
untuk Agen – Kelurahan = banyaknya yang dikirim dari
Agen sama dengan demand
dikalikan dengan binary alokasi
untuk Agen – Kelurahan = jumlah yang dikirim dari SPBBE
sama
dengan
jumlah
yang
dikirim Agen ke demand point Untuk
mengidentifikasi
lokasi
alternatif
pendirian SPPBE baru, pendekatan kualitatif harus
diterapkan pada tahap ini karena setelah dilakukan
perancangan distribusi LPG 3kg maka perlu diketahui
lokasi (coverage area) yang memiliki hubungan
terbesar terhadap kriteria pemilihan lokasi. J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 dij : Jarak dari SPPBE ke Agen
di mana ; i= SPPBE, j = Agen, dan, k = Retailer
(demand point berdasarkan kelurahan) Maka rumusan Metode transportasi dengan linear
programming dapat ditulis sebagai berikut : Maka rumusan Metode transportasi dengan linear
programming dapat ditulis sebagai berikut : = Jumlah yang dikirim dari SPPBE
kesetiap agen lebih kecil atau sama
dengan kapasitas pada agen Fungsi Objektif : Sistem Terbuka = Jumlah yang dikirim dari Agen ke
setiap demand point bisa lebih
besar atau sama dengan demand di
demand point. Minimasi Ongkos : = Jumlah yang dikirim ke Agen dari
SPPBE sama dengan jumlah yang
dikirim ke setiap demand point = Jumlah yang dikirim ke Agen dari
SPPBE sama dengan jumlah yang
dikirim ke setiap demand point 𝑗
Sistem Tertutup p
Minimasi Ongkos SPPBE ke Demand point: J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 154 𝑥𝑖𝑗, 𝑥𝑗𝑘 ≥0 𝐾𝑗≥920
= kapasitas minimal agen sebesar
920 tabung
𝑥𝑖𝑗, 𝑥𝑗𝑘 ≥0
𝑦𝑖𝑗, 𝑦𝑗, 𝑦𝑗𝑘, 𝑦𝑘= 𝐵𝑖𝑛𝑎𝑟𝑦 (0,1)
𝑥𝑖𝑗, 𝑥𝑗𝑘= 𝑖𝑛𝑡𝑒𝑔𝑒𝑟 Keterangan Notasi : Berikut ini
kriteria dan faktor keputusan yang menjadi bahan
kajian didalam kuesioner. = total yang dikirim dari Agen ke
Kelurahan menjadi kapasitas
agen = total yang dikirim dari Agen ke
Kelurahan menjadi kapasitas
agen g
∑𝑥𝑗𝑘= 𝐾𝑗
𝑝
= banyaknya yang dikirim dari
Agen menjadi kapasitas agen g
= banyaknya yang dikirim dari
Agen menjadi kapasitas agen Tabel 1 Kriteria dan Faktor Keputusan Penentuan Lokasi SPPBE Tabel 1 Kriteria dan Faktor Keputusan Penentuan Lokasi SPPBE Tabel 1 Kriteria dan Faktor Keputusan Penentuan Lokasi SPPBE
No. Kriteria
Faktor Keputusan
1
Keadaan populasi
Jumlah populasi, tingkat pendapatan
2
Kondisi transportasi
Kestrategisan, jumlah transportasi umum, jumlah pejalan kaki, arus lalu
lintas, tingkat kemacetan lalu lintas, ketersediaan transportasi umum,
jalan raya yang besar
3
Kondisi Pasar
Jumlah kepala keluarga, jumlah Warung makan, jumlah PKL, jumlah
Pasar Tradisional, kedekatan dengan pusat perbelanjaan
4
Kondisi lokasi
Luas lokasi, mudah dilihat. kedekatan dengan depot Pertamina,
kedekatan dengan pemukiman warga, kedekatan dengan listrik tekanan
tinggi
5
Biaya yang terkait
Biaya tanah, pajak, biaya produksi, status kepemilikan lahan, profit Tabel 1 Kriteria dan Faktor Keputusan Penentuan Lokasi SPPBE
No. Kriteria
Faktor Keputusan
1
Keadaan populasi
Jumlah populasi, tingkat pendapatan
2
Kondisi transportasi
Kestrategisan, jumlah transportasi umum, jumlah pejalan kaki, arus lalu
lintas, tingkat kemacetan lalu lintas, ketersediaan transportasi umum,
jalan raya yang besar
3
Kondisi Pasar
Jumlah kepala keluarga, jumlah Warung makan, jumlah PKL, jumlah
Pasar Tradisional, kedekatan dengan pusat perbelanjaan
4
Kondisi lokasi
Luas lokasi, mudah dilihat. kedekatan dengan depot Pertamina,
kedekatan dengan pemukiman warga, kedekatan dengan listrik tekanan
tinggi
5
Biaya yang terkait
Biaya tanah, pajak, biaya produksi, status kepemilikan lahan, profit 𝑥𝑖𝑗, 𝑥𝑗𝑘= 𝑖𝑛𝑡𝑒𝑔𝑒𝑟 b. Untuk sistem tertutup: = banyaknya binary penugasan
tidak melebihi jumlah Agen,
artinya
satu
SPPBE
boleh
melayani lebih dari satu Agen
tetapi tidak boleh melebihi dari
jumlah total Agen 𝑦𝑖𝑗, 𝑦𝑗, 𝑦𝑗𝑘, 𝑦𝑘= 𝐵𝑖𝑛𝑎𝑟𝑦 (0,1)
𝑥𝑖𝑗, 𝑥𝑗𝑘= 𝑖𝑛𝑡𝑒𝑔𝑒𝑟 Keterangan Notasi : Faktor Keputusan b) Sistem Tertutup enam buah SPPBE tetapi hanya tiga SPPBE yang
ditugaskan untuk pengisian tabung LPG 3 kg di
antaranya adalah : Faktor Keputusan 155 3. Hasil Dan Pembahasan
Pada tahap pengolahan hasil penelitian, peneliti
melakukan dua tahapan penyelesian permasalahan
yaitu :
1) Perhitungan Ongkos Distribusi
Perhitungan ongkos distribusi dilakukan
untuk
mempermudah
perhitungan
dengan
menggunakan excel solver. Di Kota Bandung terdapat
enam buah SPPBE tetapi hanya tiga SPPBE yang
ditugaskan untuk pengisian tabung LPG 3 kg di
antaranya adalah :
1. SPPBE Wira Bangun Sarana (SPPBE 1)
2. SPPBE Patra Trading Ujung Berung (SPPBE 2),
3. SPPBE
Purnatarum
Murni
Rahayu
Putra
(SPPBE4)
Tabel 2 Contoh Hasil Perhitungan Jarak SPPBE - KELURAHAN
KELURAHAN SPPBE
Koordinat
1
2
3
SPPBE Wira Bangun Sarana
SPPBE 1
6,97
10,176
9,475
9,424
107,64
SPPBE Patra Trading Ujung Berung
SPPBE 2
6,94
9,885
9,312
9,655
107,64
107,69
SPPBE Purnatarum Murni Rahayu
Putra
SPPBE 4
6,94
9,969
9,396
9,739
107,64
107,68
Sumber: Hasil Pengolahan Data
Tabel 3 Contoh Hasil Perhitungan Ongkos Distribusi dari SPPBE ke Kelurahan
Kel. SPPBE
Trans. Fee
1
2
3
4
5
SPPBE 1
Rp 390,10
2.326,15
2.153,36
2.404,81
2.360,25
1.547,66
SPPBE 2
Rp 390,10
1.949,71
1.790,55
2.071,10
2.051,34
1.169,85
SPPBE 4
Rp 390,10
1.326,33
1.134,59
1.395,74
1.382,71
572,04
Sumber: Hasil Pengolahan Data
Optimasi Ongkos Distribusi LPG 3 kg
Optimasi ongkos distribusi yang akan dibahas
pada penelitian ini adalah ongkos distribusi LPG
dengan sistem Terbuka dan Sistem Tertutup. a) Sistem Terbuka
Tabel 4. Hasil Perhitungan Optimasi SPPBE - Agen (dalam satuan tabung),
Agen SPPBE
Agen
1
Agen
2
Agen 3
..... Agen 30
Agen 31
TOTAL
KAP. SPPBE
SPPBE 1
0
27881
0
..... 0
155574
866927
930.000
SPPBE 2
20929
0
76658
..... 98749
0
1054000
1.054.000
SPPBE 4
0
0
0
..... 0
0
802900
802.900
TOTAL
20.929
27.881
76.658
..... 98.749
155.574
KAP. Agen
20.929
27.881
76.658
..... 98.749
155.574
-
Sumber: Hasil Pengolahan Data
Tabel 5. Hasil Perhitungan Optimasi Agen – Kelurahan (dalam satuan tabung)
KELURAHAN AGEN
1
2
3
..... 151
TOTAL
KAP. Agen
Agen 1
0
0
0
..... 0
20929
920
Agen 2
0
0
0
..... 0
27881
920
Agen 3
0
0
0
..... 0
76658
920
:
:
:
:
:
:
:
:
..... :
:
:
:
:
:
Agen 31
0
0
10741
..... 0
155574
920
TOTAL
21459
31483
10741
..... 12486
DEMAND
21459
31483
10741
..... 12486
Berdasarkan hasil perhitungan dengan menggunakan
Excel Analytic Solver Platform diperoleh Ongkos
Transportasi LPG 3 kg berdasarkan Sistem Terbuka
adalah sebesar Rp 8.319.765.767,07. 3. Hasil Dan Pembahasan Pada tahap pengolahan hasil penelitian, peneliti
melakukan dua tahapan penyelesian permasalahan
yaitu : Tabel 2 Contoh Hasil Perhitungan Jarak SPPBE - KELURAHAN
KELURAHAN SPPBE
Koordinat
1
2
3
SPPBE Wira Bangun Sarana
SPPBE 1
6,97
10,176
9,475
9,424
107,64
SPPBE Patra Trading Ujung Berung
SPPBE 2
6,94
9,885
9,312
9,655
107,64
107,69
SPPBE Purnatarum Murni Rahayu
Putra
SPPBE 4
6,94
9,969
9,396
9,739
107,64
107,68
Sumber: Hasil Pengolahan Data Tabel 3 Contoh Hasil Perhitungan Ongkos Distribusi dari SPPBE ke Kelurahan
Kel. SPPBE
Trans. Fee
1
2
3
4
5
SPPBE 1
Rp 390,10
2.326,15
2.153,36
2.404,81
2.360,25
1.547,66
SPPBE 2
Rp 390,10
1.949,71
1.790,55
2.071,10
2.051,34
1.169,85
SPPBE 4
Rp 390,10
1.326,33
1.134,59
1.395,74
1.382,71
572,04
Sumber: Hasil Pengolahan Data J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 Optimasi Ongkos Distribusi LPG 3 kg Optimasi Ongkos Distribusi LPG 3 kg Optimasi ongkos distribusi yang akan dibahas
pada penelitian ini adalah ongkos distribusi LPG
dengan sistem Terbuka dan Sistem Tertutup. Tabel 4. Hasil Perhitungan Optimasi SPPBE - Agen (dalam satuan tabung), Tabel 4. Hasil Perhitungan Optimasi SPPBE - Agen (dalam satuan tabung),
Agen SPPBE
Agen
1
Agen
2
Agen 3
..... Agen 30
Agen 31
TOTAL
KAP. SPPBE
SPPBE 1
0
27881
0
..... 0
155574
866927
930.000
SPPBE 2
20929
0
76658
..... 98749
0
1054000
1.054.000
SPPBE 4
0
0
0
..... 0
0
802900
802.900
TOTAL
20.929
27.881
76.658
..... 98.749
155.574
KAP. Agen
20.929
27.881
76.658
..... 98.749
155.574
-
Sumber: Hasil Pengolahan Data Tabel 5. Hasil Perhitungan Optimasi Agen – Kelurahan (dalam satuan tabung)
KELURAHAN AGEN
1
2
3
..... 151
TOTAL
KAP. Agen
Agen 1
0
0
0
..... 0
20929
920
Agen 2
0
0
0
..... 0
27881
920
Agen 3
0
0
0
..... 0
76658
920
:
:
:
:
:
:
:
:
..... :
:
:
:
:
:
Agen 31
0
0
10741
..... 0
155574
920
TOTAL
21459
31483
10741
..... 12486
DEMAND
21459
31483
10741
..... 12486
Berdasarkan hasil perhitungan dengan menggunakan
Excel Analytic Solver Platform diperoleh Ongkos
Transportasi LPG 3 kg berdasarkan Sistem Terbuka
adalah sebesar Rp 8.319.765.767,07. b) Sistem Tertutup Tabel 5. Hasil Perhitungan Optimasi Agen – Kelurahan (dalam satuan tabung) Transportasi LPG 3 kg berdasarkan Sistem Terbuka
adalah sebesar Rp 8.319.765.767,07. b) Sistem Tertutup J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 156 Tabel 6. Penugasan SPPBE ke Agen
AGEN SPPBE
Agen 1
Agen 2
Agen 3
.... Agen 30
Agen 31
TOTAL
Total SPPBE
SPPBE 1
0
0
0
.... 0
1
12
31
SPPBE 2
1
1
0
.... 1
0
12
31
SPPBE 4
0
0
0
.... 0
0
7
31
Total Agen
1
1
1
.... 1
1
TOTAL
1
1
1
.... 1
1
Sumber: Hasil Pengolahan Data
Tabel 7. Kapasitas Tiap Agen (satuan tabung)
AGEN SPPBE
Agen 1
Agen 2
Agen 3
... Agen 30
Agen 31
SPPBE 1
21.781
15.305
62.189
... 132.593
107.741
SPPBE 2
21.781
15.305
62.189
... 132.593
107.741
SPPBE 3
21.781
15.305
62.189
... Optimasi Ongkos Distribusi LPG 3 kg 1
0
12
31
SPPBE 4
0
0
0
.... 0
0
7
31
Total Agen
1
1
1
.... 1
1
TOTAL
1
1
1
.... 1
1
Sumber: Hasil Pengolahan Data Tabel 6. Penugasan SPPBE ke Agen Tabel 7. Kapasitas Tiap Agen (satuan tabung)
AGEN SPPBE
Agen 1
Agen 2
Agen 3
... Agen 30
Agen 31
SPPBE 1
21.781
15.305
62.189
... 132.593
107.741
SPPBE 2
21.781
15.305
62.189
... 132.593
107.741
SPPBE 3
21.781
15.305
62.189
... 132.593
107.741
SPPBE 4
21.781
15.305
62.189
... 132.593
107.741
SPPBE 5
21.781
15.305
62.189
... 132.593
107.741
SPPBE 6
21.781
15.305
62.189
... 132.593
107.741
Sumber: Hasil Pengolahan Data Tabel 8. Hasil Perhitungan Optimasi SPPBE - Agen (satuan tabung)
AGEN SPPBE
Agen 1
Agen 2
Agen 3
..... Agen 31
TOTAL
KAP. SPPBE
SPPBE 1
0
0
0
..... 107741
867473
930.000
SPPBE 2
21781
15305
0
..... 0
1.053.607
1.054.000
SPPBE 4
0
0
0
..... 0
802.747
802.900
TOTAL
21781
15305
62189
..... 107741
KAP. Agen
21781
15305
62189
..... 107741
Sumber: Hasil Pengolahan Data Tabel 9. Penugasan Agen-Kelurahan
KEL. AGEN
1
2
3
.... 151
TOTAL
KAP. Agen
Agen 1
0
0
0
.... 0
2
151
Agen 2
0
0
0
.... 0
2
151
Agen 3
0
0
0
.... 0
4
151
Agen 4
1
1
1
.... 0
13
151
..... ..... ..... ..... .... ..... ..... ..... Agen 30
0
0
0
.... 0
6
151
Agen 31
0
0
0
.... 0
6
151
TOTAL Kel. 1
1
1
.... 1
TOTAL
1
1
1
.... 1
Sumber: Hasil Pengolahan Data Sumber: Hasil Pengolahan Data Tabel 10. Hasil Perhitungan Optimasi SPPBE - Agen (satuan tabung)
KEL. AGEN
1
2
3
.... 151
TOTAL
KAP. Agen
Agen 1
0
0
0
.... 0
21781
920
Agen 2
0
0
0
.... 0
15305
920
Agen 3
0
0
0
.... 0
62189
920
Agen 4
21459
31483
10741
.... 0
298665
920
..... ..... ..... ..... .... ..... ..... ..... Agen 30
0
0
0
.... 0
132593
920
Agen 31
0
0
0
.... 0
107741
920
TOTAL
21459
31483
10741
.... 12486
DEMAND
21459
31483
10741
.... 12486
Sumber: Hasil Pengolahan Data distribusi terbuka yaitu sebesar Rp. 404.644.513,23. Optimasi Ongkos Distribusi LPG 3 kg 132.593
107.741
SPPBE 4
21.781
15.305
62.189
... 132.593
107.741
SPPBE 5
21.781
15.305
62.189
... 132.593
107.741
SPPBE 6
21.781
15.305
62.189
... 132.593
107.741
Sumber: Hasil Pengolahan Data
Tabel 8. Hasil Perhitungan Optimasi SPPBE - Agen (satuan tabung)
AGEN SPPBE
Agen 1
Agen 2
Agen 3
..... Agen 31
TOTAL
KAP. SPPBE
SPPBE 1
0
0
0
..... 107741
867473
930.000
SPPBE 2
21781
15305
0
..... 0
1.053.607
1.054.000
SPPBE 4
0
0
0
..... 0
802.747
802.900
TOTAL
21781
15305
62189
..... 107741
KAP. Agen
21781
15305
62189
..... 107741
Sumber: Hasil Pengolahan Data
Tabel 9. Penugasan Agen-Kelurahan
KEL. AGEN
1
2
3
.... 151
TOTAL
KAP. Agen
Agen 1
0
0
0
.... 0
2
151
Agen 2
0
0
0
.... 0
2
151
Agen 3
0
0
0
.... 0
4
151
Agen 4
1
1
1
.... 0
13
151
..... ..... ..... ..... .... ..... ..... ..... Agen 30
0
0
0
.... 0
6
151
Agen 31
0
0
0
.... 0
6
151
TOTAL Kel. 1
1
1
.... 1
TOTAL
1
1
1
.... 1
Sumber: Hasil Pengolahan Data
Tabel 10. Hasil Perhitungan Optimasi SPPBE - Agen (satuan tabung)
KEL. AGEN
1
2
3
.... 151
TOTAL
KAP. Agen
Agen 1
0
0
0
.... 0
21781
920
Agen 2
0
0
0
.... 0
15305
920
Agen 3
0
0
0
.... 0
62189
920
Agen 4
21459
31483
10741
.... 0
298665
920
..... ..... ..... ..... .... ..... ..... ..... Agen 30
0
0
0
.... 0
132593
920
Agen 31
0
0
0
.... 0
107741
920
TOTAL
21459
31483
10741
.... 12486
DEMAND
21459
31483
10741
.... 12486
Sumber: Hasil Pengolahan Data
Berdasarkan
hasil
perhitungan
dengan
menggunakan
Excel
Analytic
Solver
Platform
diperoleh Ongkos Transportas LPG 3kg berdasarkan
Sistem Tertutup adalah sebesar Rp 8.724.410.280,30. Besarnya ongkos transportasi dengan sistem
tertutup lebih besar dibandingkan dengan ongkos
distribusi terbuka yaitu sebesar Rp. 404.644.513,23. Hal ini dikarenakan pada sistem tertutup satu Agen
hanya boleh menerima LPG dari satu SPPBE,
sedangkan
pada
sistem
terbuka
Agen
boleh
mengambil LPG dari lebih dari satu SPPBE. Begitu Tabel 6. Penugasan SPPBE ke Agen
AGEN SPPBE
Agen 1
Agen 2
Agen 3
.... Agen 30
Agen 31
TOTAL
Total SPPBE
SPPBE 1
0
0
0
.... 0
1
12
31
SPPBE 2
1
1
0
.... J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 2) Coverage Area 2) Coverage Area
Coverage area untuk distribusi sistem tertutup dibagi
menjadi dua yaitu coverage area SPPBE ke Agen dan
Agen ke Kelurahan (konsumen). Untuk coverage area
SPPBE ke Agen, adalah sebagai berikut : valuasi Kebutuhan SPPBE Hingga Tahun 2030 • SPPBE 1 memiliki wilayah pemasaran untuk Agen
4, Agen 6, Agen 7,Agen 10, Agen 11, Agen 16,
Agen 20, Agen 21, Agen 23, Agen 24, Agen 25,
dan Agen 31 dengan kapasitas SPPBE yang
terpakai sebesar 867.473 tabung per bulan dari
kapasitas total sebesar 930.000 tabung per bulan. Evaluasi
kebutuhan
dilakukan
untuk
mengetahui perkiraan permintaan dari tahun 2015-
2030. Pada bagian evaluasi ini pengerjaan dibagi
menjadi tiga bagian, yaitu : • SPPBE 2 memiliki wilayah pemasaran untuk Agen
1, Agen 2, Agen 5,Agen 8, Agen 11, Agen 12,
Agen 15, Agen 17, Agen 18, Agen 19, Agen 26 dan
Agen 30 dengan kapasitas SPPBE 2 yang terpakai 1. Perkiraan permintaan LPG 3 kg berdasarkan
prediksi ESDM, 2. Perkiraan permintaan LPG 3 kg berdasarkan
metode Forecasting, 3. Perkiraan Lokasi untuk pendiriaan SPPBE baru. 3. Perkiraan Lokasi untuk pendiriaan SPPBE baru. Gambar 5 Peta Coverage Area SPPBE untuk Distribusi Sistem Tertutup Gambar 5 Peta Coverage Area SPPBE untuk Distribusi Sistem Tertutup Perkiraan Permintaan LPG 3 kg Berdasarkan
Prediksi ESDM Perkiraan Permintaan LPG 3 kg Berdasarkan
Prediksi ESDM Perkiraan Permintaan LPG 3kg Berdasarkan
Metode Forecasting Optimasi Ongkos Distribusi LPG 3 kg Hal ini dikarenakan pada sistem tertutup satu Agen
hanya boleh menerima LPG dari satu SPPBE,
sedangkan
pada
sistem
terbuka
Agen
boleh
mengambil LPG dari lebih dari satu SPPBE. Begitu distribusi terbuka yaitu sebesar Rp. 404.644.513,23. Hal ini dikarenakan pada sistem tertutup satu Agen
hanya boleh menerima LPG dari satu SPPBE,
sedangkan
pada
sistem
terbuka
Agen
boleh
mengambil LPG dari lebih dari satu SPPBE. Begitu Berdasarkan
hasil
perhitungan
dengan
menggunakan
Excel
Analytic
Solver
Platform
diperoleh Ongkos Transportas LPG 3kg berdasarkan
Sistem Tertutup adalah sebesar Rp 8.724.410.280,30. Besarnya ongkos transportasi dengan sistem
tertutup lebih besar dibandingkan dengan ongkos J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 157 pula dengan penjualan yang dilakukan oleh satu
kelurahan hanya boleh dilayani oleh satu Agen. yaitu sebesar 1.053.607 dari total kapasitas
1.054.000 tabung per bulan. yaitu sebesar 1.053.607 dari total kapasitas
1.054.000 tabung per bulan. • SPPBE 4 memiliki wilayah pemasaran untuk Agen
3, Agen 9, Agen 14, Agen 22, Agen 27, Agen 28,
dan Agen 29 dengan kapasitas SPPBE 4 yang
terpakai yaitu sebesar sebesar 802.747 dari total
kapasitas 802.900 tabung per bulan. Perkiraan Permintaan LPG 3kg Berdasarkan
Metode Forecasting Perkiraan Lokasi Pendirian SPPBE
Pada subbab berikut ini penelitian dilakukan
secara kualitatif yang bertujuang untuk mengtahui
hubungan keterkaitan antara tiap kriteria yang menjadi
kriteria yang diperlukan dalam menentukan lokasi
pendirian fasilitas/ pabrik/ gudang baru. Dari semua
hasil perhitungan AHP dengan bantuan expert choise
maka
penentuan
kriteria
yang
mampengaruhi
keputusan dalam memilih lokasi SPPBE baru dapat
diambil kesimpulan bahwa:
1) Lokasi SPPBE harus memiliki luas lokasi yang
memenuhi persyaratan yang Pertamina berikan,
2) Lokasi SPPBE harus berdekatan dengan Depot
LPG Pertamina. 3) Lokasi SPPBE harus memiliki jalan transportasi
yang besar,
4) Status
kepemilikan
lahan
SPPBE
harus
diperhatikan,
5) Biaya produksi berpengaruh pada keuntungan
yang diperoleh, sehingga harus memiliki harga
tanah yang bisa lebih menguntungkan. 6) Lokasi SPPBE harus berdekatan dengan jumlah
Kepala Keluarga terbanyak dan jumlah warung
makan terbanyak. Dari hasil kriteria di atas maka peneliti
mencoba untuk memberikan alternatif lokasi SPPBE
berdasarkan kedekatan dengan Depot, Jumlah KK dan
warung makan terbesar. Peneliti menentukan
beberapa
alternatif
lokasi
yang
cocok
untuk
mendirikan SPPBE baru dengan asumsi kedekatan
berada pada radius 2 km adalah:
Tabel 12 Alternatif Lokasi SPPBE
No
Alternatif Lokasi
Alasan
1
Kecamatan
Buah
Batu
Berada di antara radius
kedekatan dengan Depot
dan warung makan dan
KK
2
Kecamatan
Bandung kidul
Berada di antara radius
kedekatan dengan Depot
dan Jumlah KK dan
warung makan
terbanyak. 3
Kecamatan
Gedebage
Berada di radius
kedekatan dengan Depot
4
Kecamatan
Cinambo
Berada di radius
kedekatan dengan Depot
5
Kecamatan
Arcamanik
Berada di radius
kedekatan dengan Depot
Langkah
selanjutnya
peneliti
melakukan
survey dengan menggunakan kuesioner ke berbagai
pihak yang terlibat dalam bisnis LPG 3 kg. Setelah itu
data hasil kuesioner diolah dengan menggunakan Tabel 11 Kesimpulan Hasil Akhir Perhitungan Kecukupan dan Kekurangan SPPBE Berdasarkan Hasil Perkiraan
ESDM (dalam satuan tabung)
Th. Total /
Bulan
Total /
Tahun
Kap. Tabel 12 Alternatif Lokasi SPPBE y
3) Hingga tahun 2030 ternyata dibutuhkan 4 SPPBE
baru yaitu pada tahun 2015, 2019, 2024 dan
2029. y
3) Hingga tahun 2030 ternyata dibutuhkan 4 SPPBE
baru yaitu pada tahun 2015, 2019, 2024 dan
2029. Tabel 12 Alternatif Lokasi SPPBE
No
Alternatif Lokasi
Alasan
1
Kecamatan
Buah
Batu
Berada di antara radius
kedekatan dengan Depot
dan warung makan dan
KK
2
Kecamatan
Bandung kidul
Berada di antara radius
kedekatan dengan Depot
dan Jumlah KK dan
warung makan
terbanyak. 3
Kecamatan
Gedebage
Berada di radius
kedekatan dengan Depot
4
Kecamatan
Cinambo
Berada di radius
kedekatan dengan Depot
5
Kecamatan
Arcamanik
Berada di radius
kedekatan dengan Depot Perkiraan Permintaan LPG 3kg Berdasarkan
Metode Forecasting SPPBE
Selisih
(3)-(4)
Alternatif 1
Alternatif 2
(-)
SPPB
E
(+)
Kapasita
s
Selisih
(3)-(7)
Penambahan
Kuota Tiap
SPPBE/Th
Penambahan
Kuota Tap
SPPBE/bln
Penambahan
Kuota
SPPBE/hari
2014
2.723.82
7
32.685.92
4
36.000.0
00
3.314.076
2015
2.887.32
3
34.647.87
6
36.000.0
00
1.352.124
2016
3.060.63
4
36.727.60
8
36.000.0
00
-727.608
1
48.000.0
00
11.272.3
92
242.536
20.211
674
:
:
:
:
:
:
:
:
:
:
:
2027
5.976.04
7
71.712.56
4
36.000.0
00
-
35.712.56
4
72.000.0
00
287.436
11.904.188
992.016
33.067
2028
6.274.92
5
75.299.10
0
36.000.0
00
-
39.299.10
0
1
84.000.0
00
8.700.90
0
13.099.700
1.091.642
36.388
2029
6.588.73
9
79.064.86
8
36.000.0
00
-
43.064.86
8
84.000.0
00
4.935.13
2
14.354.956
1.196.246
39.875
2030
6.918.25
1
83.019.01
2
36.000.0
00
-
47.019.01
2
84.000.0
00
980.988
15.673.004
1.306.084
43.536 Hasil akhir dari perkiraan demand berdasarkan metode
forecating dari tahun 2015 hingga 2030 dapat
disimpulkan sebagai berikut: Hasil akhir dari perkiraan demand berdasarkan metode
forecating dari tahun 2015 hingga 2030 dapat
disimpulkan sebagai berikut: 5) Biaya produksi berpengaruh pada keuntungan
yang diperoleh, sehingga harus memiliki harga
tanah yang bisa lebih menguntungkan. 5) Biaya produksi berpengaruh pada keuntungan
yang diperoleh, sehingga harus memiliki harga
tanah yang bisa lebih menguntungkan. 6) Lokasi SPPBE harus berdekatan dengan jumlah
Kepala Keluarga terbanyak dan jumlah warung
makan terbanyak. 1) Jika
Pemerintah
dan
Pertamina
masih
memberlakukan kebijakan kalau 1 SPPBE
kapasitas maksimum 12.000 MT per tahun maka
pada tahun 2015 akan terjadi kekurangan
sebanyak 1.967.617 tabung per tahun. Maka
idealnya adalah dibutuhkan pendirian 1 SPPBE
baru, atau Dari hasil kriteria di atas maka peneliti
mencoba untuk memberikan alternatif lokasi SPPBE
berdasarkan kedekatan dengan Depot, Jumlah KK dan
warung makan terbesar. Peneliti menentukan
beberapa
alternatif
lokasi
yang
cocok
untuk
mendirikan SPPBE baru dengan asumsi kedekatan
berada pada radius 2 km adalah: 2) Dibutuhkan penambahan kuota tiap SPPBE
sebanyak 655.872 per tahun setara dengan
54.656 per bulan atau 1.822 per hari untuk tiap
SPPBE. Dan seterusnya. Tabel 12 Alternatif Lokasi SPPBE J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 Perkiraan Permintaan LPG 3kg Berdasarkan
Metode Forecasting Perhitungan dilakukan berdasarkan prediksi
peningkatan kebutuhan migas oleh ESDM. Di mana
peningkatan permintaan yang telah diprediksi oleh
ESDM, adalah sebagai berikut : Perhitungan dilakukan berdasarkan prediksi
peningkatan kebutuhan migas oleh ESDM. Di mana
peningkatan permintaan yang telah diprediksi oleh
ESDM, adalah sebagai berikut : Untuk
perkiraan
permintaan
berdasarkan
metode forecasting dilakukan dengan menggunakan
data permintaan penjualan LPG 3kg pada tahun 2013
yang diperoleh dari BPS Kota Bandung. Berdasarkan
hasil perhitungan peramalan maka Standar Error
(SEE) yang terkecil adalah berdasarkan metode
Regresi Linear dengan nilai SEE sebesar 115129. 1) Pada tahun 2015-2020 akan meningkat sebesar 6
% per tahun, 2) Pada tahun 2020-2025 kebutuhan akan gas bumi
meningkat sebesar 7%, dan 3) Pada tahun 2025-2030 meningkat sebesar 5%
pertahun. J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 158 Tabel 11 Kesimpulan Hasil Akhir Perhitungan Kecukupan dan Kekurangan SPPBE Berdasarkan Hasil Perkiraan
ESDM (dalam satuan tabung)
Th. Total /
Bulan
Total /
Tahun
Kap. SPPBE
Selisih
(3)-(4)
Alternatif 1
Alternatif 2
(-)
SPPB
E
(+)
Kapasita
s
Selisih
(3)-(7)
Penambahan
Kuota Tiap
SPPBE/Th
Penambahan
Kuota Tap
SPPBE/bln
Penambahan
Kuota
SPPBE/hari
2014
2.723.82
7
32.685.92
4
36.000.0
00
3.314.076
2015
2.887.32
3
34.647.87
6
36.000.0
00
1.352.124
2016
3.060.63
4
36.727.60
8
36.000.0
00
-727.608
1
48.000.0
00
11.272.3
92
242.536
20.211
674
:
:
:
:
:
:
:
:
:
:
:
2027
5.976.04
7
71.712.56
4
36.000.0
00
-
35.712.56
4
72.000.0
00
287.436
11.904.188
992.016
33.067
2028
6.274.92
5
75.299.10
0
36.000.0
00
-
39.299.10
0
1
84.000.0
00
8.700.90
0
13.099.700
1.091.642
36.388
2029
6.588.73
9
79.064.86
8
36.000.0
00
-
43.064.86
8
84.000.0
00
4.935.13
2
14.354.956
1.196.246
39.875
2030
6.918.25
1
83.019.01
2
36.000.0
00
-
47.019.01
2
84.000.0
00
980.988
15.673.004
1.306.084
43.536
Hasil akhir dari perkiraan demand berdasarkan metode
forecating dari tahun 2015 hingga 2030 dapat
disimpulkan sebagai berikut:
1) Jika
Pemerintah
dan
Pertamina
masih
memberlakukan kebijakan kalau 1 SPPBE
kapasitas maksimum 12.000 MT per tahun maka
pada tahun 2015 akan terjadi kekurangan
sebanyak 1.967.617 tabung per tahun. Maka
idealnya adalah dibutuhkan pendirian 1 SPPBE
baru, atau
2) Dibutuhkan penambahan kuota tiap SPPBE
sebanyak 655.872 per tahun setara dengan
54.656 per bulan atau 1.822 per hari untuk tiap
SPPBE. Dan seterusnya. 3) Hingga tahun 2030 ternyata dibutuhkan 4 SPPBE
baru yaitu pada tahun 2015, 2019, 2024 dan
2029. Perkiraan Lokasi Pendirian SPPBE Pada subbab berikut ini penelitian dilakukan
secara kualitatif yang bertujuang untuk mengtahui
hubungan keterkaitan antara tiap kriteria yang menjadi
kriteria yang diperlukan dalam menentukan lokasi
pendirian fasilitas/ pabrik/ gudang baru. Dari semua
hasil perhitungan AHP dengan bantuan expert choise
maka
penentuan
kriteria
yang
mampengaruhi
keputusan dalam memilih lokasi SPPBE baru dapat
diambil kesimpulan bahwa: 1) Lokasi SPPBE harus memiliki luas lokasi yang
memenuhi persyaratan yang Pertamina berikan, 2) Lokasi SPPBE harus berdekatan dengan Depot
LPG Pertamina. 3) Lokasi SPPBE harus memiliki jalan transportasi
yang besar, Langkah
selanjutnya
peneliti
melakukan
survey dengan menggunakan kuesioner ke berbagai
pihak yang terlibat dalam bisnis LPG 3 kg. Setelah itu
data hasil kuesioner diolah dengan menggunakan 4) Status
kepemilikan
lahan
SPPBE
harus
diperhatikan, J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 159 Kec. Bandung Kidul sebesar 0,08 dan Kec. Buah Batu
sebesar 0,06. Dari hasil akhir tersebut dapat
disimpulkan bahwa wilayah Kecamatan Gedebage
lebih banyak diminati oleh para sumber untuk
mendirikan SPPBE baru. metode AHP dengan bantuan software expert choise. Hasil perhitungan expert choise diperoleh overall
inconsistency sebesar 0,1 dengan hasil akhir untuk
wilayah kec Gedebage sebesar 0,4, wilayah Kec. Cinambo sebesar 0,3, Kec. Arcamanik sebesar 0,1, Gambar 6 Lokasi Alternatif pendirian SPPBE Baru Gambar 6 Lokasi Alternatif pendirian SPPBE Baru J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 4.
Kesimpulan Untuk coverage area SPPBE ke Agen
sistem terbuka, adalah sebagai berikut: Metode transportasi merupakan salah satu
metode yang digunakan untuk menentukan
alokasi barang dan letak lokasi fasilitas. Metode
transportasi yang terjadi pada sistem distribusi
LPG 3 kg merupakan metode transpotasi tsTP
atau metode transportasi dua tahap yaitu dari
SPPBE ke Agen dan Agen ke Konsumen. Metode tsTP yang peneliti lakukan adalah
berdasarkan linear programming dengan tujuan
fungsi objektif adalah ongkos transportasi yang
minimum. • SPPBE 1 memiliki wilayah pemasaran untuk
Agen 2, Agen 4, Agen 7, Agen 10, Agen 11,
Agen 13, Agen 16, Agen 20, Agen 23, Agen
24, dan Agen 31 dengan kapasitas SPPBE
yang terpakai sebesar 866.927 tabung per
bulan dari kapasitas total sebesar 930.000
tabung per bulan. • SPPBE 2 memiliki wilayah pemasaran untuk
Agen 1, Agen 3, Agen 5, Agen 6, Agen 8,
Agen 11, Agen 12, Agen 15, Agen 17, Agen
18, Agen 19, Agen 26, Agen 27, Agen 28,
Agen 29 dan Agen 30 dengan kapasitas
SPPBE 2 semuanya terpakai yaitu sebesar
1.054.000 tabung per bulan. Dengan menggunakan software excel
Analytic
Solver
Platform
penyelesaian
permasalahan linear programing menjadi lebih
ringan dan dapat menghasilkan solusi yang
mendekati sempurna. Hasil akhir biaya distribusi
sistem tertutup lebih besar dibandingkan biaya
distribusi sistem terbuka di mana ongkos
transportasi
sistem
terbuka
sebesar
Rp8.319.765.767,07
sedangkan
ongkos
trasnportasi
sistem
tertutup
sebesar
Rp8.724.410.280,30. dikarenakan lokasi
SPPBE lebih terbusat dalam satu titik yang
berdekatan dengan depot LPG sedangkan
cakupan penjulan sistem distribusi tertutup
menyebar. • 4 memiliki wilayah pemasaran untuk Agen
8, Agen 9, Agen 14 dan Agen 22 dengan
kapasitas SPPBE 4 semuanya terpakai yaitu
sebesar sebesar 802.900 tabung per bulan. Coverage area untuk distribusi sistem
tertutup dibagi menjadi dua yaitu coverage area
SPPBE ke Agen dan Agen ke Kelurahan
(konsumen). Untuk coverage area SPPBE ke
Agen, adalah sebagai berikut: J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 160 Prog. Studi Pascasarjana Teknik Industri,
Universitas Indonesia, Jakarta. • SPPBE 1 memiliki wilayah pemasaran untuk
Agen 4, Agen 6, Agen 7, Agen 10, Agen 11,
Agen 16, Agen 20, Agen 21, Agen 23, Agen
24, Agen 25, dan Agen 31 dengan kapasitas
SPPBE yang terpakai sebesar 867.473 tabung
per bulan dari kapasitas total sebesar 930.000
tabung per bulan. Chopra, S. (2007). Supply Chain Management :
Strategy, Planning, and Operation. 3rd
edition. Singapore: Prentice Hall, 31, 495. Dikutip dari pernyataan Tua Siagian, Perwakilan
Hisna Migas di inilahKoranCom. 4.
Kesimpulan pada
tanggal 26 Februari 2014. • SPPBE 2 memiliki wilayah pemasaran untuk
Agen 1, Agen 2, Agen 5, Agen 8, Agen 11,
Agen 12, Agen 15, Agen 17, Agen 18, Agen
19, Agen 26 dan Agen 30 dengan kapasitas
SPPBE 2 yang terpakai yaitu sebesar
1.053.607 dari total kapasitas 1.054.000
tabung per bulan. Dystian Anggaini, I Nyoman Pujawan, dan
Niniet Indah Arvitrida, 2010, Jurnal
Tugas Akhir : “Optimasi Konfigurasi
Jaringan Supply Chain Hulu Gas LPG di
Indonesia”, Jurusan Teknik Industri,
Institut Teknologi Sepuluh November
(ITS), Surabaya. • SPPBE 4 memiliki wilayah pemasaran untuk
Agen 3, Agen 9, Agen 14, Agen 22, Agen 27,
Agen 28, dan Agen 29 dengan kapasitas
SPPBE 4 yang terpakai yaitu sebesar sebesar
802.747 dari total kapasitas 802.900 tabung
per bulan. Faizatul Widad, (2010),Jurnal Tugas Akhir:
RancanganKonfigurasiJaringanLogistik
DenganPendekatanJaringanLogistikDen
ganPendekatanSistemTertutup
(Studi
Kasus :Distribusi LPG 3kg di Kab./Kota
Malang dan Kota Batu).Jurusan Teknik
Industri, Institut Teknologi Sepuluh
November (ITS), Surabaya. Berdasarkan pada hasil perhitungan
expert choise diperoleh overall inconsistency
sebesar 0,1 dengan hasil akhir untuk wilayah kec
Gedebage sebesar 0,4, wilayah Kec. Cinambo
sevesar 0,3, Kec. Arcamanik sebesar 0,1, Kec. Bandung Kidul sebesar 0,08 dan Kec. Buah Batu
sebesar 0,06. Dari hasil akhir tersebut dapat
disimpulkan
bahwa
wilayah
Kecamatan
Gedebage lebih banyak diminati oleh para
sumber untuk mendirikan SPPBE baru. Heragu, s. S. (2008). Facility Design. CRC Press. Heragu, s. S. (2008). Facility Design. CRC Press. http://www.republika.co.id/berita/breaking-
news/ekonomi/10/12/15/152324-2014-
distribusi-lpg-3-kg-sistem-tertutup-se-
indonesia http://www.solver.com/solver-tutorial-using-
risk-solver I
Dewa
Gd. EkaWiryaG.,
2010. Tesis
"Penentuan Lokasi Warehousing Baru
Dengan Pendekatan Multi Criteria Goal
Progamming Untuk Mencapai Efisiensi
Rute (Studikasus: P T. C o ca-Cola
AmatilIndonesia unit Balinusa), Institut
Teknologi Sepuluh November (ITS),
Surabaya. J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 5.
Daftar Pustaka Alternatif BBM, achive for SPPBE, Satsiun
Bahan Bakar Gas, kutipan pada tanggal 8
November 2012 pada pukul 01.43 WIB. Diakses
dari
http://Bahanbakarminyak.wordpres.com/
category/ sppbe/, pada tanggal 16 oktober
2014, pukul 00.26 WIB. Indrajit R.E, d. R. (2002). Konsep dan Aplikasi
Bussines Process Reengineering. Jakarta:
Gramedia. Adityawati, A. (2008). Jurnal Tesis : Analisis
Jumlah
Permintaan
Minyak
Tanah
Berkaitan dengan Kebijakan Pemerintah
Dalam Penghematan APBN Melalui
Kebijakan Konversi Penggunaan Minyak
Tanah Ke LPG. Jakarta: FE-UI. Jabidi. (2012). Jurnal Tesis : Optimasi Distribusi
LPG Di Jakarta. Jakarta: Fak. Teknik,
Prog. Magister
Manajemen
Gas,
Universitas Indonesia. Berita
ESDM,
(24
Oktober
2014),
(http//www.migas.esdm.go.id) Khwanruthai BUNRUAMKAEW (D3), ( March
1st, 2012), How to do AHP analysis in
Excel, Division of Spatial Information
ScienceGraduate School of Life and
Environmental Sciences. University of
Tsukuba. BPS Kota Bandung, “ Kota Bandung Dalam
Angka
Tahun
2014”,
http://bandungkota.bps.go .id/ publikasi /
kota – bandung -dalam-angka-tahun-
2014, Kompas (2009). Rayonisasi LPG 3 Kilogram,
URL:http://cetak. kompas.com/read/xml/2009/08/18/04064
552/rayonisasi,LPG.tiga.kilogram> Budi Yanto Pargaulan Hutagaol, 2011, Jurnal
Tesis : Optimasi Jaringan Sistribusi dari
Depot/Terminal LPG ke SPBE/SPPBE Di
Pulau
Jawa
Dengan
Menggunakan
Algoritma Tabu Search, Fak. Teknik, Mitsuo Gen, R. C. (2008). Network Models and
Optimization : Multiobjective Genetic
Algorithm Approach. Springer. J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019 161 Ni Putu Ayu Nariswari, (2009), Simulasi
Penerapan Cosed System pada distribusi
LPG 3 kg. Studi Kasus Distribusi LPG
3kg Kec. Klojen Malang.Jurusan Teknik
Industri, Institut Teknologi Sepuluh
November (ITS), Surabaya. Sofa. 2008. Teori
Lokasi. Tersedia
di
http://massofa.wordpress.com
[03
Agustus 2008] Muchlis, Stefanus Eko Wiratno, 2010, Jurnal
Tugas
Akhir:
Perancangan
Sistem
Distribusi LPG 3Kg di Kota Surabaya
Dengan
Mempertimbangkan
Pertumbuhan Demand, Jurusan Teknik
Industri, Institut Teknologi Sepuluh
November (ITS), Surabaya. Ni Putu Ayu Nariswari, (2009), Simulasi
Penerapan Cosed System pada distribusi
LPG 3 kg. Studi Kasus Distribusi LPG
3kg Kec. Klojen Malang.Jurusan Teknik
Industri, Institut Teknologi Sepuluh
November (ITS), Surabaya. (
),
y
Sofa. 2008. Teori
Lokasi. Tersedia
di
http://massofa.wordpress.com
[03
Agustus 2008] 162 J@ti Undip: Jurnal Teknik Industri, Vol. 14, No. 3, September 2019
|
https://openalex.org/W2551418535
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https://strategicjournals.com/index.php/journal/article/download/375/402
|
English
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CHALLENGES FACING TIMELY COMPLETION OF ROAD PROJECTS MANAGED BY KENYA NATIONAL HIGHWAYS AUTHORITY
|
The strategic journal of business & change management
| 2,016
|
cc-by
| 8,340
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CHALLENGES FACING TIMELY COMPLETION OF ROAD PROJECTS MANAGED BY KENYA NATIONAL HIGHWAYS
AUTHORITY CHALLENGES FACING TIMELY COMPLETION OF ROAD PROJECTS MANAGED BY KENYA NATIONAL HIGHWAYS
AUTHORITY CHALLENGES FACING TIMELY COMPLETION OF ROAD PROJECTS MANAGED BY KENYA NATIONAL HIGHWAYS
AUTHORITY ROBERT ONYANGO OLOO, DR. PATRICK KARANJA NGUGI Vol. 3, Iss. 4 (62), pp 1210-1225, Oct 27, 2016, www.strategicjournals.com, ©strategic Journals Key Words: Budgetary Provisions, Procurement Procedures, Road Projects 1 Robert Onyango Oloo, 2Dr. Patrick Karanja Ngugi 1Msc. Student, Jomo Kenyatta University of Agriculture & Technology (JKUAT), Kenya
2Jomo Kenyatta University of Agriculture & Technology (JKUAT), Kenya 1211 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.str INTRODUCTION factors will ensure the construction industry realizes
its efficient goals. Realizing these aspects, the
present study was undertaken to suggest ways to
improve efficient as well as to take care of certain
critical factors that may lead to loss of efficient
(KeNHA, 2011). According to Greer (2009), a project is successful if
it satisfies all three legs of the triple constraint,
namely, performance (specification), cost and time. Thomsett (2002) in an extensive examination of 20
failing projects over a period of 18 years expanded
this criterion of success as: Although the causes for project success and failure
have been the focus of numerous research studies,
there has been no consensus on the issue. In a
survey of west Bank in Palestinia, Mahamid(2011)
indicated that the most severe factors affecting
time delay in road construction projects from
owners perspective are poor communication
between construction parties. Examining the factors
that cause delay in construction projects in
Malaysia, Alghbari et al.(2007) tested 31 variables. The main finding of the study was financial factors. Faridi&El – Sayeh (2004) concluded the most
significant causes of road construction delay are
approval of drawings, inadequate early planning
and delays in owners’ decision making process Satisfies stakeholder groups, meets functional
requirements, meets quality expectations and
requirements, within cost, within deadline, delivers
sustained and actual benefits and provides the
team with professional satisfaction and learning. The time required for the completion of road
construction projects is influenced by a variety of
factors both external to internal. Completion of a
project within time stipulated at the tender a ward
stage is a universally accepted measure of project
success. Most projects would delay before they
eventually take off(Samasian& soon,2007). This
study presents the background of the statement of
the problem, purpose of the study, research
objectives and questions, study justification and
significance, limitations and delimitations of the
study of delay of completion of road projects in
Kenya. Project success and failures have become a
contemporary
topic
within
the
construction
industry. Research
shows
that
construction
companies are vulnerable to bankruptcy (Wong &
Ng. 2010). For example only about 43% of
construction firms that began operations in 2008,
survived after four years of operations in the US
(Ganaway, ). Similarly delays and time overrun are
prevalent on construction projects (Al-Momani,
2000). ABSTRACT The time required for the completion of road construction projects is influenced by a variety of factors both
external to internal. Completion of a project within time stipulated at the tender a ward stage is a universally
accepted measure of project success. Most projects would delay before they eventually take off. Helping the
construction companies to identify the critical attributes responsible for achieving the desired efficient level
(success factors) and also to find the attributes adversely affecting the project efficient (failure factors) has been
the motivating factor behind this study. It is realized that maximization of the success factors and minimization
of failure factors will ensure the construction industry realizes its efficient goals. The study was seeking to assess
challenges facing timely completion of road projects managed by Kenya national highways authority. More
specifically, it aimed at examining how budgetary provision and procurement procedures affected timely
completion of road projects by Kenya National Highway Authority. The study adopted a descriptive survey
design. The target population of the study was all the road engineers, middle managers and a few staffs (361) in
the construction department of KeNHA. The sample size was 190 respondents. The researcher used stratified
random sampling method to select the desired sample size of 150 respondents from the project Managers, top
managers and few staffs. Data collected was cleaned, pretested, validated, and coded, summarized and
analyzed using statistical package of SPSS V 23. The study findings were presented using graphs, histograms, bar
charts and pie charts. Conclusions were derived based on the P. value and the coefficient of determination. The
findings indicated that majority of the respondents agree that budgetary provision and Procurement procedures
strongly affected timely completion of road projects in KENHA implemented road projects in Kenya. 1212 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.str Kenya National Highway Authority (KeNHA) Kenya National Highway Authority (KeNHA) Kenya National Highway Authority (KeNHA)
The Kenya National Highway Authority (KeNHA) is
an autonomous agency for the management,
development, rehabilitation and maintenance of
truck roads linking centers of international
importance and crossing international boundaries
or terminating at international ports (class A). In
addition it is also in charge some national truck
roads links internationally important centers (class
B), and primary roads linking provincial centers or
two higher class roads (class C). Kenya National
Highway Authority core functions are to construct,
upgrade, rehabilitate and maintain Class A, B, C
roads, implement road policies on National roads
and ensure adherence to guidelines on axle load
control in the traffic Act. Its other roles are to
ensure that the quality of roads is in accordance
with defined standards and to collect data on use of
national roads (KeNHA, 2011). The Authority is 100% owned by the Government as
a state corporation established under Kenya Roads
Act, 2007. The organization operations are also
governed by relevant legislations and regulations
such as the Finance Act, the Public Procurement
Regulations, and Performance Contracting. The
road
transport
industry
includes
large
companies and individual owner operators; it is
highly competitive and rates are determined by the
market; the industry responds quickly to changes in
demand, and road conditions and regulations. Even
so, weak legal and regulatory framework has
impacted negatively on the quality and reliability of
services and on safety to the users (Kenya Transport
Sector Support Project (KTSSP) Project Appraisal
Document PAD, (2011). International development
funds have had a big role in improving major routes. The
road
transport
industry
includes
large
companies and individual owner operators; it is
highly competitive and rates are determined by the
market; the industry responds quickly to changes in
demand, and road conditions and regulations. Even
so, weak legal and regulatory framework has
impacted negatively on the quality and reliability of
services and on safety to the users (Kenya Transport
Sector Support Project (KTSSP) Project Appraisal
Document PAD, (2011). International development
funds have had a big role in improving major routes. But these improvements are not long lasting, and
soon after a road project is completed, its condition
deteriorates fast resulting in huge potholes, broken
bridges
and
culverts
and
muddy
sections. Kenya National Highway Authority (KeNHA) Industrialists and other observers have attributed
the poor state of Kenyan roads and road transport
to the government’s failure to efficiently allocate
financial resources and to raise additional funds for
road extensions and maintenance (IEA 2008; Watts
2000). INTRODUCTION Research shows that 10% - 30% of projects
are delayed in Saudi Arabia (Assaf& Al-Hejji, ) and
70% projects suffered delays during their execution
in
Nigeria
(odeyinka&Ysuf,
2007
Cited
in
sambassvan& soon, 2007). Ganaway, () Key
contributors to project failures are poor project
management practices and lack of skills/experience
of management personnel. The consequences may rather be in terms of loss in
productivity, additional expenditures by way of
rework and repair, re-inspection and retest in the
short term. In the long term, poor efficient can hurt
reputation, and if the company continues in the
same way it might have to close its shop for want of
new projects. If a number of construction
companies of a country start neglecting the efficient
aspects in their projects, this also starts reflecting
on the reputation of the country (Hyvari, ). Helping
the construction companies to identify the critical
attributes responsible for achieving the desired
efficient level (success factors) and also to find the
attributes adversely affecting the project efficient
(failure factors) has been the motivating factor
behind this study. It is realized that maximization of
the success factors and minimization of failure Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com In Kenya, road is the predominant mode of
transport accounting for 93 percent of all freight
and passenger traffic in Kenya, but costs are high
(KACC, 2007). The road sub-sector is relatively large,
with a total classified network of 160,886 km (of
which 11,197 km are paved and 149,689 km are
gravel or earth) and over 60,000 km of unclassified
community roads (with corridors typically less than
nine meters wide). This provides a reasonable
network of roads in the densely populated parts of
the country and some access throughout the rest. Unlike the neighbors, which have major areas
without all-weather roads, the key challenge for
Kenya is to bring the network in poor condition (56
percent) to good condition (currently just 11
percent),
while
ensuring
that
adequate
maintenance is carried out on the rest. This has
seen this Government initiate several road
constructions projects which includes Thika road,
expansion of outering road, southern by pass and
many others. Statement of the problem Globally, transport infrastructure is an important
factor in the development of a nation through its
direct and indirect contribution to economic
growth. It is in view of this that the Kenya
Government has invested heavily in the road
construction project and according to the Road
Sector
investment
plan
(2010-2024)
the
Government has allocated and continues to allocate
significant resources toward improvement of
transport infrastructure. The information held by Kenya Roads board
Website indicates that in the financial years
2009/10, 2010/2011 and 2011/12 the government
of Kenya allocated Ksh 19 billion, Ksh 20 billion and 1213 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.str Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com Ksh 23.3 billion respectively for construction of road
projects( KeNHA, 2010). In the road sub-sector, the
extent of cost and time overruns in the overall
portfolio is high. As at February 2007, 35 on-going
projects out of a total of 207 showed cost overrun,
translating into a cost overrun of Kshs. 7 billion. With regard to time overruns 184 projects
exceeded their original completion time agreed at
the tendering stage. On average, the actual time for
completion was more than two times that at the
tender stage (World Bank, 2007). In view of the above, the study, therefore, intends
to establish the challenges facing timely completion
of road projects in Kenya. Objectives of the study The main objective of the study is to establish
challenges facing timely completion of road projects
managed by Kenya National Highways Authority. The specific objectives were: The specific objectives were:
To establish how budgetary provision affect
timely completion of road projects managed by
Kenya national highway authority. The inability to complete projects on timecontinues
to be a problem worldwide. According to
(Ahamedet. al 2002) Overruns on Construction
Projects are a Universal Phenomenon. Azhar (2008)
states that, trend of time overruns is common
worldwide and that is more severe to developing
countries. In Kenya information held by KeNHA of a
few sample of road construction in Kenya have
showed
delay
in
completion
for
instance
Rehabilitation and Construction of Londian –
Fortenan Muhoroni Road (KeNHA 2010) was
awarded 27April 2010 and received order to
commence on 22 June, 2010. The initial completion
period for works was 24 months with completion
date of 19July, 2012. The work was completed after
additional 8 months. Similarly the Construction of
KCC (Sotik) – Ndanai – Gorgor Road (15) (KeNHA
2011). The
contract
was
awarded
with
commencement date of 7th September, 2011 to 6th
September, 2013 but completion date revised to 7th
February, 2014. A time overrun of six months (Al-
Momani, 2010)
To establish how procurement procedures
affect timely completion of road projects
managed by Kenya national highway authority. Theory of Constraints The basic premises of the Theory of Constraints
assume that people can think, they are good and
systems are simple (The Choice, Eliyhau M. Goldratt, North River Press, 2009). Yet, there must
be something missing. Why do good, thinking
people have so much trouble with projects? After
all, projects are simply a set of tasks which must all
be done within some precedence order before the
project is complete. What is missing? It must be
something that is a hidden understanding of how
project systems perform. Or, it must be something
acting upon the project management system: good,
thinking people that do things to actually make the
problems worse. Homabay – Mbita road located in Homa bay and
suba Districts of Nyanza in Western Kenya. Date of
commencement of construction was 5-02-2010 for
a period of 30 months with a completion date of 03-
08-2012 but the completion was first revised to 23-
10-2013 and a gain revised to 13-01-2014. (KeNHA,
2013) Theory of Constraints argues that an organization
facing challenges in cost management, poor
performance and chronic conflicts is as a result of
poor management practices and lack of necessary
intervention. Eliyahu developed the theory of Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com 312-9492(Online) 2414-8970(Print). www.strategicjournals.c constraints in the early 1980s to help organizations
decide what to change, identify a desirable new
condition and how to trigger the change. He
recommended first identifying the main factors
affecting budget estimates in an organisation. He
then suggested that the managers figure out how to
handle the constraints or barrier to success within
prescribed budget. By focusing on fixing the main
problem, overall performance could be improved
(Eliyahu, 2004). Additionally, Baloi& Price observed
that most organizations fail to examine their
operations as a whole when developing cost
estimates (Baloi& Price, 2003). By focusing only on
short-term goals, long-term success becomes
jeopardized so he suggested establishing a long-
term view. According to this theory, all systems
operate in an environment of cause and effect. One
event causes another to happen thus prompting for
factors analysis as a measure. Adherence to cost
estimates is either a constraint or has the potential
to become a constraint. This cause-and- effect
relationship can be very complex, especially in
complex systems such as those of construction
projects. Theory of Constraints Capturing the essence of cause and effect
within the system and identifying factors that
emulate these relationships are the keys to system
performance and excellent adherence to cost
estimates. Projects involve a high level of uncertainty and
depend heavily on the contributions of individuals. Project manager needs to work with different
departments involved in the project to estimate
lead times so that they meet the needs of the
critical chain. The critical chain concept starts with a
set of talented and driven project managers and
assumes that the resource constraints are within
the scope of the project but not in its leadership. Budgetary Provision g
y
Budgeting is the process of allocating finite
resources
to
the
prioritized
needs
of
an
organization. In most cases, for a governmental
entity, the budget represents the legal authority to
spend money. Adoption of a budget in the public
sector implies that a set of decisions has been made
by the governing board and administrators that
culminates in matching a government's resources
with the entity's needs. As such, the budget is a
product of the planning process. The budget also
provides an important tool for the control and
evaluation of sources and the uses of resources. Using the accounting system to enact the will of the
governing body, administrators are able to execute
and control activities that have been authorized by
the budget and to evaluate financial performance
on the basis of comparisons between budgeted and
actual operations. Thus, the budget is implicitly
linked to financial accountability and relates directly
to the financial reporting objectives (Chan, 2006). It should be noted that complexity-based factors
related to project dynamic are often abound. This is
due to the difficulties in well understanding the
nature of dynamic in construction project in order
to identify relative complex factors. In other words,
planning for a dynamic system is difficult due to
changes in environment and circumstances. It is
even more difficult to estimate when considering
dependent on environmental conditions and other
unknowns. There is an ongoing research in this
regard and more details need to be revealed and
findings explored. Project management systems are
considered dynamic systems, similar to those in
nature, which means they change over time and are
hard to predict. This increasingly fast-paced system
is creating a complexity explosion, which is affecting
the way project managers need to govern. Although
they are changing, there is usually an underlying
predictability that can be identified. Kaliba, Muya and Mumba (2009) found that the
major causes of delays in construction projects in
road construction projects in Zambia were delayed
payments, financial deficiencies on the part of the
client or the contractor. One of the major sources
of funding for road works in the country is the fuel
levy fund which was introduced in 1993 and is
mainly used for the maintenance of roads. Complexity Theory The theory of classifying problems based on how
difficult they are to solve. A problem is assigned to
the P-problem (polynomial-time) class if the
number of steps needed to solve it is bounded by
some power of the problem's size. A problem is
assigned to the NP-problem (nondeterministic
polynomial-time)
class
if
it
permits
a
nondeterministic solution and the number of steps
to verify the solution is bounded by some power of
the problem's size. The class of P-problems is a
subset of the class of NP-problems, but there also
exist problems which are not NP. A prominent
author in the field of complexity is Terry Williams
who shares the view of other scholars on
complexity but extends it by one additional
dimension of time estimates. In addition to the two components of complexity,
vis-à-vis
the
number
of
factors
and
the
interdependency of these factors, he introduces the
third factor which is uncertainty. Since uncertainty
adds to the complexity of a project, time estimates
therefore can be viewed as a constituent dimension
of project complexity that can be as a result of
various
factors
(Williams,
2008). Projects
occasionally demand for more additional funds as
there is an increasing desire to reduce time to
market thus affecting the cost estimates of the
project (Williams, 2008). Kahane on the other hand
puts a lot of emphasis on talking and listening to
each other when solving tough problems when
developing estimate costs. His approach to The Theory of Constraints (TOC) approach focuses
on successful on-time completion of the entire
project. According to TOC, the main constraint in
any project is the time taken for completion of the
critical chain. Therefore emphasis is laid on
completing activities in the critical chain without
wasting any time. Hence, cutting safety time from
individual activities eliminates the major cause of
time wastage, thereby removing the constraint. However, this does not mean that the project is to
be left unprotected against any unforeseen delays
in any individual activity. The project is to be
guarded against delays by providing time buffers. Figure 1: Conceptual Framework. complexity is deeply rooted in a social environment. He distinguishes complexity in three ways. These
are; Dynamic Complexity which means that the
cause and effect are far apart and it is hard to grasp
from firsthand experience. Budgetary Provision The fuel
levy fund is collected by KRA and administered by
KRB, which was established by an Act of Parliament
in the year 2000, with the responsibility of presiding
over planning, development and maintenance of
roads. The KRB has three main agencies through
which funds for roads rehabilitation, maintenance
and
repair
are
disbursed. These
are:
The
Department of Roads at the Ministry of Roads and
Public Works, which deals with Class A, B & C roads. These are international highways, the national - 1216 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com
Conceptual Framework
Independent Variables Dependent Variable
,
y
(
)
major causes of delays in construction projects in
road construction projects in Zambia were delayed
payments, financial deficiencies on the part of the
client or the contractor. One of the major sources
of funding for road works in the country is the fuel
levy fund which was introduced in 1993 and is
mainly used for the maintenance of roads. The fuel
levy fund is collected by KRA and administered by
KRB, which was established by an Act of Parliament
in the year 2000, with the responsibility of presiding
over planning, development and maintenance of
roads. The KRB has three main agencies through
which funds for roads rehabilitation, maintenance
and
repair
are
disbursed. These
are:
The
Department of Roads at the Ministry of Roads and
Public Works, which deals with Class A, B & C roads. Budgetary Provision These are international highways, the national
Budgetary provision
Disbursement
procedure
Cash flow
Budgetary cycle
Budget
implementation
Monitoring and
evaluation
Procurement
procedures
Procurement
policies
Tendering process
Standards
determination
Price negotiation
Timely completion
of road projects
Identifying
specific
milestone
Documentary
relationship of
proper activities
Estimate activity
resources
Develop
schedule
Control
schedule Conceptual Framework
Budgetary provision
Disbursement
procedure
Cash flow
Budgetary cycle
Budget
implementation
Monitoring and
evaluation
Procurement
procedures
Procurement
policies
Tendering process
Standards
determination
Price negotiation
Timely completion
of road projects
Identifying
specific
milestone
Documentary
relationship of
proper activities
Estimate activity
resources
Develop
schedule
Control
schedule Budgetary provision
Disbursement
procedure
Cash flow
Budgetary cycle
Budget
implementation
Monitoring and
evaluation Timely completion
of road projects
Identifying
specific
milestone
Documentary
relationship of
proper activities
Estimate activity
resources
Develop
schedule
Control
schedule Independent Variables Dependent Variable Independent Variables Dependent Variable highways and trunk roads; the District Roads
Committees (DRC), which deals with Class D, E, and
other roads. These are rural access roads and
feeder roads and the Kenya Wildlife Service (KWS),
which deals with all the construction and
maintenance of roads in the national parks and
game reserves (KeNHA, 2011). structures, unaccountable political class, weak
legislative regimes on the devolved funds, apathy
among the citizenry, and corruption among others
as Kimenyi (2005) explains. Kenya
Roads
Board
(KRB)
manages
road
maintenance funds from the Fuel Levy Fund by
disbursements in tranches to appointed agents for
roads maintenance. Disbursement of funds to
districts by the Ministry of Roads and Public Works
is done after receiving funds from KRB. Upon
receiving the funds, the Ministerial allocation
committee sits to deliberate on its distribution
(KeNHA, 2011). The fuel levy fund that the KRB administers is
distributed amongst these agencies, in accordance
with a formula that is spelt out in the Act: 57% goes
to the Department of Roads of the Ministry of
Roads and Public Works; 24% goes to the District
Roads Committees, Roads Department, Local
Authorities and Kenya Wildlife Service; 16% goes to
Constituencies through District Roads Committees
and 3% goes towards the overhead costs of the
KRB. The other major source of funds for road
works is budgetary allocation by the Exchequer. Budgetary Provision This
is directly allocated to the Ministry of Roads and
Public Works. The Government also receives
substantial amounts of funding for road works from
development partners. In addition to disbursements
from KRB, KWS also occasionally receives funds
from development partners for specific road
projects and allocates part of the internally 22
generated funds for road works. Local authorities
allocate part of their LATF and internally generated
funds to road works. Other players in the roads sub-
sector such as KTDA and tea factories, KSB and
sugar companies do not receive any government
funding (Mbeche 2000). Procurement Procedures The understanding of dynamics of procurement
management has been predominantly seen through
experience as dissatisfying where the procurement
unit was viewed from other entities in the
organization as an insignificant, reactive and an
administrative part of the business. The potential,
however, for the procurement organization to be
significant in the company was argued to be vast
(Ammer2012, Ellram& Car 2012, Van Weele 2005). In order to change the situation of the procurement
organization,
procurement
management
was
informed that they should in gradual steps develop
the procurement organization towards more
sophisticated and significance (Reck& Long 2008)
producing strategies that were aligned with overall
company strategy including the development of
policies, procedures, systems, tools and processes(
cousins 2002, cousins et al 2008). This process
changed the perspective of the procurement
organization which among other things, allowed the
procurement
entity
to
contribute
to
implementation of supply chain management
(freeman &Cavinato 1990). Effective participation of the Kenyan people in
budgetary allocations remains an elusive mirage
owing to a number of factors including: inadequate
information on the devolved funds, exclusion of
citizenry in decision making processes regarding the
funds, poor coordination resulting in projects
duplication, the culture of political patronage,
wanting citizenry capacity to demand accountability
from the ruling elite, unresponsive government Gesuka and Namusonge (2013) conducted a study
on the factors affecting compliance of PP in Kenya Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com with 70 respondents that were purposively selected
from the Butere district commissioner’s office,
procurement committees, procurement unit, user
departments and suppliers. Primary and secondary
data was collected through the administration of a
structured questionnaire, interviews and records
analysis respectively. The findings indicated some
level of compliance to the legal requirements, but
also revealed weak familiarity of procurement rules
of all the stakeholders. Eyaa and Oluka (2011) also
conducted a cross sectional study on the causes of
non- compliance in public procurement in Uganda
that targeted was 120 Central Government
Procuring
and
Disposing
Entities
(PDEs).The
authors’ model indicates a 52.4% variation in
compliance with the regulations. including; coordinating, organizing, leading and
controlling. This study dwelt on planning only and
did not take cognizance of other roles. Further
study fell short of explanation on the sample. It did
not
highlight
whether
the
sample
was
representative of the local government agencies to
enable generalization of findings. Procurement Procedures Kenya through the Public Procurement and Disposal
Acts 2005, created the Public Procurement
Oversight Authority (PPOA), the Public Procurement
Advisory Board (PPAB) and the continuance of the
Public Procurement Complaints, Review and Appeal
Board as the Public Procurement Administration
Review Board (PPARB). The PPOA is mandated with
the responsibility of ensuring that procurement
procedures established under the Act are complied
with, monitoring the procurement system and
reporting on its overall functioning, initiating Public
Procurement
Policy
and
assisting
in
the
implementation and Operation of the public
procurement system. In the context of road construction, procurement is
very critical in the sense that for the projects to be
completed at the right time, procurement of the
project requirements should be done at the right
time and right quality, according to Kagiri and
Wainaina (2007), donors require the recipient to
follow specific rules (i.e procurement guidelines) for
identifying the contractor who constructs the road
and to set up specific financial right systems to
oversee the use of donor funds. Basheka (2008)
undertook a study among 99 local government
stakeholders selected from 11 Districts of Uganda,
using a correlation research design. The data was
analyzed using principal component factor analysis
that aimed at identifying the critical components of
procurement planning and accountable local
governments systems in Uganda. Results of the
study indicated a significant positive relationship
between procurement planning and accountable
local
government
procurement
systems. He
critically analyzed the contribution of the roles of a
manager one of which is planning. - 1218 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www Budgetary Provision Various
studies
have
been
conducted
on
organization resources and projects. Weiss, Hoegl
and Gibbert (2014) conducted a study on the
perceptions of Material Resources in Innovation
Projects: What Shapes Them and How Do They
Matter? This paper focused on team members'
perceptions of the provided material resources'
adequacy to address this gap. Various studies have
been conducted on organization resources and
projects. Weiss,
Hoegl
and
Gibbert
(2014)
conducted a study on the perceptions of Material
Resources in Innovation Projects: What Shapes
Them and How Do They Matter? Various
studies
have
been
conducted
on
organization resources and projects. Weiss, Hoegl
and Gibbert (2014) conducted a study on the
perceptions of Material Resources in Innovation However, the scholar failed to acknowledge that
while
planning
is
key
in
the
roles
and
responsibilities of managers, there are other roles Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com Projects: What Shapes Them and How Do They
Matter? This paper focused on team members'
perceptions of the provided material resources'
adequacy to address this gap. municipalities could not comply to the regulations
because they were not familiar with them. Gelderman et al.(2006) confirmed this position in a
survey on compliance with EU procurement
directives. Given that the procurement profession is
still relatively new in Kenya, with the regulations
having come into force in 2006, it is possible that
the level of familiarity with the regulations is still
low. On the other hand, it is possible that those
who are familiar with the regulations know it so
well that they know how to beat the loopholes to
their advantage. It is worth noting that the
ambiguity in the private procurement procedures
may provide a chance for dubious acts including
opaque
tendering
and
discriminate
supplier
selection which may progress into poor compliance
levels. Some theorists have noted that deficient
familiarity of the procurement procedure by all the
internal stakeholders may affect compliance. Procurement procedures According to Huberts (2010), compliance with the
formal elements gives an indication of knowledge of
the rules. Gelderman et al. (2006) maintained that
private purchasers will comply with the rules if they
perceive them as clear. They added that the simple
fact that the management of a private agency is
familiar with the essence of the EU rules could
function as an organizational incentive to comply. It
is further argued that Lack of clarity is believed to
increase the possibilities for (un)deliberate non-
compliance. Educating
and
training
private
purchasers will be an effective tool for increasing
the compliance with the directives (Gelderman et
al., 2006). Eyaa and Oluka, (2011) stated that lack of
familiarity with procurement rules results into poor
compliance levels. They also found out that in the
Kenyan context, familiarity with procurement
regulations significantly predicted compliance with
procurement regulations. A study by Heneghan and
O’Donnell (2007) indicated that the high levels of
non-compliance were partly attributable to the
complex
legislative
requirements
of
the
procurement policy and legal framework. Lazarides
(2011) also adds that compulsory compliance is the
result of among other factors clarity or lack of
vagueness of provisions. Thus increasing knowledge
of the law can possibly improve compliance. RESEARCH METHODOLOGY The study embraced descriptive research designin
order to provide a framework to examine current
conditions, trends and status of events.Descriptive
research design was more investigative and focused
on a particular variable factor. Kenya National
Highway Authority had a total of 188 Projects being
undertaken . The study population therefore was
project managers (total=188) in charge of the
projects in KeNHA. A questionnaire was designed
to collect information from engineers which
contained open ended and closed ended questions. This provided a basis to identify the critical success
factors affecting timely completion of road projects. This
research
study
used
self-structured
questionnaires to collect primary data from
respondents. Open and closed ended questions
were included in the questionnaires so that each
respondent was capable of receiving the same set
of
questions
in
exactly
the
same
way. According to De Boer and Telgen (1998) as quoted
by Gelderman et al. (2006),one of the factors causes
of non – compliance with procurement regulations
is the level of familiarity with the procurement
regulations. De Boer and Telgen (1998) assert that
during the early days of the inception of private
procurement regulations in The Netherlands, many Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com validity
of
the
instrument
was
considered
reasonable (Brown, 2006)
The study sought to establish the age of the
respondents in order to determine if the age
corresponded with Timely completion of road
projects in Kenya. Majority (57.6%) of the
respondents were in the age category of 25-35
years, 26.9% both were in the age category of 36
and above years 15.38% were in the age category of
below 25 years. validity
of
the
instrument
was
considered
reasonable (Brown, 2006) Questionnaires may therefore yield data more
comparable than information obtained through an
interview. The questionnaire allowed respondents
to express their opinions hence collection of
objective data. The study sought to establish the age of the
respondents in order to determine if the age
corresponded with Timely completion of road
projects in Kenya. Majority (57.6%) of the
respondents were in the age category of 25-35
years, 26.9% both were in the age category of 36
and above years 15.38% were in the age category of
below 25 years. Data was analysed using both descriptive and
inferential statistics. RESEARCH METHODOLOGY This is because descriptive
statistics helps to describe the data collected and
aim to summarize a sample while inferential
statistics
are used to
interpret
the
meaning
of descriptive statistics besides making propositions
about populations and so helps in drawing
conclusions. The filled in questionnaires were
collected, cleaned, coded and fed in the computer
for analysis by SPSS V22 for both descriptive and
inferential statistics. The study sought to establish the education level
held by the respondents in order to ascertain if they
were equipped with relevant knowledge and skills
to understand the study. From the study findings, majority (64%) of the
respondents were post graduate students followed
by 21% Graduate education level and 15% who
were diploma education level. FINDINGS A total number of 188 questionnaires were
administered
to
the
sample
selected. 130
questionnaires were collected back The response of
69% facilitated towards gathering sufficient data
that was generalized to reflect the opinions of
respondents. This was in tandem with Graham
(2002) that a response rate above 60% of the total
sample size contributes towards gathering of
sufficient data that could be generalized to
represent the opinions of respondents in the target
population on the sought study problem. The study sought to establish the length of service
the respondents worked in order to establish the
familiarity with the sector. 38.89% had worked less
than five years, 25.5% had worked between 5 to 10
years, 11.11% had worked 11 years and 15 years,
6.35% had worked 16 years and 20 years, 7.94%
had worked between 21 years and 25 years and
10.32% are not employed. Timely completion of road projects in Kenya This research sought to get from the respondents
the status on Timely completion of road projects in
Kenya. The findings indicate that 52.9% strongly
agree that Timely completion of road projects in
Kenya is a major issue in Kenya. 35.5% agree, 5.8%
disagree and 5.0% strongly disagree. These findings
are supported by ROK (2014) that Timely
completion of road projects in Kenya is an issue that
needs to be addressed with urgency. Procurement Procedures Procurement Procedures The study sought to investigate the influence of
Procurement Procedures on Timely completion of
road projects. The results in table 2 below, 8.1 %
strongly agree that Procurement Procedures affects
disagree. These findings tally with AGC (2011) that
Procurement Procedures is a critical aspect of
Timely completion of road projects in Kenya. Table 2: Procurement Procedures
Frequency
Valid Percent
Valid
SD
17
13.7
D
32
25.8
N
34
27.4
A
31
25.0
SA
10
8.1
Total
130
100.0 These findings tally with AGC (2011) that
Procurement Procedures is a critical aspect of
Timely completion of road projects in Kenya. NAP was an operational document – a methodology
to steer country action on Timely completion of
road projects in Kenya on the basis of a common
agreement reached by all interested parties. All
priority programmes were alignment to Kenya
vision 2030 flagship projects and programmes. Basically the development plan was currently being
implemented in a systematic manner under overall
national macro policy framework of the sector
Medium Term Plans (MTPs) for the spans of five
year planning period. Within the macro context,
empowerment was critical for the nation both in
the short and long run. NAP was an operational document – a methodology
to steer country action on Timely completion of
road projects in Kenya on the basis of a common
agreement reached by all interested parties. All
priority programmes were alignment to Kenya
vision 2030 flagship projects and programmes. Basically the development plan was currently being
implemented in a systematic manner under overall
national macro policy framework of the sector
Medium Term Plans (MTPs) for the spans of five
year planning period. Within the macro context,
empowerment was critical for the nation both in
the short and long run. Budgetary Allocation NAP was an operational document – a methodology
to steer country action on Timely completion of
road projects in Kenya on the basis of a common
agreement reached by all interested parties. All
priority programmes were alignment to Kenya
vision 2030 flagship projects and programmes. Basically the development plan was currently being
implemented in a systematic manner under overall
national macro policy framework of the sector
Medium Term Plans (MTPs) for the spans of five
year planning period. Within the macro context,
empowerment was critical for the nation both in
the short and long run. Conclusion
From the finding, the study concludes that Timely
completion of road projects in Kenya is affected by
Budgetary provision and Procurement procedures. Budgetary provision was a major factor in Timely A
42
32.3
SA
19
14.6
Total
130
100.0
Procurement Procedures
The study sought to investigate the influence of
Procurement Procedures on Timely completion of
road projects. The results in table 2 below, 8.1 %
strongly agree that Procurement Procedures affects
Timely completion of road projects in Kenya, 25%
agree while 25.8% disagree and 13.7% strongly
disagree. These findings tally with AGC (2011) that
Procurement Procedures is a critical aspect of
Timely completion of road projects in Kenya. Table 2: Procurement Procedures
Frequency
Valid Percent
Valid
SD
17
13.7
D
32
25.8
N
34
27.4
A
31
25.0
SA
10
8.1
Total
130
100.0
NAP was an operational document
a methodology Budgetary Allocation The study sought to investigate the influence
budgetary allocation on Timely completion of road
projects in Kenya. 14.6 % strongly agree that
budgetary allocation timely completion of road
projects in Kenya, 32.2% agree while 21.5% disagree
and 4.6% strongly disagree. These findings are in
line with Ryder (2016) that budgetary allocation
timely completion of road projects in Kenya. The pilot study involved questionnaires from 8
respondents. Cronbach’s alpha of well above 0.7
and most of it above 0.8 implying that the
instruments
were
sufficiently
reliable
for
measurement. The study accepted a Cronbach
alpha of 0.7 and above. Since most items total
correlations were reasonably high, the construct
Table 1: Budgetary Allocation - 1220 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com
Table 1: Budgetary Allocation
Frequency
Percent
Valid
SD
6
4.6
D
28
21.5
N
30
23.1 - 1220 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com A
42
32.3
SA
19
14.6
Total
130
100.0
Procurement Procedures
The study sought to investigate the influence of
Procurement Procedures on Timely completion of
road projects. The results in table 2 below, 8.1 %
strongly agree that Procurement Procedures affects
Timely completion of road projects in Kenya, 25%
agree while 25.8% disagree and 13.7% strongly
disagree. These findings tally with AGC (2011) that
Procurement Procedures is a critical aspect of
Timely completion of road projects in Kenya. Table 2: Procurement Procedures
Frequency
Valid Percent
Valid
SD
17
13.7
D
32
25.8
N
34
27.4
A
31
25.0
SA
10
8.1
Total
130
100.0
Timely completion of road projects in Kenya
This research sought to get from the respondents
the status on Timely completion of road projects in
Kenya. The findings indicate that 52.9% strongly
agree that Timely completion of road projects in
Kenya is a major issue in Kenya. 35.5% agree, 5.8%
disagree and 5.0% strongly disagree. These findings
are supported by ROK (2014) that Timely
completion of road projects in Kenya is an issue that
needs to be addressed with urgency. SUMMARY OF FINDINGS, CONCLUSIONS AND
RECOMMENDATIONS
Summary of the findings
The study established that Budgetary provision and
Procurement
procedures
affected
Timely
completion of road projects in Kenya in Kenya. Suggestions for Further Research The results of this study can be further utilized to
suggest several directions for future research. Finally, more research on this area is needed
because this study has investigated a subset of the
variables found to be important determinants. Other variables that may affect private label
projects need be investigated. Further research can
examine these possibilities and the extent of their
influence. Summary of the findings From the finding, the study concludes that Timely
completion of road projects in Kenya is affected by
Budgetary provision and Procurement procedures. Budgetary provision was a major factor in Timely
completion of road projects in Kenya and that policy
priorities for tackling timely completion of road
projects in Kenya is essential. These policy priorities
are not presented in any order of precedence. From the finding, the study concludes that Timely
completion of road projects in Kenya is affected by
Budgetary provision and Procurement procedures. The study established that Budgetary provision and
Procurement
procedures
affected
Timely
completion of road projects in Kenya in Kenya. Rather, they require sustained and concerted action
– by several actors over an array of policy areas. The Kenya National Highways Authority (KENHA)
had developed the National Action Plan on Timely
completion of road projects in Kenya (NAP). The The study established that Budgetary provision and
Procurement
procedures
affected
Timely
completion of road projects in Kenya in Kenya. Rather, they require sustained and concerted action
– by several actors over an array of policy areas. Budgetary provision was a major factor in Timely
completion of road projects in Kenya and that policy
priorities for tackling timely completion of road
projects in Kenya is essential. These policy priorities
are not presented in any order of precedence. The Kenya National Highways Authority (KENHA)
had developed the National Action Plan on Timely
completion of road projects in Kenya (NAP). The Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com An integrated approach (e.g. national action plans
on Timely completion of road projects in Kenya),
where not just the Ministry of of transport, but also
other key Ministries, address the issue of Timely
completion of road projects in Kenya, could be
helpful in this regard. programs should comply with nationally recognized
quality assurance standards to ensure training is
relevant and appropriate for development. Life-long
career paths must be brought to the fore of Timely
completion of road projects in Kenya rather than
focusing on “short-term” isolated job interventions. There need to prioritize the development of an
Integrated system that the country meets the ever-
increasing demands for timely and accurate
completion of road projects. 1222 - | The Strategic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.str gic Journal of Business & Change Management. ISSN 2312-9492(Online) 2414-8970(Print). www.strategicjournals.com Recommendations The study established that Budgetary provision and
procurement procedure need to be checked in a
more appropriate for change. Provision of
accessible and practical skills training that has been
developed with input, either additionally or
independently
of
formal
education. Training REFERENCES Chan, A.P.C. (2006), Determinants of project success in the construction industry of Hong Kong, University of
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Research Board, Washington, D.C.
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Bożogrobcy w Miechowie (w 800-lecie sprowadzenia zakonu do Polski)
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Nasza Przeszłość
| 1,963
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cc-by-sa
| 28,447
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BOŻOGROBCY W MIECHOWIE *
(w 800-lecie sprowadzenia zakonu do Polski)
1. STRÓŻE GROBU CHRYSTUSOW EGO W JEROZOLIM IE
Zdobycie Jerozolim y przez europejskie rycerstwo podczas
pierwsze wyprawy krzyżow ej w roku 1099 oddało z pow rotem
w ręce świata chrześcijańskiego m iejsce Grobu Chrystusowego .
Pow stałe królestw o jerozolim skie, z B aldw m em z B om B on n , ukoro
nowanym w bazylice betlejem skiej w roku 1 1 1 0 , m iało byc zaczął
kiem idei zjednoczenia całego chrześcijaństwa Baldw in m e mial tych
.w “ p ,.ló w c ...... . jeg©Gotfryd * B '»u ll.n , k .o r , M a c -
, . k , do;
bywca Jerozolim y wybranym prtez rycerstwo władcą Ziem i
Świętej przyjął jedynie skrom ny tytuł „o b ro ń cy Grol.u Świę
tego" s Żył jeszcze zaledwie prze* kilka m iesięcy, ale pozostawił
p o sobie idee służenia pobożnym pielgrzym kom ściągającym do
Jerozolim y ze wszystkich zakątków średniowiecznego chrzesci^a" Osadzony w Jerozolim ie patriarcha obrządku łacińskiego —
pośród wewnętrznych sporów rycerstwa rządzącego ^
feudalnym i wśród walk z muzułmanami — musiał oprzeć się
o zakony oddane służbie samarytańskiej i gotow e jednocześnie d
zbrojne" obrony. Tak powstał zakon rycerski obron cow Grobu
Chrystusow ego \
R ycerze, Czyli kawalerowie Grol.u Pańskiego, wolni byli od ślubu bezżeństwa, nosili suknie białe po kostki długie, a na płaszczu krzyz pojedynczy czerw onego koloru, w którego czterech kątach były umieszczone
„te ry
małe krzyżyki tegoż k oloru , na kształt herbu miasta Jerozol.m y.
* Opracowanie powyższe jest szkicow e, ja k o czSSĆ badań naukow ych i wyko
paliskow ych podjętych przez autora, które wymagają dłuzszego okresu
1 J. D ą b r o w s k i ,
D zieje E uropy od X w ieku. W ielka H istoria Powsz.
1. IV. s. 176.
*
K»m Zp . P ę k a l s k i , O początku rozkrzetcw niu i upadku zakonu W
K anoników Stróżów iw. Grobu J erozolim sk,ego, Kraków 86- .. 17.
Z b roja ich była: szyszak, pancerz, tarcza, m iecz obosieczny, koncerz, łuk
i strzały. Obow iązani byli odprow adzać pątników przybyw ających d o Je
rozolim y dla zwiedzenia m iejsc świętych, b ron ić Grobu Chrystusowego,
iść z w ojskiem do boju przeciw n ieprzyjacielow i wiary św iętej” 4.
B ożogrob cy zwali się m iędzy sobą „b ra ćm i” — Fratres cruciferi donunici sepulcri Hierosolymitani 5. W roku 1114 otrzym ali
od patriarchy jerozolim skiego regułę św. Augustyna. W m iędzy
czasie charakter rycerski zakonu zm ienił się na klasztorny i dlatego
nosili nazwę Canonici regulares Sanctissimi Sepulchri Hieroso-
limitani 6.
Biały płaszcz z czerw onym krzyżem nosili też templariusze,
tak zwani od Salom onow ej świątyni ( templum), na m iejscu k tórej
miał pow stać ich klasztor w Jerozolim ie. Zakon templariuszy
został założony przez dziew ięciu rycerzy francuskich w roku 1118.
Z ubioru byli w ięc p odob n i do b ożog rob ców , związanych z kapi
tułą patriarchy jerozolim skiego, która miała prawo do jeg o w y
boru. Stąd przypuszczalnie w yw odziła się nazwa kanoników
Grobu Chrystusowego i pow ierzona nad nim piecza strażnicza 1.
Ludność m iejscowa, obserwująca element rom ański dom inujący
wśród krzyżow ców pierwszej w ypraw y i dw ór króla Baldwina,
nazywała europejskie rycerstw o F ra n k a m i8. Tym należy też sobie
tłum aczyć przybycie do Polski w roku 1163 pierwszego b o żo
grobca, zwanego M arcinem Gallem.
W roku 1122 zakon b ożog rob ców został zatw ierdzony przez
papieża Kaliksta II; w krótce potem , bo w roku 1144, dom y klasz
torne w ym ienione były w siedmiu m iejscow ościach Palestyny *.
Po zdobyciu Jerozolim y przez Saracenów w roku 1187 siedziba
zakonu ustaliła się w Ptolem aidzie. W tym właśnie czasie rozwinął
się klasztor w M iechow ie, a po w ypędzeniu krzyżow ców z Ziem i
Świętej w roku 1291, nabrał on specjalnego znaczenia dla pa
triarchy jerozolim skiego. Zakon utraciwszy podstawę dla swej
działalności na Bliskim W schodzie, mógł ją skutecznie rozw ijać
w takim właśnie kraju jak Polska, gdzie posypały się bogate
fundacje i istniała m ożliw ość pracy na ugorach, gdzie zakładano
parafie.
P o roku 1291 rozszerzyli się b ożog rob cy także na terenie
W łoch, Hiszpanii, F rancji i N iem iec; nie odgryw ali tam jednak
4 tamże.
M. H e i m b u c h e r , D ie Orden u. K ongregation en d er katholisclien
K irehe, Paderborn 1934 t. I. s. 411.
6 tamże.
Ks. Fr. B o g d a n, Z e studiów nad egzem pcją klasztorów w śred n iow iecznej P olsce. Polonia Sacra 1957 s. 233— 52.
H J. D ą b r o w s k i , D zieje E uropy, s. 176.
9 H e i m b u c h e r , D ie O rden , s. 24.
większej roli i ograniczali się jedyn ie do działalności szpitalnej 10.
Rów nocześnie rycerze szpitala św. Jana w Jerozolim ie, zwani
joannitam i, przenieśli się po roku 1291 na Cypr, gdzie rów nież
osiedlili się templariusze. R ok 1291 był dla patriarchy jerozolim
skiego i kapituły datą zasadniczą, gdyż katedra została im osta
tecznie odebrana. N ajw idoczniej w Rzym ie uważano bożogrobców
nadal za zakon krzyżow y, skoro papież Innocenty V III w roku
1484 połączył ich z kawaleram i maltańskimi osiadłym i jeszcze
wówczas na wyspie R odos u. W kilka lat późn iej, w roku 1496,
papież A leksander VI dokonał ponow nego rozdziału obu zakonów.
W m iędzyczasie, od roku 1304, zezw olono zakonnikom św. Fran
ciszka na o b jęcie pieczy tak nad pielgrzym am i udającym i się do Pa
lestyny jak i nad G robem Chrystusowym, z zachowaniem dla gwar
diana zakonu bernardynów w Jerozolim ie prawa do pasowania ry
cerzy tegoż Grobu 1_. W^ ten sposób rozwiązano zagadnienie uczcze
nia pobożn ych fundatorów , odbyw ających w bardzo ciężkich a na
wet wręcz niebezpiecznych warunkach pielbrzym ki do Ziem i Świę
tej, względnie w spierających kościoły i klasztory tam się znajdujące.
Jakkolw iek nie było to rów noznaczne z udziałem krzyżow ców
w wyprawach w ojennych przeciw muzułmanom, niem niej groziło
wielu niebezpieczeństwam i rycerzom udającym się do Jerozolim y
przez kraje opanowane przez A rabów .
Inaczej rozwijał się w krajach europejskich zakon b ożog rob
ców , liczący w roku 1471 ponad dwa tysiące kanoników rozsiedlo
nych po różnych klasztorach 1S. Patriarchow ie jerozolim scy, zmu
szeni do opuszczenia nie tylko Jerozolim y ale i Palestyny, zm ie
niając zależnie od warunków politycznych i w yboru następcy swą
siedzibę, zatwierdzali do roku 1428 proboszczy m iechowskich
w Polsce H. R zecz naturalna, że polscy b ożogrob cy uważali się za
kontynuatorów idei zakonu i dlatego — mimo wygaśnięcia zakonu
kanoników G robu Chrystusowego na Bliskim W schodzie — w dal
szym ciągu uznawali zw ierzchnictw o patriarchów jerozolim skich,
ch ociaż ci zajm owali ju ż tylko tytularne stanowiska, a obrządek
łaciński usunięty został z B liskiego W schodu. Uważano jednak
u m iechow itów , iż nadal pozostała łączność z G robem Chrystuso
wym i z władzą zwierzchnią w osobie patriarchy jerozolim skiego,
usuniętą przez wojska muzułmańskie. P raw dopodobn ie w Polsce
w wieku X IV widziano w m iechow itach zakon krzyżow y tej rangi
10 tamże.
11 P ę k a l s k i , jw ., s. 18.
12 tamże.
13 S. N a k i e 1 s k i, M iech otia sive prom ptuarium antiąuitatum M onasterii
M iechoviensis, Cracoviae 1634 s. 305.
14 Ks. M. B u 1 i ń s k i. W iadom ość historyczna o zakon ie kanoników re
gularnych Stróżów Grobu Chrystusow ego. Pam iętnik R eligijn o — Moralny 1852
s. 466.
15 Ks. B o g d a n , jw . s. 262, przypis 166.
Is P ę k a l s k i , jw ., s. 71.
obronną
z wieżą
w Miechowie
W roku 1163 przybyli pierwsi przedstawiciele zakonu Stróżów
Grobu Chrystusowego z Jerozolim y do Polski. Nikt wtedy jeszcze
nie przewidywał późniejszego biegu w ypadków tj. utraty przez
krzyżow ców Palestyny, zaniku działalności zakonu m ającego swe
źródło w pozbawieniu kanoników celu w ytyczonego im przez
regułę, em igracji kapituły patriarchy jerozolim skiego i zaniku
w pływ ów związanych z tym stanowiskiem. N ic też dziw nego, że
pow yżej opisane w ypadki odcięły wszystkie klasztory b ożog rob ców
od podstaw działalności na terenie Ziem i Świętej; rów nocześnie
wypadki te wysunęły na plan pierwszy najsilniejszą enklawę
z pośród wszystkich klasztorów w E uropie, jaką była baza kano
ników G robu Chrystusowego w M iechow ie. Ponieważ w M iech o
wie, działając szeroko na teren całej Polski, um ocnili się m iech o
wici bardzo silnie w wieku X II i X III i w ybili się w tym czasie
na czoło polskich zakonów, tym samym zyskali sobie podstawę
dla dalszej egzystencji. Tym też sobie należy tłum aczyć ich siłę
gospodarczą i w pływy polityczne, które niefortunnie użyte przeciw
Ł okietkow i z początkiem wieku X IV zadecydow ały o zawężeniu
ich ekspansji na ziemiach polskich. Od całkow itej likw idacji urato
wało icłi pokonanie przez A rabów chrześcijaństwa na Bliskim
W schodzie oraz nimb otaczający ich jako zakonu jerozolim skich
strażników G robu Pańskiego. Pozostając wielką siłą gospodarczą
nie m ogli w późniejszych wiekach odegrać większej ro li; musieli
ustąpić miejsca zakonom lepiej politycznie ustosunkowanym i tym
samym przez w ładców polskich usilnie popieranym . T o jednak,
czego dokonali w wiekach X II i X III, a później kontynuow ali
przez z górą pięćset lat, jest w ystarczające by ich działalność
duszpasterską i samarytańską prow adzoną poprzez bezpośrednie
bożogrobców
2. SPR O W AD ZE N IE BOŻOGRO BCÓW DO M IECH OW A W ROKU 1163
1
Kościół
co templariusze czy joannici, gdyż w dokum encie z roku 1375
nazwano ich „c ru cife ri” I5. Nie bez znaczenia było także, że w p o
bliskim M iechow ow i — Zagościli, znajdow ali się joan n ici, spro
wadzeni tam przez Henryka Sandom ierskiego w roku 1153.
Patriarchow ie jerozolim scy doceniali p ozycję zakonu w Polsce
i stawali się obrońcam i M iechow a, gdy np. w roku 1365 przeor
klasztoru b ożogrob ców w Peruggi (W ioch y ) zażądał uiszczenia
przez polskich bożogrob ców danin i opłat zwierzchnich pod grozą
kar kościelnych. Filip, patriarcha jerozolim ski, rozstrzygnął wtedy
spór na korzyść polskich b ożogrob ców , zakazując klasztorow i
w Peruggi roszczenia sobie pretensji do danin i zniósł nałożone
kary kościelne.
—rw .ię lrze k o ś c io l. l.o io g ro b có w
.n iecl.ow .k icl. odbudow ane p o p o ia r* e w r. 1 . 1.)
kontakty z Ziem ią Świętą i Jerozolim ą, ocen ić pozytyw nie
w osiemsetletnią roczn icę sprowadzenia tego zakonu do Polski.
Jaksa z M iechowa w ioząc z Z iem i Świętej — w drodze p o
w rotnej trw ającej ok oło p ół roku — kilka w orków ziem i z góry
G olgoty, zapoczątkow ał ważne i bezpośrednie kontakty z Bliskim
W schodem . Należy bow iem pam iętać o ówczesnej pen etracji ce
sarstwa rzym skiego narodu niem ieckiego na ziem iach w schodnich
prow adzonej za bezpośrednictw em łacińskiego kleru, ksiąg, bu
dow nictw a i organizacji gospodarczej. Utrzymanie kontaktu ów
czesnej Polski z Rzym em b yło m ożliw e jedynie za pośrednictw em
elementu germ ańskiego, który pilnow ał krajów E uropy w schodniej,
w tym i Polski, uważanej za sferę w pływ ów cesarstwa. H istoria
Polski wykazuje dobitnie jak trudno przychodziło w ładcom pias
towskim wyłam ywać się spod twardej i ciążącej na każdym k ro
ku obłudnie chrześcijańskiej ręki niem ieckiej. Stąd też d ecyzje,
podjęte przez Henryka Sandom ierskiego i Jaksę z M iechow a, spro
wadzenia do P olski zakonników reprezentujących świat rom ański
oraz w pływ y w rogie cesarstwu należy uznać z perspektyw y dzie
jow ej za rzecz bardzo doniosłą. P odporządkow anie się w zakresie
w pływ ów religijnych zw ierzchnictw u patriarchy jerozolim skiego
nie odcinało Polski od zawsze żyw ych kontaktów z Rzym em ani
też nie paliło m ostów z zachodnim sąsiadem, ale w prow adzało
nowy i ożyw iony nurt związany z ideą wypraw krzyżow ych.
W okresie, w którym przybyw ali b ożog rob cy do M iechow a, ich
zakon związany bezpośrednio z kapitułą katedry jerozolim sk iej
i patriarchą był u szczytu potęgi. Zarów no H enryk Sandom ierski
sprow adzający joannitów do Zagościa, jak i Jaksa z M iechowa
sprow adzający b ożog rob ców , uniknęli błędu p opełn ion ego przez
swych następców w wieku X III, którzy ściągnęli krzyżaków . Jeśli
prawrdą było książęce p och odzen ie Jaksy, w yw odzące się z p le
m ion słowiańskich w ytępionych przez N iem ców, to myśl jeg o osa
dzenia na ziem iach polskich zakonu założonego przez francuskie
rycerstw o miało swoją wym owę.
R oczn ik m iechowski, spisany rękam i osiemnastu osób, z k tó
rych pierwsza zakończyła wpisy kronikarskie w roku 1388, zano
tow ał: Jaxa udał się do Jerozolim y pod rokiem 1162 i w rok
późn iej przybyli do M iechow a bracia Grobu Pańskiego z jednym
kanonikiem przysłanym przez patriarchę M onacha 11. Cronica Polonorum M iechow ity, wyd. w r. 1572, zapodaje rok fun dacji Jaksy
w M iechow ie w r. 1162 (s. X C I III). H istoryk i kanonik zakonu
b ożog rob ców , Samuel Nakielski, k tóry wydał swoje dzieło oparte
na materiałach źródłow ych zachow anych w archiwum m iechow
skim w pierwszej p ołow ie wieku X V II, często p ow ołu je się na
11
A. B i e 1 o w 8 k i, Monum entu P olon ia e H istoriea, Warszawa 1961 t. II.
R ocznik M iechowski, s. 882.
Ołtarz głów ny w kościele m iechowskim z drugiej połow y X V III wieku
R ocznik M iechow ski jako jedną z najstarszych kronik. D zieło
N akielskiego pt. Miechovia sive Promptuarium Monasterii Miechoviensis zostało wydane w K rakow ie w roku 1634 i stanowi p o d
stawowe źród ło w iadom ości o zakonie Stróżów G robu Chrystuso
wego od początków jeg o istnienia. Nie trzeba podkreślać jak
ważne jest to źródło dla historii zakonu b ożog rob ców w P olsce;
zawiera ono sumiennie zebrane i w nikliw ie opracow ane w iado
m ości lecz m im o to nie daje właściwego poglądu na szereg za
gadnień dotyczących M iechowa w okresie X II i X III wieku.
Nie ulega w ątpliw ości, że b ożogrob cy m iechow scy do czasu
buntu w ójta A lberta w roku 1411 odgryw ali na terenie Krakowa,
ówczesnej stolicy Polski, nie mniejszą rolą niż benedyktyni w w ie
ku X I 18. Dlatego wiązanie bożog rob ców z kościołem św. Jadwigi
oraz klasztorem i szpitalem na Stradomiu d opiero w wieku X IV
jest zgodne z w yw odam i Nakielskiego, lecz niewystarczające. O d
kryte na Kazim ierzu w K rakow ie fundam enty rom ańskiego koś
cioła św. W aw rzyńca o rzucie charakterystycznie w ydłużonego
prezbiterium z absydą (przypom ina rzut kaplicy G robu Chrystuso
wego w Jerozolim ie) wskazują na wczesne usadowienie się m ie
chow itów pod bokiem w ładców P o ls k i10. Jest bow iem w iadom e,
że wieś Bawół na krakowskim Kazim ierzu znajdowała się w rę
kach b ożog rob ców m iechow skich; później d opiero przeszła ona
na własność kapituły krakow skiej, od której odkupił ją Kazim ierz
W ielki i przekazał miastu K azim ierzow i przy nadaniu lokacji
w roku 1335 20. Legenda o powstaniu kościoła św. W awrzyńca
drogą dwunastowiecznej fundacji Piotra W łostow icza, teścia Jaksy
z M iechow a, jest rzeczą praw dopodobną, jak i osadzenie b o żo
grobców w tyin kościele jest m ożliw e. Należy zw rócić uwagę na
w iadom ość o m iechowitach w przyw ileju lokacyjnym miasta K ra
kowa z roku 1257, w którym Bolesław W stydliwy nadaje: „n a
tejże rzece (Prądnik) ustępujem y dwa nasze młyny i trzeci, który
należał niegdyś do braci z M iechow a” “ . Ustalenie dawnego k o
ryta rzeki Prądnik do połow y wieku X V II, uchodzącego do nie
istniejącego dzisiaj koryta W isły w pobliżu klasztoru św. Jadwigi
b ożog rob ców na Stradomiu, wskazuje na dawne ich związki z tą
18 M. T o b i a s z , K raków b en ed yk tyń sk i w w ieku X I. Nasza Przeszłość
t. X I V s. 6— 8.
19 O dkrycie przez Mieczysława Tobiasza fundam entów kościoła św. "Wa
w rzyńca w r. 1961, w piw nicach dom ów narożnych przy ul. Bartosza G łow ac
kiego 4 i W aw rzyńca 20 na Kazim ierzu, stanowi zapoczątkow anie badań nad
architekturą m iechow itów w przedlokacyjnym K rakow ie. Prowadzone w są
siedztw ie na Placu Baw ół archeologiczne sondaże przez D yr. Radwańskiego
•w okresie dw óch lat w ilości 60, nie przyniosły pozytyw nego rezultatu.
20 W . K o n i e c z n a, P oczątki K azim ierza. B ibl. Krak. nr 94 s. 14.
21 KI. B ą k o w s k i , K raków przed lokacją w r. 1257, K raków 1935 s. 1T0.
częścią przedlokacyjnego Krakowa ” . Tak więc rola m iechow itów
w ówczesnej stolicy P olski w okresie X II i X III wieku jest dotąd
nieprzebadana i wymaga gruntownej rew izji dotychczasow ego
przekonania o uplasowaniu się ich tu d opiero za czasów Kazi
mierza W ielkiego.
Za podstawę osadzenia b ożog rob ców w M iechow ie przyjm uje
się dokum ent patriarchy jerozolim skiego Monachusa z roku 1198,
w którym napisano: „g d y pan Jaksa, mąż świętej pam ięci, odw ie
dził G rób Pański i oddawał cześć Panu w m iejscu, gdzie stąpały
J ego nogi, wśród innych odznak swej p obożn ości, prosił aby
k ościół G robu Św. wysłał z nim razem do Polski jedn ego ze swych
kanoników , którem uby Jaksa spełniając ślub, m ógł nadać dobra.
P oniew aż był on mężem prawdziwie chrześcijańskim i pełnym
szczególnego nabożeństwa do G robu Pańskiego, chciał obdarzyć
nasz kościół m ajątkiem i pom n ożyć w łości Chrystusa wTśród dale
kich ludów tamtejszego kraju, aby Chrystus, k tórego dziedzictw o
na ziem i powiększył, zapisał go w niebie jako dziedzica w iecznego
miasta. Przyw iózł w ięc do Polski jedn ego z kanoników i wyzna
czył mu i jeg o następcom za wolą i zgodą znakom itego księcia
Bolesława trzy wsie, to jest M iechów , Zagórzyce i K om orow o jako
wieczystą jałm użnę” 2S.
Jaksa z M iechowa herbu G ryf, dumnie w yzierającego z tarcz
rycerskich w dawnym opactw ie m iechow skim : „b y ł — według
Kroniki W ielkopolskiej — księciem Sorabów, plem ienia słowiań
skiego z nad Łaby; wygnany z ojczyzny i osiadły w Polsce, gdzie
dał początek możnemu rod ow i G ryfitów ” S4. Liczne swe włości
zawdzięczał posagow i żony B eatryczy, córki Piotra W łostow icza
z rodu Łabędziów , m ożnow ładcy oślepionego przez Bolesława
K rzyw oustego; W łostow icz oprom ieniony był legendą założenia
70 czy 77 kościołów . Tak piszą o kom esie P iotrze źródła nie
m ieckie. Za przykładem swego teścia spieszył Jaksa z M iechowa.
Dokum ent partriarchy jerozolim skiego, zatw ierdzający ugrunto
wany już w Polsce zakon Stróżów Grobu Chrystusowego w trzy
dzieści sześć lat po ich sprowadzeniu do M iechow a, wymienia
hojne donacje jakie posypały się po roku 1163; don acji tych była
pokaźna ilość bo aż trzydzieści p ięć **.
W iesci o wyprawach do Ziem i Świętej, o walkach z Saracenami. a także m ożność uzyskania odpustów — bez konieczności
odbywania pielgrzym ki do G robu Chrystusowego — za pośred
22 M. T o b i a s z, H istoryczny rozw ój sieci w odn ej K rakow a i je j w pływ
na u rbanistykę miastu. Zesz. Naukowe W ydziału Architektury P olitech niki K ra
ków . nr 2. 1958 s. 23— 28.
23 Z. K o z ł o w s k a - B u d k o w a , Z przeszłości pow iatu m iech ow skiego,
1929 s. 20.
24 tamże.
25 tamże.
nictwem przedstawiciela kapituły jerozolim sk iej osiadłego w M ie
chow ie, inspirowała hojne przyw ileje książęce i nadania rycerskie.
Przypuszczać należy, że w ślad za M arcinem Gallem przybyli
następni b ożog rob cy do M iechow a, gdyż liczne darowizny wym a
gały w prow adzenia we w łościach d obrej organizacji adm inistracyj
no-gospodarczej, duszpasterskiej, a także utrzymywania stałego
kontaktu m iędzy ofiarodaw cam i a Jerozolim ą. Dokum ent pa
triarchy Monachusa wymieniał w śród ow ych 35 posiadłości przy
należnych i podległych klasztorow i w M iechow ie:
2 wsie tar
gowe, 3 kościoły (Chełm no, Skaryszew, G niezn o), liczne dziesięci
ny nadane przez biskupa krakow skiego Gedkę, 3 źródła solne,
uw olnienie od ciężarów prawa książęcego, podatków , świadczeń,
robocizn na rzecz księcia, jakich nie posiadał żaden ówczesny
klasztor w P olsce” 25.
Szybki rozw ój klasztoru m iechow skiego w Polsce znajdowrał
odpow iednik i w innych krajach; dlatego należy tu p rzytoczyć
bullę papieża H onoriusza III z roku 1220, w której w ym ienione
są klasztory bożog rob ców w Akrze, Tyrze, A ntioch ii, K onstanty
n opolu, Tessalonice, w Lom bardii, Toskanii, N eapolu, Sycylii,
Hiszpanii, Czechach, na W ęgrzech, w Slawinii, N iem czech, F rancji,
A n g lii27. Tak w ięc szeroko rozprzestrzenił się ten zakon w kra
jach i na w yspach opanow anych przez chrześcijaństwo — m im o
utraty Jerozolim y i G robu Chrystusowego, będących podstawą
działalności stróżowania, duszpasterstwa i opieki. Z upływ em lat
klasztory bożog rob ców na terenie innych państw stopniow o zani
kały mimo oddania się sprawom duszpasterstwa i szpitalnictwa.
O dw rotnie rzecz się miała w Polsce, gdzie zakres działalności
M iechowa stale wzrastał, a wybudow anie w kościele m iechowskim
kaplicy G robu Chrystusowego, będącego kopią jerozolim skiej -—
zwłaszcza po opanowaniu Jerozolim y przez mahometan — p o d
niosło znaczenie prawa o udzielaniu zastępczych odpustów. Przez
cały wiek X III m nożyły się fun dacje p obożn ego rycerstwa p o l
skiego, podkreślającego w ten sposób w olę odbycia pielgrzym ki d o
Ziem i Św iętej; w obec niem ożności jej zrealizowania — wzamian
za udzielone odpusty — ofiarow yw ało bogate jałmużny.
3. P IE R W O T N Y KOŚCIÓŁ I K A P L IC A G RO BU CHRYSTUSOW EGO
W M IECH OW IE
Pierw szy kościół murowany — w edług opisu N akielskiego —
przypuszczalnie posiadał założenie centralne na planie kwadratu,
na w zór k ościołów w sch od n ich !8. K anonicy jerozolim scy, osiedli
26 tamże.
27 Ks. J. G a c k i , B ożogrobcy. Pam iętnik R eligijn o — Moralny. 1853 s. 111*
28 N a k i e 1 s k i, jw . s. 63/64.
w M iechow ie, w zorow ali się p raw dop od obn ie na typie rozsze
rzonej rotundy tzw\ Anastazis, zbudow anej przy bazylice je r o z o
lim skiej. Budowla ta miała stać w miejscu dzisiejszej kaplicy
G robu Chrystusowego, połączon ego później z krużgankami klasz
toru. Ten bardzo interesujący typ budow li sakralnej b yć m oże
przeniesiony przez b ożog rob ców na ziem ie polskie w prost z Pa
lestyny jest dotąd sprawą otwartą z p ow odu niem ożności p rzep ro
wadzenia badań w ykopaliskow ych 2#.
W krypcie tego pierw otn ego i niewątpliwie rom ańskiego k o
ścioła m iechow skiego pierw szych bożog rob ców w Polsce, spoczęły
zw łoki ich fundatora Jaksy z M iechow a, a w wieku X V I I Samuela
N akielskiego. Pierwszy k ościół nosił przypuszczalnie wezwanie B o
żego G robu i ozdob ion y był — ówczesnym zw yczajem — herbami
rycerstwa, które było d obrodziejam i klasztoru. N akielski w wieku
X V I I widział jeszcze zniszczone epitafium Jaksy-założyciela; we
dług tradycji Jaksa miał przyw ieźć z Jerozolim y kilka w orków
ziem i p o d budow ę pierw szego kościola-kaplicy 30. N akielski pisze,
że sami zakonnicy w ym urow ali pierwszy kościół m iechowski, co
w ydaje się p raw dopodobn e i rów nocześnie utwierdza w przekona
niu, iż czerpiąc w zory bezpośrednio z Ziem i Świętej w prow adzili
tamtejszą architekturę do swych k ościołów w P olsce 31.
Na miejscu owego pierwszego kościoła m iechow skiego stoi
obecn ie kaplica kryta kopułą na pendentyw ach z latarnią. Kaplica
ta jest fundacją prepozyta m iechow skiego Tom asza z Olkusza
z pierwszej połow y wieku X V I, odrestaurowana zaś została w roku
1880. W je j wnętrzu znajduje się kopia G robu Chrystusowego
wykonana w dolnej partii z ciosu, górą z d rz e w a 32. Z tego
względu kaplica ma wezwanie G robu Pańskiego. Spodem , przez
niew ielki otw ór, w W ielk i Piątek wsuwa się do wnętrza figurę
zm arłego Chrystusa przyniesioną w p rocesji przez dziewczęta.
W edług panującego zw yczaju w W ielki Piątek i W ielką Sobotę
przy grobie czuwali na zmianę czterej zakonnicy b o ż o g r o b c y 3S.
P obożn i, udający się do m iechow skiej kaplicy G robu Pańskiego,
otrzym ywali takie odpusty jak pielgrzym i jerozolim scy. Należy
podkreślić, że w innych krajach nie ma zwyczaju — począw szy
od W ielkiego Piątku — dekorow anie w kościołach jed n ej z ka
plic i urządzania w niej G robu Chrystusowego. Zw yczaj ten roz
29 A u tor jest w trakcie uzyskania zezwolenia na badania zespołow e w ka
plicy G robu Chrystusowego w M iechow ie. Jak do tej pory badań w tym m iejscu
nie prow adzono. Badania mają na celu odszukanie fundam entów pierw szego
kościoła rom ańskiego z X I I wieku.
30 N a k i e l s k i , jw ., s. 81.
31 T o b i a s z , K raków b en ed yk tyń sk i, s. 6.
32 Ks. J. W i ś n i e w s k i , D ekanat M iechow ski, M iechów 1917 s. 119— 120;
Ks. M. N o w o d w o r s k i , Encykl. K ośc. t. IX . Warszawa 1876 s. 464. Stróże
G robu ] erozolim skiego.
33 tamże.
powszechni! się w P olsce w ciągu w ieków dzięki m iechowskim
b ożogrob com , którzy zapoczątkow ali w ielkopostne nabożeństwo,
nauki i odw iedzanie p o kościołach grobów z figurą zm arłego
Chrystusa
Nabożeństwo przy G robie jerozolim skim i w Święta W ielka
nocne znane było tylko b ożogrob com w Palestynie (nie od pra
wiano go nawet w Rzym ie) i zostało przez nich przeniesione do
M iechow a; po utracie bazyliki jerozolim sk iej rozpow szechnione
zostało przez kanoników tego zakonu na terenie całej Polski .
„O p rócz tego w niedzielę drugą po Zm artwychwstaniu Pańskim
odprawiali b ożogrob cy uroczystość Grobu Chrystusowego, jako
święto tytularne swego zakonu z takim obrzędem , z jakim
w samą wielkanocną niedzielę kościół polski odprawia. Na
szczególną tę uroczystość ułożyli w przepisanym porządku pacierze
kapłańskie z pięknym hymnem zaczynającym się Sancti Sepulchri
gloria etc.” 83.
Na prośbę generała kanoników m iechow skich, ks. Jakuba
R adlińskiego, nabożeństw o pow yższe zatwierdził w roku 1744
papież Benedykt X IV i nakazał je w prow adzić na terenie całej
p rzedrozbiorow ej Polski łącznie z Litwą 37. Od tego czasu b o ż o
grobcy odprawiali uroczystą procesję — p odobn ie jak w nie
dzielę wielkanocną — w ostatnią niedzielę po uroczystości Z ie
lonych Świątek z obnoszeniem godeł Zmartwychwstania. B o ż o
grobcy mieli przyw ilej papieski na używanie rokiety i m antoletów
takich, jakie noszono w Jerozolim ie i jakie w olno b yło używać
biskupom i rzymskim p ra ła tom 38. Papież Leon \ w breve z roku
1520 zezwalając na noszenie rokiety, a Grzegorz X III — na
prośbę generała m iechowskiego A ndrzeja B atorego — zezwalając
na m antolety, podkreślili znaczenie M iechowa jako spadkobiercy
zw yczajów jerozolim skich 39.
R ów nież — jak w Jerozolim ie patriarcha przyjm ow ał do
zakonu bractwa rycerzy zasłużonych dla G robu Chrystusowego —
tak też i m iechow itom prawo to nadał patriarcha Monachus w roku
1198: „przyjm ow an ie świeckich osób do konfraterni Grobu Świę
tego w M iechow ie z zezw oleniem noszenia krzyża p od w ójn ego” 40.
Tą drogą w owym czasie zostali p rzyjęci z rodzin książęcych
w P olsce: B olesław Kędzierzawy, M ieszko Stary z żonam i Elż
bietą i Eudoksją oraz z synami z obu tych małżeństw, dalej K azi
mierz II z żoną Heleną i synami Leszkiem Białym i K onradem
34
35
3#
37
38
tamże.
P ę k a l s k i , jw., s. 43— 48.
tamże.
tam że. M. N o w o d w o r s k i , jw ., s. 465.
P ę k a l s k i , jw.
tamże.
40 tamże.
oraz książęta opolscy i r a cib o rs cy 4ł. Ponadto — jak p odaje Nakielski według dokum entu patriarchy Monachusa — do zgrom a
dzenia weszli dostojn icy duchow ni: arcybiskupi gnieźnieńscy Piotr
i Jan oraz biskupi krakowscy G edeon i Pełka. Spośród rycerstwa
na pierwszym miejscu w ym ieniony był Jaczo czyli Jaksa z M ie
chowa z wielu ziemianami, ofiarodaw cam i licznych wsi uposaże
niow ych J2. Fundatorow ie m ieli praw o noszenia na szatach p o d w ó j
nego czerw onego krzyża, będącego godłem stróżów G robu Chry
stusowego.
N akielski podkreślił, że biskup krakowski G edeon pośw ięcił
pierwszy kościół m iechow ski na chwałę G robu Świętego, a będąc
już członkiem bractwa b ożog rob ców pośw ięcił także kościół
w Skaryszew ie43. Poniew aż w innym m iejscu N akielski podał,
że k ościół m iechowski nosił wezwanie św. Katarzyny A leksandryj
skiej, przypuszczać należy, iż miał na myśli wezwanie drugiego
k ościoła; kościół m iechow ski bow iem na w zór bazyliki Grobu
Pańskiego w Jerozolim ie od pierwszej chw ili p raw dop od obn ie
był pod tym właśnie wezwaniem. Stąd też kaplica, która przetr
wała na jego przypuszczalnym miejscu i nazwana kaplicą Grobu
Pańskiego, wezwanie to przejęła. Ponieważ w Jerozolim ie przy
G robie Chrystusowym paliły się światła w ciągu dnia i nocy,
dlatego Leszek Biały w roku 1 2 1 7 przeznaczył na ten cel fundusze
dla kościoła m iechow skiego; fundusze te zawarowane były doku
mentem wydanym w obecn ości W incentego Kadłubka, biskupa
krakow skiego oraz prepozyta i archidiakona krakow skiej kate
dry 4\ Oczywiście pierwszy kościół okazał się w krótce zbyt mały
dla potrzeb pielgrzym ek korzystających w warunkach X II i X III
wieku z odpustów związanych z Ziem ią Świętą. Przystąpiono więc
do wznoszenia now ego k ościoła (fundam enty i mury tej budow li
znajdują się częściow o w dolnych kondygnacjach dzisiejszego k o
ścioła). K aplica Grobu Chrystusowego została połączona z kruż
gankami, w których ustawiono stacje M ęki Pańskiej. Jednocześnie
postępow ała budowa klasztoru i budynków gospodarczych, o czym
będzie m owa poniżej.
4. UPO SAŻENIE KO ŚCIO ŁA I K LA SZTO R U M IECH OW SKIEGO
Dokum ent patriarchy Monachusa z roku 1 1 9 8 w yliczał dokład
nie donacje na rzecz m iechow skich b ożogrob ców — poza w ym ie
nionym i już trzema wsiami ofiarow anym i przez Jaksę 4‘ . W roku
1 2 0 8 papież Innocenty III przyjął konwent m iechow ski pod
41 N a k i e l s k i , jw ., s. 81— 83.
42 tamże.
43 tamże.
44 tam że , 8. 135.
45 tam że, 8. 81— 83.
„N ie znam y ich rozm ia rów , d ok u m en t nazyw a k a żd y z n ich p łu g ie m , ale
oniekę Stolicy A postolskiej i w dw óch bullach zatw ierdził
wszystkie d arow izn y48. Majątek m iechow skich b o zo g ro b co w stale
wzrastał, gdyż prowadzili oni racjonalną gospodarkę rolną i umiel i n i e pomnażali swe dochody. Ta gospodarność przebija się przez
wszystkie karty historii pośw ięconej klasztorow i m iechowskiem u.
B ożogrobcy przeprow adzili „reform ę gospodarczą i prawną, p o
łączoną z akcją osadniczą tzw. k olon izacji na prawie niem ieckim .
Powstają nowe wsie założone na tym p r a w i e , j a k W ola Bukow ska,
W ola Podm iejska, W ola Podleśna, W ola Kalińska. Ą\ dawniej
istniejących przeprowadzają kom asację i podział gruntów d ostoso
wany do trójpolow ego systemu uprawy a różn orodn e świadczenia
chłopskie w naturze zostają zamienione na czynsz pieniężny
W połow ie wieku X IV dobra m iechowskie były zreform ow ane oraz
oczynszowane i dlatego w kilka lat późn iej przynosiły pokaźn e
sumy; dochody te budziły niestety wiele zazdrości i przyczyniły się
do zmiany dawnego charakteru zakonu i właściwego jeg o prze
znaczenia. Zebrane kapitały szły oczyw iście na budow le, b ib lio
tekę, aparaty kościelne, na zakup zegara i organów, ale ró w n o
cześnie wprowadzały wśród duchowieństwa niezdrow e am bicje do
zawładnięcia administracją M iechow a, co później spow odow ało
niewłaściwe przeznaczenie fundacji.
Z dokumentu Kazimierza W ielkiego z roku 1354 wynika, że
klasztor w M iechowie posiadał wsie: L n iejów , Zagórzyce, Strzeżów, W olę Bukowską, Kalinę Małą, Szczepanowice, Przeslaw ice,
Jaksice, Kam ieńczyce, Falniów, Przedm iejską W olę (nazwaną
W olą za Stawem), M ich a łow ice48. Były to wsie p ołożon e w naj
bliższej okolicy M iechow a; oprócz w ym ienionych uprzednio jeszcze
około dwudziestu wsi w dalszych i bliższych stronach stanowiło
ogromny majątek rolny bożogrobców . D o połow y wieku X V , czyli
do czasów Długosza, doszły jeszcze dalsze wsie p ołożon e w pobliżu
opactwa: Chodów, Orłów, Podleśna W ola, Brzuchanie, Parkoszowice, Pstroszyce, Siedliska W ola, Kalińska czyli Kalina Mała ".
Szereg wsi powstało przed rokiem 1339 na zasadzie osadnictwa
lokacyjnego, polegającego na zrzeczeniu się przez klasztor d o ch o
dów przez okres lat 20 względnie na czas dłuższy w postaci tzw.
wolnizny; do takich wsi należały: M ichałow ice, Bukowska W ola.
Falniów, Smroków, Przeslawice, Kalina Mała i Podm iejska W o
l a 50. Folwarki klasztorne w roku 1349 były w następujących m iej
scowościach: M iechowie, Kalinie, Szczepanowicach, Jaksicach,
Strzeżowie.
46 tamże, s. 128— 129.
d o c h o d y p od a je n ie je d n a k o w e od 1.5 d o 3 w łó k licz y ły k a żd y , ty lk o f o l
wark »
M iech ow ie nazyw any 2 płu ga m i, m usiał o b e jm o w a ć 6 w łó k zie m i
o rn ej. W raz z p ow oln ą
d ew a lu a cją
tem zboża, p rzyb yw a ło fo lw a r k ó w
klasztoru. Za D ługosza
p r zy b y ły
czynszów
i p o w ię k s z a ją cy m
zu ży tk o w u ją cy ch
je s z cze
r o b o c iz n ę
fo lw a r k i k la szto rn e
K om orow ie,
M ich a ło w ica ch ,
U n ie jo w ie ,
C h o d o w ie ,
Siedliskach,
P a rk o szo w ica ch ,
F a ln io w ie ,
S m ro k o w ie ,
O rło w ie ,
się
zby
p o d d a n y ch
we
w sia ch :
B rz u ch a n i,
P s tro s z y ca ch ,
Z ago-
rzy ca ch , w k tóry ch w ro k u 1456 zeb ra n o 7 tysięcy s n o p k ó w p s z e n icy , rze cz
niesłychana i nie d o w iary dla ty ch , k tórzy teg o nie w id z ie li
51.
O p actw o w M iech ow ie uw ażało, że spotyk a g o „k o s z t o w n e
w y różn ien ie” przez w ysok ie ota k sow a n ie d o c h o d ó w z d ó b r , p r z e
w yższających d o ch o d y w szystkich in n y ch za k o n ó w w P o ls ce i d la
tego w roku 1349 p rz e p ro w a d z o n o — na p ro ś b ę z a k o n n ik ó w —
p on ow n e otaksow anie icli m ajątku , k tó re b y ło m n iej słuszne
w stosunku d o d ok on a n ego w rok u 1325
T o w ie lk ie g r o m a d z e
nie d ó b r ziem skich przez zak on b o żo g ro b có w n ie szło w p arze
z przeznaczen iam i d o ch o d ó w z nich na a k cję ch a ry taty w n ą czy
samarytańską. Długosz w ręcz zarzucał z a k o n o w i w w iek u X V , że
„s ła b o przestrzegał regu ły św. A u gu styn a” i3.
R ów n olegle ze sku pyw an iem p rzez klasztor m ie ch o w sk i wsi
i folw a rk ów szło w yk u p yw a n ie z rąk sołtysów lo k a cy jn y c h b o g a
tych sołectw i obsadzanie ich lu d źm i zależn ym i o d za k on u . P r z y
kładem tego b yło w yk u p yw a n ie częściam i wsi B rzu ch a n ie z rąk
14-tu „s o b ie p a n ó w ” tj. szlachty ch o d a c z k o w e j. W ro k u 1394
większa część tej wsi zn ajd ow a ła się ju ż w ręk a ch k la sztoru i o b e j
mowała i łanów k m iecych , z k tó ry ch czynsz w y n o sił: 6 s k o jcó w .
od n iek tóry cli 10 s k o jcó w , ja j 30, k a p ło n ó w 4, serów 2 oraz r o b o
cizna w ynosząca sprzężajem 1 d zień w tyg od n iu p rzez ca ły ro k
oraz pow aby na w iosnę i w zim ie
Na każdą sprzeda ż w y sta w io
ny był od ręb n y d ok u m en t: sprzedaż z rok u 1392 (je d n a ż w ie lu )
dokon an a przez 1 om asza z B rzu ch au ia na rę ce Stanisław a, p r o
boszcza m iech ow sk iego, została zatw ierdzon a przez sę d zie g o D ragom ira i podsędka ziem i k ra k ow sk iej K rzesław a w K siążu
Jak bardzo p ow ik łan e b yły spraw y g o s p o d a rcze fo lw a rk ó w
L W" m“ w
,
i
IIIOŻna za o l,se rw o " a ć na p rzy k ła d zie Sm rokov%a . W roku 1236 p ro b o sz cz k ra k ow sk i W it sprzeda ł H en ry■p re P“ zy t? w i , m iech ow sk iem u , w ieś swą S m r o co w za 60
wien. ^ roku 1339 Jakub de S m rocew , sołtys k lasztoru m ie52
53
54
55
56
ta m że.
tam że.
G eo g ra ,icz n y K r “ lestu a P o lsk ieg o , t. I, g. 426.
jw ., t. X , s. 924.
2 — Nasza P rzeszłość
chowskiego, występuje na jednym z (lokiinientów. W roku 1319
w związku z otaksowaniem dochodów opactwa, prokurator klasz
torny Mateusz Krzeczkowicz oznaczył dochód jaki wieś ta przy
nosiła na 6 grzywien i 1 ferton. W roku 1379 — Jarosław ze
Skotnik, arcybiskup gnieźnieński, polecił kanonikowi Albertowi
i altarzyście katedry krakowskiej Mikołajowi Skałce rozstrzygnie
cie sporu między klasztorami miechowskim i mogilskim o dzie
sięcinę ze wsi Smroków. W roku 1380. Halla z Proszowa sprzedał
pól łanu Markowi, sołtysowi tamecznemu, za 12 grzywien. W roku
1385. w obecności wójta i sędziego najwyższego sądu niemieckiego
we dworze klasztoru miechowskiego, sprzedał Dominik Krzeczak
'/u łanu wolnego za 11 grzywien.
roku 1385. sołtys Marek z żo
ną Hanką. Marcinem bratem Hanki i Dominikiem Krzeczakiem,
sprzedali klasztorowi swoje łany. Wieś o takiej przeszłości, będąca
w połowei wieku XV własnością klasztoru miechowskiego, miała
18 łanów kmiecych, karczmę z rolą i 3 zagrodników z rolą. Z tych
łanów płacono dziesięcinę snopową i konopną wartości 10 grzy
wien biskupowi krakowskiemu. Folwark klasztorny płacił dziesię
cinę wartości -1 grzywien klasztorowi mogilskiemu. Prócz tego
z czterech łanów specjalnych płacono dziesięcinę wartości 4 grzy
wien klasztorowi cystersów w Mogile. Z łanu dawano meszne ko
ściołowi parafialnemu w Wielkich Czaplach: 4 korce jęczmienia
1 2 korce owsa. W roku 1581 własność prepozytury miechowskiej
w Smrokowie wynosiła: 7.5 łanów kmiecych. 3 zagrodników z rolą,
2 komorników z bydłem. 2 komorników bez bydła.
5. M IASTO MIECHÓW
l stóji klasztoru prędko powstało miasto; czerpało ono zvski
nie tylko z targów licznie uczęszczanych przez ludność okoliczną
ale także z pielgrzymek spieszących do Grobu Chrystusowego
w kościele bożogrobców, udzielających odpustów. Trudno ustalić
początkową datę odbywania się tego targu: mówi o nim dopiero
dokument Henryka Brodatego z roku 1232, wspominający jednak,
że już dawno targ ten is t n ie je D o k u m e n t Monachusa z roku
1198. wspominający targi w Chełmie nad Rabą i w Skaryszewie,
milczy o M iechow ie3*. Bolesław Wstydliwy przywilejem z roku
1259 ,,... zakazał swemu myncerzowi i poborcy ceł urzędować na
targu miechowskim (nie wolno było ściągać kary, pozywać przed
sąd. wymieniać pieniędzy i pobierać cła od handlujących). W wy
padku nieusłuchania proboszcz miechowski mógł bezkarnie wyrzu
cić urzędników książęcych z Miechowa. Bożogrobcy pilnowali
porządku wolnego targu, ale transakcje musiały być dokonywane
i>: K o z ł o w s k a - B u ii k o w a, ju\, s. 35.
58 tum ie.
w monecie obowiązującej w dzielnicy krakowskiej. Klasztor tą
drogą nie dzielił się dochodami z urzędnikami panującego
księcia’ 59W roku 1290 istniejące juz miasto Miechów otrzymało przy
wilej lokacyjny księcia Przemysława II, który zezwalał obywate
lowi miasta Krakowa, Gerardowi, na założenie miasta na prawie
n i e m i e c k i m W imieniu klasztoru prepozyt Piotr, kustosz Henryk
i przeor Bogufał — oddali osadźcy, wójtowi Gerardowi, 600 łanów
wielkich (każdy liczący około 48 morgów) z prawem założenia
na nich miasta. Każdy z działów otrzymywał role podzielone na
trzy pola i plan na dom przy Rynku lub jednej z ulic. Sołectwo
i jurysdykcja przysługiwało Gerardowi na takim prawie, jakim
rządziło się miasto Środa na Śląsku (rządziło się ono prawem wzo
rowanym na miastach niemieckich — Halla i Magdeburg). P o
nieważ Gerard traktował wójtowstwo miechowskie jako transakcję
handlową, z której czerpał zyski w zamian za zapłaconą klaszto
rowi sumę, dlatego wyręczał się sędzią miechowskim Adamem
z Komorowa
Kazimierz Wielki w roku 1365 zatwierdził w Krakowie wy
kupiło wójtostwa miechowskiego z rąk następców Gerarda, braci
Mikołaja i Spytka, w zamian za odstąpienie przez klasztor trzech
wsi: Karniowa
wsi przynależnej do parafii Czulice, INieszkowic
w parafii Pogwizdów w powiecie bocheńskim i Udorza w parafii
Cłilina w powiecie olkuskim
Tą drogą bożogrobcy uzyskali
prawo do obsadzania wójtostwa miechowskiego ludźmi sobie od
danymi. co miało zasadnicze znaczenie dla wszystkich spraw gospo
darczych i sądowniczych. Klasztor rządził miasteczkiem poprzez
radę miejską i lawę przysięgłych, do której wchodzili wójtowie
z wsi zależnych od bożogrobców.
W roku 1373 istniał sąd prawa niemieckiego dla sołtysów dóbr
klasztornych tzw. sąd leński, w którym zasiadali sołtysi ze wsi
Szczepanowie i Smrokow'a ',3.
Za czasów Długosza Miechów liczył 70 domów miejskich z pra
wem sprzedawania napiwków, 16 zagród, 2 młyny, cech rzeźniczy
liczący członków 26, a szewski 20. W wieku X V I istniały tam
nadto następujące cechy: stolarski, bednarski, sukienników. Z do
kumentów królewskich wynika, że istniały inne cechy: rymarski
w roku 1604, krawiecki w roku 1641, i kowalski w roku 1708 M.
Bogactwo klasztoru i ściągające do Miechowa rzesze pielgrzymek
o0 l a m i e .
60 K odeks D yplom atyczn y M ałopolski, K raków 1886, t. II, s. 179.
61 K o z l o w s k a - B u d k o w a , dz. cyt., s. 37.
62 K od. Dypl. Malop. II, s. 187.
63 K o z l o w s k a - B u d k o w a . jw., 9. 23
64 Ks. Fr. N i w i r r a . M onografia kościołów d iecezji k ieleck iej. Warszawa
1911, t. II, 8. 274.
przyczyniały się do dobrobytu miasta. Znakom ite gleby i związane
z nim i świetne urodzaje ściągały na targi m iechowskie okoliczną
ludność, zaopatrującą się tam także w w yroby przem ysłowe.
Liczne pożary i klęski w ojenne kilkakrotnie obracały miasto
w perzynę, po których odbudow yw ało się ono mniej lub w ięcej
szczęśliwie. Y^alki o tron krakowski w X III wieku odbijały się
niekorzystnie na M iechow ie i narażały m ieszkańców na poważne
straty. Tak musiało być w okresie walk dzielnicow ych, podobnie
jak w okresie buntu wójta A lberta; we wcześniejszym okresie
nastąpiło dwukrotne zniszczenie miasta, uważanego za własność
b ożog rob ców : w roku 1294 przez wojska księcia p łockiego B o
lesława. a w roku 1300 przez Kum anów i W ęgrów '"'. Vt roku 1342
miasto płacąc za lojalność w obec Kazimierza W ielkiego zostało
splądrowane przez wojska Jana czeskiego. W zamian za to król
otoczył M iechów opieką; chąc uzyskać hojniejsze wspom ożenie
dla filii klasztoru b ożogrobców ze szpitalem św. Jadwigi na Stradom iu — obsadził w roku 1360 probostw o z zarządcą Strzeszein
z Pstroszyc, którv nakładał duże kontrybuje i bvł dla .,braci
uciążliwy” 6C.
M iechów ulegał już wcześniej zniszczeniom : m iało to miejsce
w czasie najazdu Tatarów w roku 1241; podobn ie zrujnow ali oni
miasto i klasztor z kościołem w roku 1289. Te klęski były właśnie
pow odem nadania M iechow ow i wr roku 1290 prawa now ej lokacji
przez Przemysława łl. ^ roku 1344 wybuchł w klasztorze pożar,
który pow tórzył się także w roku 1506; w roku 1595 spaliło się
zaś całe m ia s to b7. N iedobrze obeszli się z M iechow em także
Szwedzi w roku 1655. D ocierały tam także głód i zarazy; okres
największego głodu przeżyli mieszkańcy miasta w roku 1736.
W reszcie w roku 1745 spalił się kościół i miasto. B ożogrob cy od
budowali wprawdzie budynki kościelne, ale miasto nie podniosło
się już właściwie z ruiny i przez długie lata prow adziło żywot
wegetatywny.
6. O R G A N IZA C JA Z A K O N l
BOŻOGROBCÓW
MIECHOW SKICH
W wewnętrznej organizacji polskich bożogrob ców stali p rep o
zyci i plebani na czele podległych k ościołów i b en eficjów parafial
nych wTzględnie szpitalnych; zwierzchnikam i szpitali byli czasem
mianowani m istrzowie szp italn i" . Na wakujące stanowiska byli
wysuwani kandydaci z pośród braci-kanoników , typowani przez
proboszcza m iechowskiego względnie — w wypadku nieobecności
tegoż
przez jego zastępcę. W wryborze brali udział członkow ie
63
60
67
•8
Koztowsk
B i e Io w sk
N a w a r r a,
Ks. G a c k i.
a - B u d k o w a , jw ., s. 24— 26.
i, jw . t. II s. 886.
jw ., s. 274.
jw .. s. 221— 2.
kapituły m iechow skiej, w zorującej się w tym względzie na zw y
czajach panujących w kapitule jerozolim skiej. Następnie prezento
wano wybranego kandydata diecezji, w której wakowało p robos
two i w tedy biskup ordynariusz instytuował kanonika-hożogrohca,
rozciągając nad nim władzę taką, jaką posiadał nad duchow ień
stwem świeckim lecz bez praw a j u r y s d y k c j i K a ż d y z p robosz
czów — z wiedzą i zgodą p rzełożon ego klasztoru w M iechow ie —
przybierał sobie do pom ocy drugiego członka zakonu, którego
bez ob edien cji opata nie m ógł ani przyjąć ani zw olnić. Przepisy
zakonne wymagały bowiem na probostw ie oprócz proboszcza także
obecności wikariusza z tegoż zakonu celem wspólnego przestrze
gania reguły. Stąd też obu obowiązywał tryb życia taki. jaki
przestrzegany był w klasztorze m iechowskim . Tam. gdzie zacho
dziła potrzeba, wysyłano z M iechowa trzeciego zakonnika, który
poświęcał się wyłącznie obow iązkom kaznodziejskim i ci należeli
do w ysoko wykształconych w zakresie filozofii i teologii, stąd
piastowali rów nież godności p rofesorów . W kilku wypadkach rezy
dowali w macierzystym klasztorze m iechowskim , oddając się w y
łącznie pracy pisarskiej i studiom .
P repozyci pełnili swoje obow iązki dożyw otnio, natomiast wi
kariusze winni byli zm ieniać się co trzy lata. ale to w wrieku
X V III przestało być stosowane. P roboszczów obow iązyw ało co ro cz
ne wysyłanie do Miechowa rozrachunków z przychodów i rozch o
dów : na każdym zebraniu kapituły składali oni sprawozdania ze
stanu spraw poruczonego ich opiece probostw a
C hodziło tu nie
tylko o odprowadzanie d och od ów — częściow o także i do skarbca
m iechowskiego — ale głównie o uzm ysłowienie członkom zakonu,
że są tylko administratorami zakonnym i. Zależność od kurii
biskupiej proboszczów -bożogrobców osadzonych na beneficjum
w danej diecezji była identyczną z zależnością duchowieństwa
świeckiego.
Prawo do pełnienia obow iązków , przysługujących w zasadzie
duchowieństwu świeckiemu, posiadał zakon m iechow itów na m ocy
przyw ilejów papieskich Urbana IV (1261— 1264) oraz B on ifacego
IX (1389— 1404). który to prawo p o tw ie rd ził71. W Jerozolim ie,
po patriarsze jerozolim skim , trzecie stanowisko w hierarchii k o
ścielnej zajmował przełożony zakonu bożogrobców . Dlatego w M ie
chow ie najwyższe stanowisko zajmował w zakonie bożogrob ców
prepozyt kościoła m iechowskiego, później nazwany generałem
i opatem m iechowskim. Tutaj odbyw ały się kapituły zakonu, k tó
rym przew odniczył tenże proboszcz-prepozyt, obok k tórego —
jeszcze w X III wieku — występował w dokum entach przeor
89 tam ie.
70 tamże.
71 Ks. 6 u I i ń s k i. art. cy t., s. 467.
miechowski
później zas ta godność znika. Proboszcz-prepozyt
zajmował pierwsze miejsce wśród braci zakonnej i wybór jego
był zatwierdzany przez patriarchę jerozolimskiego do roku 1428:
po tym okresie nastąpiła zmiana i Wacław ze Zdziechowa, jako
proboszcz pierwszy otrzymał zatwierdzenie od biskupa krakow
skiego Zbigniewa Oleśnickiego
Przez Oleśnickiego został rów
nież zatwierdzony następny prepozyt miechowski, Jan Oczko,
który uczestniczył w soborze bazylejskim. Odtąd wszyscy opaci
miechowscy byli zatwierdzani przez biskupów krakowskich. Stąd
wielu dygnitarzy kościelnych w X V II i XVIII wieku, posiadają
cych tytuł prepozyta miechowskiego, zostawszy biskupami krakow
skimi musiało zrezygnować z Miechowa.
W roku 1383 — prepozyt miechowski Stanisław Stoikoń —
otrzymał od patriarchy jerozolimskiego prawo używania tytułu
jenerała zakonu bożogrobców na terenie Słowiańszczyzny, gdyż
jego poprzednik Marcin Czczikus uzyskał ten tytuł, lecz tylko wy
łącznie dla bożogrobców miechowskich
Znaczenie stanowiska proboszcza miechowskiego znacznie
wzrosło, gdy papież Jan \ \ I I I zezwolił w roku 1412 ówczesnemu
prepozytowi miechowskiemu, Michałowi z Radomska, używać insygni biskupich, tj. infuły, pierścienia, pastorału, dalmatyki i in
nych części stroju pontyfikalnego, z prawem udzielania błogo
sławieństwa w czasie uroczystych nabożeństw w razie nieobecności
hisku pa czy legata papieskiego 7’.
Drugie po prepozycie miechowskim stanowisko w zakonie zaj
mował kustosz, zwany także starszym mistrzem klasztoru, który
w hierarchii klasztoru stał w wieku X III wyżej od przeora 7®.
Według uchwały kapituły z roku 1470 kustoszem musiał być naj
zdolniejszy z pośród braci zakonnej. Jego obowiązkiem był nadzór
nad wykonywaniem przez wszystkich obowiązującej reguły zakon
nej. Z tego tytułu korzystał on z pom ocy kantora, dbającego znów
o śpiewy w chórze. Przez ręce kustosza przechodziły do skarbca
zakonnego dochody ze wszystkich probostw. Kustoszowi podlegał,
niższy od niego rangą, skarbnik, sprawujący pieczę nad wszyst
kimi kosztownymi aparatami kościelnymi i srebrami. Do zakresu
czynności skarbnika należała też inwentaryzacja i pieczołowite
przechowywanie przywilejów zakonu. Po nim następował hrat-zakrystian. czuwający nad porządkiem nabożeństw, kolejnością
odprawianych mszy, spowiedzi, przepisanych modlitw i uczestnic
twem w uroczystościach. Zależny znów od niego młodszy zakry
stian prowadził księgi chrztów, małżeństw, zgonów i pogrzebów;
'2 Ks. G a c k i , jw ., s. 224.
'* Ks. U u 1 i ń s k i, jw ., s. 467.
4 Ks. N a w a r r a, jw., s. 412.
Ks. B u l i ń s k i, jw., s. 467.
,B Ks. G a c k i , jw., s. 224— 5.
pilnował nadto porządku i czystości oraz miał pod sobą wszelkie
klucze. Czynności gospodarczych w klasztorze dozorował szafarz,
któremu podlegali ekonomowie osadzeni na folwarkach “ .
Konserwatorowie dokonywali poboru dochodów, sprawowali
czynności zaopatrzeniowe, prowadzili księgi inwentarzowe biblio
teki, zakupywali i wypożyczali księgi, zapisywane w dwóch rejes
trach. z których jeden był w przechowaniu u proboszcza mie
chowskiego. drugi zaś służył do ich podręcznego użytku. Ponie
waż w owych czasach księgi szły na wagę złota, a więc były rzeczą
bardzo kosztowną, dlatego nadzór nad biblioteką klasztorną
liczącą do dziewięciu tysięcy tomów — był zajęciem ważnym
Oprócz powyższych godności klasztornych — pieczę nad szpi
talem i apteką sprawował kanonik-przełożony, zwany też mistrzem
szpitalnym. Odrębnie prowadzony nowicjat miał profesora teologii
i filozofii, tzw. magistra, któremu podlegali klerycy; mieszkali oni
osobno, a tylko odbywali posługi kościelne i zasiadali do stołu
razem z kanonikami-bożogrobcami.
Od roku 1585, prepozyta miechowskiego i kustosza wspierała
rada, złożona z czterech kanoników, z których jeden musiał stale
mieszkać w Miechowie 79. Mieli oni pod opieką klucze od archi
wum z przywilejami, lustracjami, korespondencją oraz większą
pieczęć, używaną do aktów uroczystych. Wyrażali również zgodę
na wydzierżawianie folwarków klasztornych i na obsadzanie pro
bostw, zarządzanych przez bożogrobców. Ponieważ od roku 1620
ustanowiono, że proboszcz miechowski nie może sam dokonywać
wyboru kustosza, a jedynie może nie wyrazić zgody na jego
obiór, rada czterech zbierała się dla obsadzenia wolnych beneficjatów i wyboru kandydata na ten drugi w hierarchii zakonu
urząd. W roku 1791 dokonano tej zmiany, że członków rady i pro
wincjałów wybierano na kapitule, a ci kustoszem wybierali na
okres lat trzech kanoników na poszeczególne stanowiska w klasz
torze.
Strój bożogrobców miechowskich był czarny z podwójnym krzy
żem czerwonym na lewym boku. Od roku 1520 — na mocy pozwo
lenia papieskiego — używali mantoletu z czarnego sukna, względ
nie z jedwabiu: był to ,,... płaszczyk kolisty z otworami przy
ramionach do wyłożenia rąk z pod niego . Również na mocy tego
pozwolenia używali: „... mucetii czyli peleryny kolistej z ramion
po łokcie spuszczonej. Młodzi księża i klerycy profesi wdziewali
na rokietę nuicet; przełożeni zaś i proltoszczowie wkładali na
rokietę mantolet” m. Do stal w kościele dopuszczano kleryków
77 tamże.
78 tamże.
Ks. P ę k a l s k i , dz. cyt., s. 45,
80 tamże.
zaraz po złożeniu ślubów zakonnych na równi z kanonikami, także
w refektarzu podawano posiłki wszystkim jednakowe dla pod
kreślenia równości panującej w zakonie.
7. Z A M E K M IECH O W SK I — K LASZTO R BO ŻOGROBCÓW
Pierwszy klasztor wystawiony był prawdopodobnie w drugiej
połowie wieku XII. W wieku X IV był on częściowo murowany,
częściowo zaś drewniany81. Z roku 1389 wiadome jest nazwisko
muratora; był nim Mikołaj rodem z Prus. Następnie odbudowy
wano budynki zniszczone pożarami, które poczyniły większe
szkody w latach: 1506, 1732 i 1745 w. Klasztor — wzniesiony na
planie prostokąta z wirydarzem. w pośrodku którego pozostawio
no kaplicę Bożego Grobu i krużganki w dolnej kondygnacji —
graniczył z kościołem po stronie zachodniej. Na zewnątrz ma on
charakter budowli renesansowej z obramieniami okien profilo
wanych z ciosu i przedstawia się jako okazały pałac obronny. Po
stronie południowej przylegał do klasztoru budynek gospodarczy,
oddzielony dziedzińcem od zachodniej fasady kościoła. Po stronie
wschodniej, równolegle do drogi Miechów-Jędrzejów, stoi po dzień
dzisiejszy okazały dwukomlygiiacjowy budynek, będący siedzibą
generałów i opatów zakonu i mający na piętrze sale reprezenta
cyjne, połączone ze skarbcem i zakrystią kościoła. Tędy można
było zawsze wejść bezpośrednio do stall w prezbiterium.
Klasztor miechowski, niegdyś dwukondygnacjowy, po przerób
kach dokonywanych przez znajdujące się w nim urzędy w wieku
X IX — podniesiony został do trzech kondygnacji, z wyjątkiem
skrzydła północnego
,.Na parterze dookoła wirydarza prostokątne krużganki gotycko-renesansowe, ze sklepieniam i krzyżow o-żebrow ym i ze zwornikam i w kształcie tarcz
z herbam i: T op ór, Odrowąż, Łodzią, Łabędź. Dołęga i z wspornikami
przeważnie w form ie kapiteli toskańskich; w skrzydle południow ym kilka
piw n ic; w narożniku południow ow schodnim od r. 1”>90 kaplica Chrystusa
Ukrzyżow anego; w skrzydle pn. trzy duże sale oraz w narożniku półn ocn ozachodnim t. zw. karcer, nakryty czterema sklepieniami krzyżowym i
wspartymi na filarze. W kondygnacji środkow ej w skrzydle w schodnim
i zachodnim wzdłuż korytarzy cele, w skrzydle południow ym m. in. refek
tarz. w skrzydle półn ocn ym
częściow o szkarpam i” 84.
biblioteka.
Na
zewnątrz
budowla
opięta
81 Z. B o c z k o w s k a. Powiat M iechow ski, K atalog Zahytk. Szt. w Polsce,
t. I, z. 8, s. 24— 25; K ościół bożogrob ców w M iechowie. Przyjaciel Ludu 1837.
I I I ; S o b i e s z c z a ń s k i . F. M. Tygodn. i 11. 1861. IV ; K łosy. t. IX.
82 B o c z k o w s k a, jw.
83 tamże.
84 tamże.
K rucyfiks z wieku X V I w lewej nawie kościoła b ożogrobców m iechow skich
Sklepienie k ościoła m iechow skiego odbu dow anego " drugiej połow ie wieku W Iii-g o
Fragment dekoracji nawy głów nej w kościele m iechow skim i XXI I I wieku
W Roczniku Miechowskim pod rokiem 1311 zachowała się
notatka o inkastelacji klasztoru przez Jana, syna Budivogia, wy
słanego przez Władysława Łokietka. Być może, że z tych czasów
zachowała się baszta „na narożniku muru otaczającego zabudo
wania klasztorne od wschodu i północy: z dzikiego kamienia,
wieloboczna, przysadkowata, nakryta dachem namiotowym” 85.
Biblioteka, znajdująca się w klasztorze, posiadała w swych
zbiorach kilkaset rękopisów i około dziewięciu tysięcy różnych
ksiąg: uległa ona pożarowi w roku 1736 86, z którego niewiele
uratowano. Do zachowanych najcenniejszych rękopisów należy
wspomniany już Rocznik Miechowski, który był wszyty do ko
deksu pergaminowego i wywieziony został — przypuszczalnie
z biblioteką biskupa Załuskiego — z Warszawy do publicznej bi
blioteki w Petersburgu
Pisany w wieku XIV, zawiera bardzo
cenne zapiski — początkowo rekonstruowane — od roku 1389
i kończy się opisem koronacji Władysława Warneńczyka i omó
wieniem niedoli klasztoru za rządów opata Lisowskiego, który
żyjąc rozpustnie marnotrawił majątek opactwa i zadłużył wiele
dóbr klasztornych88. W wieku XV II — ze zbiorów biblioteki
i z archiwum czerpał cenne wiadomości kanonik Samuel Nakiel
ski. wydając swe bezcenne dzieło o historii miechowitów w roku
1634. Biblioteka miechowska szczególnie bogatą była w dzieła
teologiczne, filozoficzne itd. Nakielski podaje, że Miechowici zaj
mowali się przepisywaniem ksiąg i wymienia Mikołaja z W ol
borza, zmarłego w roku 1406 '". Wśród rękopisów zwracało uwagę
dzieło Mikołaja, archidiakona krakowskiego, z roku 1286 pt.
Summa decretalium per dominum N. .4. C. collecta. przepisane
w roku 1467 przez W ojciecha de Perusio i nabyte w roku 1534
przez kanonika sandomierskiego Tomasza z Oświęcimia. Znany
bibliofil, biskup Załuski, widział to dzieło w klasztorze mie
chowskim.
,.Kustosz klasztoru P iotr B oroviusz przeniósł bibliotekę do sali skle
p ion ej nad zakrystią dzięki temu mial ocalić ją w czasie pożaru w roku
174.r>, gdy pożar zniszczył klasztor. Po kasacie zakonu, dyrek tor generalny
bibliotek Samuel Bogum ił Linde, z polecenia władz Królewstwa Polskiego
zabrał z M iechowa 17 pak książek do Biblioteki G łów nej w Warszawie
w roku 1818; dostarczone najpierw do Brzeska, a następnie przew iozione
W isłą wraz z księgozbioram i innycli skasowanych klasztorów . Tą drogą
znalazło się w
dziejskiej” 90.
Ściana romańska drugiego kościoła b ożogrobców w M iechowie,
odkryta w r. 1948
Warszawie
787
tom ów
85 tamże.
H6 Ks. B u 1 i ń s k i, dz. cy t., s. 479.
88 tam że.
87 B i e l o w s k i , dz. cyt., t. II s. 881.
89 Ks. W i ś n i e w s k i , dz. cyt., s. 129.
90 tamże.
treści
teologiczn ej
i
kazno
8. EGZEM PCJA M IECH O W ITÓW
Ponieważ bożogrobcy w innych krajach podlegali władzy bi
skupiej, dlatego i klasztor miechowski wraz ze wszystkimi za
konnikami początkowo musiał podlegać biskupom polskim. Ka
pituła jerozolimska otrzymała w roku 1 168 od papieża Alek
sandra Ił władzę jurysdykcji, co ją uniezależniało od pa
triarchy91. W roku 1170 tenże papież udzielił prepozytowi bożo
grobców w Jerozolimie prawa pierwszeństwa przed wszystkimi
Opatami i przeorami patriarchatu s!. Mimo to w dokumentach z lat
1182 i 1205 wyraźnie była zaznaczona jurysdykcja patriarchy jero
zolimskiego nad bożogrobcami i trwała ona do momentu połącze
nia bożogrobców z joannitami w roku 1489.
W roku 1261 papież Urban IV nadał egzempcję bożogrobcom
zamieszkałym w Szderasz w Czechach, umotywowaną przynależ
nością ich do jerozolimskiego ośrodka kanonickiego w. Klasztor
miechowski nie mógł się od razu uwolnić od władzy biskupiej;
świadczą o tym dokumenty z lat 1239. 1243. 1262.
..Biskup w rocławski Tomasz ... oddając bożogrobcom szpital pod Nysą. d o
łączył zastrzeżenie zobow iązujące obdarow anych kanoników nie tylko do za
sięgania rady w sprawach ważniejszych, ale do wFyraźnego posłuszeństwa w o
b ec ordynariusza. P od obnie książę Przemysław przy przekazaniu m iechow i
tom gnieźnieńskiego szpitala w roku 1243. że na wypadek, gdyby przełożony
szpitala okazał się nieodpow iednim będzie na żądanie darczyńcy i arcybi
skupa zw olniony. W 12 lat później arcybiskup Pełka przywłaszczył sobie
praw o patronatu. M iecłlowici znosili to aż do otrzymania egzem pcji, bo za
raz p o je j otrzym aniu, w piśm ie z 2 X 1262 r. zaświadcza Urban IV . że na
prośbę m iechow skiego prepozyta zatwierdza mu (a nie arcybiskupow i) praw'o patronatu nad wspomnianym szpitalem i kościołem z nim połączonym .
Wrreszcie trzecim dokumentem jest bulla papieża datowana dnia 9 czerwca
1202 r., w której papież przyznaje m iechow itom różne sw obody, zabrania
ich karać. W trzy miesiące po w spom nianej bulli otrzym ali nową bullę,
która zapoczątkowała cały szereg przyw ilejów przyznających im zasadniczą
egzem pcję” B1.
Tą drogą uzyskali miechowici wyjęcie spod władzy karnej
biskupów i swobodę w sprawach świadczeń materialnych. Papież
wysuwał klasztor miechowski na czoło wszystkich klasztorów bożo
grobców na terenie Polski. Rusi, Czech. Węgier, i Niemiec i nadał
mu pełną egzempcję, którą transumował arcybiskup Świnka w ro
ku 1302. a miechowici uważali bullę tę za tak ważną, że przed*
91
85
9,1
94
Ks. B o g d a n, <lz. cyt., s. 233— 262.
tamże.
tamże.
tamże.
łożyli ją do zatwierdzenia soborowi hazylejskiemu w roku 1434 ’ 5.
W międzyczasie Indię papieża Urbana IV potwierdzili jego następ
cy: w roku 1281 — papież Marcin IV, w roku 1372 i 1374 —
Grzegorz XI, w roku 1520 — Leon X. Na tej podstawie Długosz,
oglądnąwszy oryginały w klasztorze miechowskim, pisał z sza
cunkiem o Miechowie, że tam znajdują się różne immunitety, swo
body, egzempcje zakonu bożogrobców.
W oparciu o bulle papieskie patriarcha jerozolimski uznał
w roku 1365 drugiem miejsce — po kapitule jerozolimskiej —
zakonu bożogrobców w Miechowie, jako siedzibie bożogrobców
w północno-wschodniej Europie i na terenie Słowiańszczyzny. Za
braniał jednocześnie swej kapitule mieszać się w sprawy Miecho
wa zaznaczając, że polscy bożogrobcy podlegają tylko papieżowi
i jemu
Na tej zasadzie patriarcha jerozolimski interweniował
kilkakrotnie w sprawach miechowitów, a także wysyłał do Polski
swego przedstawiciela w osobie wikariusza generalnego w roku
1302. Gdy w roku 1344 zakwestionowano niemiecką narodowość
wizytatora, wyznaczonego przez patriarchę Henryka, w wyniku
interwencji Kazimierza Wielkiego przyszła zgoda na objęcie tej
funkcji przez prepozyta miechowskiego
W roku 1371 patriarcha
Wilhelm nadał prepozytowi miechowskiemu, Marcinowi Czczikonowi. tytuł generalnego wikariusza dla miechowitów polskich i wę
gierskich. Potwierdził to następca Wilhelma — patriarcha Fernandus.
Z końcem wieku XIV, w związku z coraz silniejszą pozycją
klasztoru w Miechowie i słabnącą władzą patriarchów, przyszedł
czas na wyjęcie bożogrobców spod ich władzy. W roku 1395
papież Bonifacy IX podporządkował bezpośrednio swej osobie
obsadę stanowiska opata miechowskiego *H. Pierwszym nominatem
papieskim stał się Michał z Radomska i odtąd każdego prepozyta
miechowskiego uważano za generalnego przełożouego bożogrob
ców. Odtąd też i Kuria rzymska obdarzała icli zaszczytnymi funk
cjami. uchylając równocześnie wszelkie pretensje klasztoru w Peruggi do zwierzchnictwa nad Miechowem, jako nieuzasadnione
(r. 1414). W wieku X IV miechowici zwracali się ze skargami bez
pośrednio do Rzynui. 1 tak papież Benedykt X II w roku 1339
nakazał arcybiskupowi, jako swemu delegatowi, zaprowadzić po
rządek w klasztorze, gdy władzę objął samozwańczo prepozyt
Henryk. Także Grzegorz XI nakazał klasztorowi nyskiemu pod
porządkować się miechowitom, gdy ten samowolnie poddał się
pod jurysdykcję prepozyta w Szderasz M.
95
98
97
98
99
tamże.
tamże.
tamże.
tamże.
tamże.
M iechow ici — obok norbertanów — byli jedynym i w Polsce
kanonikam i regularnym i w yjętym i spod jurysdykcji biskupów. Mi
mo to — od wieku X V — w ybór na stanowisko opata m iechow
skiego podlegał zatwierdzeniu przez biskupa krakowskiego. M ie
chow ici brali także udział w synodzie w roku 1456, jak to wynika
z aktów kapituły gnieźnieńskiej. Z egzem pcją bożogrob ców w P o l
sce wiązały się następujące upraw nienia:
Pow yższe nadania wiązały się p raw dopodobn ie tylko z okresem
panowania wystawiającego go w ładcy; d opiero patriarcha Monachus — zgodnie z polityką duchowieństwa
nadał im charakter
„na w ieczność” .
N iem niej „...pierw sza wzmianka o obow iązku szanowania nadań przez na
stępcę znajduje się w dokum encie Bolesława z roku 1264. O następcach o b
darowanego wspomina Przemysław w r. 1290.
.....niezależna władza spowiadania swoich podw ładnych, prawo wykonywania
nadaniach Łokietka z r.
w obec nich władzy karnej, w olność od prokuracyj, prawo sw obodnej se-
1325 i 1331 brak jest wzmianek o obow iązyw aniu dokum entu w czasie, przy
czym król zatwierdził w olności nadane przez poprzedników . Nie wspomniał
pultury nawet w czasie interdyktu, praw o przenośnego ołtarza, prawo
odprawiania nabożeństw w czasie interdyktu. pod czterema jednak zw yczaj
przyw ilej Bolesława
nymi warunkami” ,lw.
ności” 105.
9. K SIĄ ŻĘ C Y I MMI M T E T SĄ D O W Y W DOBRACH BOŻOGROBCÓW
M IECH O W SK ICH
Od m om entu założenia siedziby b ożog rob ców polskich w M ie
chow ie panujący Piastowie bardzo hojnie uposażyli ich licznym i
przyw ilejam i, w ym ienionym i przez N akielskiego: nadali immu
nitet skarbowy dla m ieszkańców wsi klasztornych, według którego
byli oni zw olnieni od następujących świadczeń: od obowiązku
udziału w wyprawacli w ojennych, od uczestnictwa w budow ie gro
dów książęcych, nie dawali poradlnego i stróży. nie dostarczali
pow ozu i podw ód oraz nie podlegali m incerzow i panującego
księcia 101. Ten ostatni przyw ilej był uwolnieniem od jurysdykcji
sądowej m incerzy, sprawowanej przez nich w imieniu księcia na
targu m iechowskim 10!. W ykaz patriarchy Monacha poświadczał
przyw ileje: Bolesława K ędzierzaw ego z roku 1174 dla ludności
wsi klasztornych m iechow itów ; potw ierdzone powyższe w olności
przed rokiem 1178 przez Mieszka Starego, a także przez K azi
mierza Sprawiedliwego przed rokiem 1 1 8 7 103. Drogą tych przyw i
lejów klasztor uzyskiwał egzem pcję dla wszystkich wsi pierw otnie
nadanych i później uzyskanych dóbr. Tą drogą sądowa władza
książęca przechodziła na klasztor, który sprawował ją za pośred
nictwem prałata klasztornego względnie katedralnego. „Sądow y
immunitet m iechowski był pełny, bo poza teoretyczną od pow ie
dzialnością przed Bogiem , a praktycznie przed prałatem klasztor
nym nie przewidywał innej instancji ’04. Przyw ilej ten był za
twierdzony przez Henryka B rodatego w roku 1232. Konrada
w roku 1243 i Bolesława W stydliw ego w roku 1259.
100
101
102
10:ł
104
tamże.
R. G r o cl e c k i. Początki im m unitetu w P olsce, Lwów 1930 s. 42. 61.
tamże.
tamże.
tam że.
też o nadawaniu na w ieczność Kazim ierz Wiel ki w r. 1354, zatwierdzając
W stydliw ego z r. 1256 i dodając sam pewne w ol
Pierwszy immunitet książęcy obejm ow ał tylko mieszkańców
M iechowa wraz z trzema wsiami nadanymi przez Jaksę, a rozciąg
nięcie przyw ileju egzem pcyjnego na wszystkie dobra bożogrobców
przez patriarchę Monacha w' dokum encie z roku 1198 — należy
uznać za zgodne z życzeniem i dążeniami m iechowskiego klasztoru.
Z tego względu bulla Innocentego III z roku 1208. zatwierdzająca
immunitet i nadania Henryka B rodatego z roku 1232, wspominała
przede wszystkim o M iechow ie 10,,. W roku 1243 M iechów otrzy
mał od Konrada imm unitet na wszystkie wsie nie tylko nadane
lecz i zakupione przez b ożogrob ców . Szereg późniejszych przyw i
lejów nie wnosiło pow ażniejszych zmian i dotyczyły one wsi, które
przybyły bożogrobcom ju ż po wydaniu przywileju przez Konrada.
D opiero dokum entem z roku 1295 została objęta całość dóbr
klasztornych; zawierał on generalne zezwolenie na lokację na
prawie niem ieckim w posiadłościach m iechow itów 10'. Przyw ilej
ten był bardzo ważny dla M iechowa i stanowił ukoronow anie wy
siłków zakonu: „zaw ierał immunitet sądowy dla wszystkich wsi
lokow anych, a raczej m ających być lokow anym i, w którym król
W acław uwolnił je od sądownictwa wszystkich urzędników kra
kowskich i sandom ierskich. Dla króla i starosty zastrzeżono tylko
te sprawy, które proboszcz czy sołtysi zaniedbali rozsądzić. Spra
wy te miały być wywrołane pozw em króla lub starosty, a sądzone
według prawa niem ieckiego, tego, jakim mieszkańcy byli lo k o
wani" 10". W roku 1354 nastąpiło zrównanie wsi na prawie polskim
i niem ieckim , zam ykające trzy etapy w procesie odstępywania
przez księcia jurysdykcji na rzecz klasztoru m iechow skiego. Osią
gając już w początkow ym stadium tego procesu uniezależnienie
105
Z. K a c z m a r c z y k , Im m unitet sądotcy w dobrach kościoła iv P olsce,
Poznań 1936 s. 172— 182.
10,i tamże.
107 tamże.
108 tamże.
się od ju rysdykcji biskupiej i książęcej — zakon b ożogrobców
w M iechow ie zapewnił sobie pełną sam odzielność i stał się samo
istną władzą, rządzącą się podług wewnętrznych praw i reguł
panujących w zakonie. U zależniając tą drogą od hierarchii ka
pituły m iechow skiej wszystkich poddanych swych wsi i miasteczek,
w tym szczególnie M iechowa i Skaryszewa, rządząc nim i przez
podw ładnych sobie w ójtów i sołtysów — stawał się wyłącznym
panem w swych posiadłościach.
JO. W A L K A
O Z A G A R N IĘ C IE W Ł A D Z Y
PREPO ZYTA
M IECH OW SKIEGO
I W PRO W AD ZEN IE O P A TÓ W- KOMEND A T A RIUSZ Y
Powyższa pełnia władzy i sam odzielność bożogrob ców w M ie
chow ie stworzyła bardzo silną enklawę gospodarczą, m ogącą być
przykładem — jak to podkreślił Długosz — dla wszystkich zain
teresowanych racjonalnie prow adzonym i gospodarstwam i rolnym i.
I właśnie te wielkie zasoby materialne m iechow itów i ich gosp o
darność stały się przyczyną walki — prow adzonej z zewnątrz —
o opanow anie stanowiska proboszcza m iechow skiego. Nie p om ogło
uchylenie się w średniowieczu od ju rysdykcji biskupiej, gdyż najpierwsi dygnitarze kościelni ubiegali się o bogate probostw o m ie
chowskie ze względu na jego w ielkie doch ody. W alka ta toczyła
się ze zmiennym szczęściem i przez długie dziesiątki lat zakon p o
trafił zw ycięsko bronić swej niezawisłości, późn iej jednak uległ.
Nie wszyscy jednak opaci m iechowscy przychodzący z zewnątrz
przyczynili się do rozkładu w ew nętrznego i zaprzepaszczenia
głów nego celu, jakiem u bożogrobcy m ieli służyć społeczeństwu p o l
skiemu. W ielu z nich przyczyniło się do okresow ego podniesienia
świetności zakonu; ostatecznie jednak byli właściwą przyczyną
w ew nętrznego rozkładu i spow odow ali kasatę zakonu. Opanowanie
władzy przez tytularnych dygnitarzy kościelnych — którzy przez
swą n ieobecność w M iechow ie w yw oływ ali brak wewnętrznej spo
istości i dyscypliny, a także ich nastawienie niemal wyłącznie
mające na celu czerpanie korzyści materialnych — spow odow ało
zanik działalności zakonu w myśl założeń jego reguły.
Walka powyższa toczyła się niemal przez okres trzystu lat,
a więc przez czas dostatecznie długi dla wprowadzenia rozkładu
w najbardziej nawet organizacyjnie i ideow o silnej społeczności
kościelnej. Przebieg tej walki był następujący. O bowiązkiem pre
pozyta m iechow skiego było zwoływanie co trzy lata kapituły ge
neralnej do M iechow a; w kapitule tej uczestniczyli wszyscy b ożo
grobcy osadzeni na probostw ach, w szpitalach i szkołach
Obra
dy kapituły trwały trzy dni i na niej wybierano hierarchię zakonu;
nieprzybycie groziło utratą beneficju m , a dla wikariuszy klątwą.
>°» Ks. G a c k i , Jz. cyt., s. 138— 140.
Kapituła podejm ow ała uchwały mające służyć dobru zakonu,
dla poży tku wszystkich braci. K apituły z r. 1620 i 1625 określiły
obow iązki każdego zakonnika, w słusznej dążności do zreform ow a
nia tradycji, która — w okresie zakończenia walk z różnow iercami — musiała iść z postępem czasu.
Wybrany przez kapitułę generalną p roboszcz m iechow ski miał
obow iązek zwizytowania
przynajm niej raz w roku — wszyst
kich placów ek podległych klasztorowi w M iechow ie. Ponieważ
brak czasu i duże odległości utrudniały wykonyw anie tych czyn
ności dlatego prepozyt m iechowski rządził tymi placów kam i przez
czterech prow incjałów , których ustanow iono w roku 1585 <1la :
W ielkopolski, Małopolski zachodniej i w schodniej oraz M azow
sza uo. W szczególnych wypadkach proboszcz m iechowski m iano
wał w izytatorów , którzy potem składali sprawozdania. Każdy
z prow incjałów był przełożon ym któregoś z kościołów w swej p ro
wincji i składał sprawozdanie cztery razy do roku proboszczow i
miechowskiem u, radząc się go w ważniejszych sprawach.
Z początkiem wieku X V I w pływ ow e duchow ieństw o p od jęło
pierwsze starania o obsadzenie probostw a m iechow skiego osobami
z zewnątrz, z uwagi na w ielkie dochody jakie ono dawało. W roku
1505
na sejm ie lubelskim — kanclerz królewski Jan Łaski,
mając na względzie słabe uposażenie diecezji w łocław skiej, w k tó
rej był dziekanem, postawił wniosek o przyłączenie do diecezji
w łocław skiej probostw a w Gostyninie, będącego w ręku b ożo
grobców
Przeszło to łatwo i biskup płocki. Erazm, wniosek
ten zatw ierdził. W odpow iedzi na to prepozyt m iechowski, T o
masz, odwołał się do Rzymu, gdzie uzyskał w roku 1513 hreve
Leona X , w którym papież — pod groźbą kary kościelnej — za
bronił uszczuplania dóbr m iechow skich. Fakt ten nie powstrzymał
jednak biskupa przem yskiego. Piotra T om ickiego (popartego przez
króla Zygmunta I u tegoż papieża Leona X ), od starań o przy
łączenie probostwa m iechow skiego do biskupstwa przem yskiego ,1S.
Papież dokonał tego przyłączenia lecz w obec stanowczego sprze
ciwu opata m iechow itów , Tom asza, doszło do procesu w Kurii
Rzymskiej. Sprawa toczyła się przez dziew ięć lat; rów nocześnie
Miechów interweniował na sejmach, a danie dygnitarzom kra
kowskim sporych sum (kasztelanowi krakowskiemu Szydłow ieckieniii 40 dukatów, A n drzejow i Tęczyńskiem u, w ojew odzie kra
kowskiemu, 130 dukatów, a M ieleckiem u 200 złoty ch ), a dalej
łączne wydatki w Rzym ie 200 dukatów i na sejm ach 5.665 z ło
tych — zadecydow ały o odw ołaniu tej decyzji. Papież Leon X
wydał w roku 1520 breve, w yłączające zgrom adzenie m iechowskie
110 tamże.
111 Ks. P ę k a l s k i , dz. cy t., s. 89.
118 tam że; ks. Wł . S a r n a , E piskopat przem yski, Przem yśl 1902 s. 87.
spod władzy diecezjalnych biskupów lls. Papież Klemeus VII bul
lami z r. 1522 i 1524 unieważnił przyłączenie dóbr miechowskich
do biskupstwa przemyskiego i nakazał ks. Tomaszowi Rożnow
skiemu, oficjałow i krakowskiego konsystorza, przeprowadzić od
łączenie dóbr miechowskich przyłączonych kiedykolwiek do któ
regoś z biskupstw 1U. Również Zygmunt Stary podpisał uchwały
sejmową w Piotrkowie wr roku 1524, dotyczącą nietykalności fun
duszów z dóbr bożogrobców polskich oraz ich dalsze prawo do
wyboru na kapitułach miechowskich generała zakonu z zastrzeże
niem zatwierdzania go przez biskupa krakowskiego. Zygmunt Au
gust w roku 1562 potwierdził wolny obiór prepozyta generalnego
miechowskiego i wyraził słowa uznania dla działalności zakonu.
Kiedy jednak ówczesny przełożony Miechowa Jan z Lwówka
z powodu podeszłego wieku chciał zrezygnować z piastowanej
godności, postanowił skorzystać z tego ulubieniec królewski ks.
Szymon Ługowski, kanonik katedry krakowskiej i wysunął swoją
kandydaturę na generała bożogrobców ni>. Kapituła miechowska
w roku 1566 — mimo przysłania na nią wysokiego urzędnika kró
lewskiego, mającego poprzeć starania ks. Ługowskiego — nie
wybrała go swym przełożonym. Królowi przedstawiono jednak,
że powodem odmowy był brak jednomyślności kapituły; wtedy
to Zygmunt August zażądał od biskupa krakowskiego Padniewskiego wprowadzenia ks. Ługowskiego na prepozyturę miechowską.
W odpowiedzi na to żądanie królewskie biskup Padniewski, łącz
nie z legatem papieskim, zwołali synod biskupów do Łowicza,
na którym — w' roku 1566 — uchwalono „... by tylko zakonni
ków według ustaw kościelnych na opactwa i probostwa wolno było
wybierać” .
Nie wiele to pomogło. Po śmierci dziewięćdziesięcioletniego pro
boszcza Jana — król Zygmunt August — nie zważając na uchwały
synodu łowickiego
polecił instytuować na opactwo miechowskie
kanonika Ługowskiego, co biskup krakowski wykonał. Odtąd we
szło w zwyczaj obsadzanie opactwa miechowskiego przez dostoj
ników kościelnych diecezjalnych — ze względu na wielkie do
chody związane z Miechowem n\ Ks. Ługowski z dochodów tych
zakupił dla swojej rodziny dobra Korzkiew, a bożogrobcy tyle
zyskali na jego szesnastoletnich rządach, że odtąd opat mie
chowski otrzymał w stallach kanoniczych katedry krakowskiej
miejsce, jakie już dawno posiadali opaci — tyniecki i mogilski.
Ks. Ługowski został biskupem przemyskim, ale — przez naruszenie
113 N a k i e l s k i , ilz. cyt., s. 599.
114 tam że, s. 604— 606.
115 P ę k a l s k i , rfi. cyt., s. 94— 102; ks. L. Ł ę t o w s k i , K atalog bisku
pów , prałatów i kanoników krakow skich, Kraków 1852 t. III s. 320; H. B ar y c z , H istoria Uniw. Jag., K raków 1935 s. 567.
118 P ę k a l s k i , ,lz. cyt.
Boży G rób w kaplicy w ybu
dow anej w X V I wieku na
m iejscu pierwszego kościoła
rom ańskiego w Miechowie
G ryf Jaksy z Miechowa fundatora zakonu bożogrobców p ol
skich w r. 1163.
uchwal synodu łowickiego i hull papieskich — nie mógł uzyskać
zatwierdzenia Rzymu. Po dwóch latach zmarł u bożogrobców na
Stradomiu w Krakowie.
Zanim kapituła miechowska zdążyła wybrać z pośród siebie
nowego generała — przyjechał sekretarz królewski, kanonik Piotr
Tylicki; przedłożył on list wysuwający kandydaturę Andrzeja Ba
torego, bratanka króla Stefana Batorego
W związku z tym
w roku 1583 przyjechał do Miechowa biskup krakowski, Piotr
Myszkowski, w sprawie wyboru Andrzeja Batorego, popieranego
również przez legata papieskiego. Jakkolwiek legat papieski
stwierdzał na piśmie prawo bożogrobców do wyboru prepozyta
spośród nich samych — zgodnie z ustawami zakonnymi, ale równo
cześnie wyliczał korzyści mogące spłynąć na opactwo po obraniu
bliskiego krewnego króla. Batory, liczący wówczas zaledwie dwa
dzieścia dwa lata, został wybrany proboszczem miechowskim i re
zydował w Miechowie. Udawszy się do Rzymu został mianowany
kardynałem przez papieża Grzegorza X III. Tak na czele bożo
grobców stanął najbliższy krewny królewski i kardynał, który
rzeczywiście przysłużył się dla podniesienia znaczenia zakonu
i uporządkował wiele spraw wymagających reformy. Częściowo
roztrwonione przez ks. Ługowskiego wsie miechowskie Batory
odebrał i mimo administrowania diecezją warmińską okazywał bo
żogrobcom wiele życzliwości aż do swej śmierci w czasie wyprawy
wołowskiej w roku 1599.
Zygmunt III Waza uważając, że przyjął się zwyczaj obsadza
nia probostwa miechowskiego kandydatami z pośród protegowa
nych króla, wysunął na to stanowisko kanonika krakowskiego
Fogelwedera, którego wyborowi nikt się już w zakonie nie sprze
ciwiał “ 8. Fogelweder okazał się dla miechowitów pożytecznym,
lecz jako sekretarz króla nie wiele w Miechowie przebywał. Po
jego śmierci objął tamtejszą prepozyturę wpływowy dygnitarz
królewski i biskup warmiński Piotr Tylicki. Odtąd utarł się zwy
czaj, że biskup czy inny dygnitarz kościelny obdarzany był przez
króla dochodami z probostwa miechowskiego i w wypadku wakansu ubiegał się o wybór na opata w zakonie. Tylicki był dobrze
znany w Kurii Rzymskiej i dlatego wybór jego został potwierdzony
przez papieża Klemensa V III w roku 1603; z probostwa miechow
skiego zrezygnował, gdy został biskupem krakowskim w roku
1606, ponieważ nie mógł być własnym zwierzchnikiem. Uprzed
nio nie przeszkadzało mu w utrzymaniu tej godności przejście
z biskupstwa warmińskiego na włocławskie. Za jego następcy,
biskupa przemyskiego Macieja Pstrokońskiego, wszedł w życie
zwyczaj mianowania przez każdego tytularnego proboszcza mie7 tamże.
118 P olsk i Sloienik B iograficzny, t. V II s. 44— 46.
chowskiego jego zastępcy z pośród bożogrobców; w rzeczywistości
spełniał on wszystkie obowiązki lecz nie korzystał z dochodów.
W ten sposób koadjutorem tytidarnego proboszcza miechowskiego
został w imieniu biskupa przemyskiego — Szymon Turski, kano
nik Grobu Chrystusowego i przełożony klasztoru św. Jadwigi na
Stradomiu
Zatwierdzenie go przez Zygmunta III Wazę utoro
wało mu drogę do następstwa po śmierci biskupa Pstrokońskiego;
po dwóch latacłi samodzielnych rządów proboszcz miechowski-koadiutor Turski zmarł w roku 1611.
Odtąd, po śmierci któregokolwiek z proboszczów miechow
skich, król przedkładał zgromadzeniu miechowitów — na komendatariusza któregoś z wpływowych członków rodzin inożnowładczych czy też biskupów, piastujących w'ysokie stanowisko na
dworze. Przestrzegano jednak, by nowomianowani biskupi kra
kowscy — w wypadku, gdy byli prepozytami miechowskimi —
godność tę składali. Za rządów opatów-komendatariuszy dobra
miechowskie szły w dzierżawę i gospodarka upadała, gdyż tytu
larni proboszczowie przebywali poza Miechowem i zależało im
tylko na wyciągnięciu jak największych dochodów z fundacji za
konnych.
W roku 1642, przy nominacji na proboszcza miechowskiego
Jana Gembickiego, kapituła bożogrobców usiłowała bronić się
i przy wyborze postawiła nominatowi warunki: stałego zamieszka
nia w Miechowie, przyjęcia ślubów zakonnych, odebrania włości
miechowskich zastawionych przez jego poprzedników i oddania
dochodów zgodnie z intencją fundacji, a nie traktowania ich jako
funduszy świeckiego uposażenia 120. Gembiski odrzucił kategorycz
nie słuszne żądania bożogrobców i nie chciał słyszeć o potrzebach
zakonu. I tak już pozostało aż do kasaty zakonu miechowitów
w roku 1818, choć niektórzy z rzeczywistych generałów usiło
wali ratować zakon przed upadkiem materialnym i czynili wysiłki
dla podniesienia spoistości reguły zakonnej bożogrobców.
W międzyczasie, w roku 1768, Stanisław August Poniatowski
przyłączył dobra miechowskie do Akademii Krakowskiej i od
roku 1784 uczelnia ta miała sprawować pieczę nad opactwem
w Miechowie. Ponieważ administratorem z ramienia Akademii
chciał zostać Hugo Kołłątaj — król odmówił mu i w wyniku tego
tylko cztery wsie przypadły Uniwersytetowi: Michałowice, Parkoszowice, Smroków, i Orłów, zamiast projektowanych je
denastu m.
119 Ks. P ę k a l s k i , dz. cyt., s. 103.
120 ta m ie, s. 110.
111 tam że, s. 115— 119.
11. P R Ó B A R A T O W A N IA ZA K O N U BO ŻOG RO BC ÓW PRZED RO ZKŁAD EM
PO D JĘTA W X V III W.
Trwające przez dwa wieki rządy komendatariuszy nad zako
nem miechowitów, ograniczające się tylko do ściągania dochodów
z ich dóbr, bardzo rzadkich ich przyjazdów do Miechowa względ
nie całkowite zaniedbywanie spraw opactwa sprawiły, że z po
czątkiem wieku X V III zakonnicy postanowili ratować się przed
ostatecznym rozkładem. Wiedząc, że komendatariuszaini są bisku
pi, arcybiskupi i protegowani królów, którym niepodobna się
oprzeć i przeciwstawić, uradzili wybrać z pośród siebie general
nego przełożonego z wyznaczeniem kilku wiosek miechowskich
na uposażenie związane ze stanowiskiem122. Faktycznie stało się
to w roku 1709, ale zatwierdzenie trwało przez pewien czas.
Prośba, wniesiona przez miechowitów do Augusta Mocnego,
uzyskała aprobatę w roku 1725 i król „wydał przywilej, że kano
nikom Grobu Chrystusowego wolno wybierać generalnego przeło
żonego ze swego Zgromadzenia” 123. Wybór ten miał być tajny —
w oparciu o zezwolenie papieża Jana X X III z roku 1412; wy
brany opat miał używać w czasie uroczystości infuły i pastorału.
Kustosz zakonu, ks. Stępkowski, zwołał kapitułę generalna na
28 sierpnia 1725 roku tj. na dzień św. Augustyna, uroczyście ob
chodzony przez kanoników tejże reguły. Na kapitule wybrano ks.
Stępkowskiego generalnym administratorem do czasu uzyskania
zatwierdzenia przywileju przez papieża; ze względu na to, że
bożogrobcy wyjęci zostali spod jurysdykcji biskupiej, chcieli unik
nąć zatwierdzania go przez biskupa, obawiając się jego sprzeciwu
w związku z komendatorią.
Papież Benedykt X III zatwierdził przywilej Augusta Mocnego
i ponowił wszystkie poprzednie przywileje dla bożogrobców
w Miechowie. W międzyczasie komisarze — wyznaczeni przez
kapitułę — przeznaczyli osiem wsi na uposażenie opata mie
chowskiego: Pstroszyce, Kalinkę Małą, Bukowską W olę i pięć
mniejszych wsi tj. Podmiejską Wolę, Podleśną Wolę, Brzuchanię,
Biskupice, Strzeszów oraz czynsz z miasta Miechowa. Gdy król za
twierdził powyższe w roku 1726, zebrana kapituła wybrała ponow
nie ks. Stępkowskiego generalnym przełożonym, a biskup krakowski
bez sprzeciwu wprowadził go na opactwo 124. Od tego czasu, aż
do kasaty w roku 1819, rządzili zgromadzeniem bożogrobców opaci
w Miechowie, którzy położyli duże zasługi dla utrzymania swego
zakonu w dawnej świetności. Będąc bożogrobcami dbali o regułę
i ratowanie powierzonych ich pieczy kościołów, szpitali i resztek
dóbr klasztornych.
122 tamże.
123 tamże.
124 tamże.
Z tych czasów dochow ały się w dawnym opactw ie m iechowskim
księgi kapituły generalnej, zbierającej się przepisow o co trzy lata
oraz inne dokum enty świadczące o przyw róceniu uporządkow a
nych stosunków w zakonie. Księgi te są następujące: 1. Notata
varia, A. D. 1746, 2. Acta seu Gęsta Regni Poloniae itern Conventus Miechoviensis, A. D. 1757, 3. Acta Conventus Generalis
Miecltoi-iensis ordinis Canonicorum Regularium St. Sepulcri, A. D.
1774, 4. Visitatio generalis Ecclesiarum Ordinis Nostri Canonici
in Regno Galiciae et Lodomeriae e.ristentis, A. D. 1777. Księgi te
zawierają wszystkie rozporządzenia dotyczące d óbr zawiadywawanych przez bożogrobców , w izytacje kościołów , dokum enty od
noszące się do sprzedaży oraz dzierżaw, porządkujące poprzedni
stan rabunkowej gospodarki prow adzonej przez kom endatariuszy
itd. Oczywiście rozkład polityczn y R zeczypospolitej i rozbiory,
które podzieliły dobra m iechowskie m iędzy Prusy, Austrię i oca
lałą jeszcze część państwowości polskiej — nie sprzyjały całko
witemu opanowaniu sytuacji. Znamienne jednak było to, że próba
ratowania zakonu przed całkow itym upadkiem wyszła spośród
samych m iechow itów i rzeczyw iście dokonali oni w wieku
X V III — w okresie najm niej sprzyjającym przeprow adzeniu tego
zadania — dzieła uporządkowania prawie wszystkich spraw k o
ścielnych i m ajątkow ych.
Znamienną jest karta tytułowa Księgi kapituły generalnej
m iechow skiej z roku 1774; u samej góry um ieszczony jest kape
lusz kardynalski, stanowiący nawiązanie do osoby proboszcza m ie
chow skiego A ndrzeja B atorego. Kapelusz kardynalski stanowi zwień
czenie podw ójn ego krzyża Stróżów Grobu Chrystusowego, którego
podstawą jest korona królestwa jerozolim sk iego; po lewej stronie
kapelusza kardynalskiego infuła opata, po prawej zaś pastorał,
będące od roku 1412 insygniami przełożonych m iechow skich, d o
p iero na prawo od kartusza z napisem — wsparty o niego pazu
rami — G ryf Jaksy z M iechow a, fundatora i dobrodzieja zakonu.
Począwszy od opata Stępkowskiego zakonem w M iechow ie
rządzili generalni przełożeni, którzy w yprow adzili b ożog rob ców
z upadku lecz ukończeniu tego ich dzieła przeszkodziły warunki
polityczne i rozbiory. Zadecydow ały one w końcu o kasacie za
konu. P o Stępkowskim wybrany został na kapitule generalnej
w roku 1744 proboszczem m iechow skim ks. Jakub Radliński, p eł
niący p oprzed n io obow iązki proboszcza w Leżajsku 1‘ °. Celem ra
towania swego zgrom adzenia dał on w roku 1733 ze swego pryw at
nego majątku czterdzieści tysięcy zł. p oi. na rzecz K ościoła św.
Jadwigi na Stradomiu. Gdy zaś k ościół m iechowski spłonął w roku
1745 — przystąpił natychmiast d o jego odbudow y i tak stanął
now y kościół dochow any p o dzień dzisiejszy. Za jego rządów do125 tamże.
konano gruntownej w izytacji wszystkicłi k ościołów , szpitali i wsi
będących pod zarządem b ożog rob ców , co przyczyniło się do napra
wienia wielu błędów i w ypaczeń z okresu zaniedbań p opełn ion ych
przez komendatariuszy. Tą drogą opactw o w M iechow ie stało się
znowu generalną siedzibą dla wszystkich czterecłi p row in cji za
konu i — bez względu na odległość — koncentrow ało wszystkie
ich sprawy. Zarów no doprow adzenie do porządku wewnętrznej
dyscypliny jak i zewnętrzne uporządkow anie społeczności zgro
madzenia zawdzięczano rządom opata Radlińskiego (1760— 1762),
doktora teologii, człowieka w ykształconego i roztropn ego w p o
dejm owaniu niełatwych decyzji.
P o Radlińskim generalnym przełożonym został wybrany w ro
kit 1762 ks. Florian B ujdecki, d ok tór teologii i protonotariusz
apostolski, przełożony gnieźnieńskiego klasztoru 1 *. Jemu zawdzię
cza kościół m iechowski kontynuowanie budow y, a zakon dalsze
uporządkowanie swych wszystkich spraw. Był on autorem b io
grafii biskupa Macieja Łubieńskiego który stworzył wiele fundacji
dla b o żog rob ców ; biografia ta została wydana w roku 1752 127.
Po śm ierci B u jdeckiego w roku 1765 opatem m iechowskim w y
brano jeg o rodzonego brata, Mateusza B ujdeckiego, który rządził
do roku 1788.
Na kapitule w roku 1788 obrano generalnym przełożonym za
konu Tomasza N owińskiego, który zmarł w roku 1830; za jego
rządów — w roku 1819 — nastąpiła kasata z a k o n u 128. Nowiński,
rzymski doktor teologii, był kustoszem m iechow itów w roku 1786,
a na kapitule w roku 1788 wybrany został opatem m iechow skim ;
w roku 1816 biskup W oron icz konsekrował N owińskiego na bisku
pa biblejskiego. Po nim proboszczem m iechowskim był jeszcze
w latach 1830— 1852 człon ek zakonu, kanonik ks. Baltazar Chwalbiński; od jego następcy rozpoczyna się działalność proboszczy,
rekrutujących się z duchow ych diecezjalnych 128.
12. KOŚCIÓŁ M IECH OW SKI W W IE K U X V III O R AZ JEGO Z A B Y T K I
W wieku X III zaistniała potrzeba wzniesienia kościoła w ięk
szego rozm iaram i od dotychczasow ego, który już został p oprzed
nio opisany. Pod jego budow ę wybrano m iejsce zlokalizow ane
w- kierunku południow ym od kaplicy B ożego Grobu, która znalazła
się w pośrodku wirydarza i krużganków klasztornych. Budowa tego
drugiego kościoła objęła lata 1233— 1293; w roku 1947/48 odkryto
ścianę zachodnią, rom ańską, u dołu mającą gzyms z wałkiem 1S0,
128
127
128
129
tamże.
Ks. G a c k i , dz. cyt., s. 233.
P ę k a 1 s k i, dz. cyt., s. 120— 121.
Ks. N a w a r r a, dz. cy t., s. 522.
z oknem na zewnątrz rozglifionym , z przeźroczem czterolistnym .
Przypuszczalnie jest to ściana drugiego kościoła zbudow anego
w stylu rom ańskim . Fasada ta, zbudowana z dużych kamieni
i kostek ciosow ych, podzielona jest na dwie kondygnacje od stro
ny wewnętrznej kościoła; we wnęce fresk z przedstawieniem
Ukrzyżowania z roku 1380. W późniejszym czasie kościół ulegał
kilkakrotnie przeróbkom w latach 1394— 1410. Rocznik M ie
chowski pod datą 1394 wspom ina o zburzeniu poprzedn iego k o
ścioła i rozp oczęciu budow y now ej świątyni; odkryta zachodnia
fasada romańska zdaje się jednak przeczyć całkow item u zburzeniu
drugiego kościoła m iechow skiego. P ożar w roku 1506 miał znisz
czyć kościół, a przynajm niej dach kryty ołow iem i wiązania zgo
rzały, na w idok czego zwariował ówczesny proboszcz m iechowski
M arcin z R adom ia; kościół odbudow ał jego następca Tomasz
z Olkusza i pokrył go d a ch ó w k ą m. P o pożarze w roku 1745,
w otaksowaniu kosztów odbu dow y brali udział w roku 1749 mi
strzowie z Krakowa — murarze D om inik i W ojciech Puckow ie
oraz M aciej Cepigowski i cieśle Jakub N ow erkow icz i Jan N ow a
kow ski 1J'. Odbudowa kościoła w stylu p óźn obarokow ym trwała
do roku 1771. K ościół niewątpliwie zawiera mury rom ańskie, go
tyckie, które d o 't e j pory nie zostały przebadane.
K ościół m iechowski, zgodnie z założeniem budow y średnio
w iecznej. jest orientowany, m urowany i zgodnie z tradycją zako
nu m iechow itów nosi wezwanie B ożego G robu. Po stronie południow o-zachodniej stoi luźno — w stosunku do korpusu k o
ścioła — wieża o charakterze obronnym , znamienna dla zna
czniejszych kościołów b ożog rob ców w Polsce. W doln ej kon dyg
nacji wieży kościoła m iechowskiego można się doszukać śladów
budowy drugiego kościoła rom ańskiego l33. W ieża ma sześć k on
dygnacji i wykazuje nawarstwienia budow y kamiennej z lat
1233— 1293, gotyckiej z w ieków X IV i X V o cegłacli z wzoram i
zendrów ki: u szczytu nadbudówka z początku wieku X IX
i hełm w kształcie kuli, pokryty blachą miedzianą. Zw ieńczenie
wieży sym bolizuje kulę ziemską. Przypuszczalnie ten typ wieży
w prow adzili bożogrobcy do swej architektury sakralnej po przy
byciu do Polski, przeszczepiając w ten sposób z Ziem i Świętej
bezpośrednie w pływy budownictwa spełniającego podw ójną rolę —
sakralną i obronną. W ieża kościoła m iechow skiego stała się nie
wątpliwie w zorem przy budowaniu wież w kościołach b o żo g ro b
ców na Spiszu, w Przeworsku, Leżajsku i Gostyniu. B ożogrob cy
przypuszczalnie przejęli zarów no architekturę Palestyny jak
131 Ks. N a w a t r a , dz. cyt., s. 412.
132 Z. B o c z k o w s k a, dz. cyt., s. 21— 25.
133 T. S z y d ł o w s k i , P om nik a rch itek tu ry Piastow skiej. K raków
s. 31.
1928
i wpływy architektury rom ańskiej przeszczepionej do Ziem i Świę
tej przez krzyżow ców . Stąd luźno stojące wieże obronne przy
kościołach m iechow itów wykazują w pływ y architektury w łoskich
cainpanilli.
Korpus kościoła m iechow skiego posiada prezbiterium zam knię
te w ieloboczn ie, trójprzęsłow e, p ołączon e z trzynawową bazyliką
rów nież trójprzęsłow ą 1S4. Nawy boczne zamknięte są kaplicam i:
po lew ej — kaplica Ukrzyżowania, po prawej — M. B. Często
chow skiej. D o p ółn ocn ej ściany prezbiterium dobudow ana została
dw ukondygnacjow a budowla w roku 1410; m ieści ona na d ole
zakrystię i na piętrze — z lat 1611— 1616 — skarbiec i klatkę
schodową. P o stronie połu dniow ej, kruchta i rów nież dw ukon
dygnacjow a budowla z biblioteką na piętrze. Od strony p ółn ocn ej
przylega do kościoła tzw. Zam ek czyli pałac prepozytów m iechow
skich połączon y dobudow anym przejściem z zakrystią. Od strony za
chodniej lewa nawa połączona jest z krużgankami klasztoru, a chór
z dawnymi celam i zakonników .
„W ew nątrz bazyliki ściany prezbiterium podzielon e gzymsem
na dwie kondygnacje: w dolnej podział ram owy, w górnej za
pom ocą pilastrów i belkowania z attyką, w polach m iędzy pilastrami balkoniki. Nawa główna otwarta do naw bocznych arka
dami filarow ym i; podział w form ie parzystych pilastrów, b elk o
wania i attyki. Tęcza w yodrębniona opilastrowanym i filaram i przy
ściennymi. Sklepienia kolebkow e z lunetami, na gurtach p o
jedynczych i parzystych, lub krzyżow e w nawach boczn ych (urato
wane od pożaru dachu nawy głów nej w roku 1506). Chór m uzycz
ny przechodzący przez całą szerokość korpusu, na pięciu arkadach
filarow ych opilastrow anych, o linii falistej” 135. K lerycy m iechow
scy tw orzyli ch ór w zorow any na chórach katedralnych; ch ór ten
stal na wysokim poziom ie i cieszył się dużą sławą.
W edług N akielskiego — przed pożaram i k ościół m iechow ski
i jego krużganki ozdobion e były herbami fundatorów i d ostojn i
ków, których pam ięć chciał w ten sposób uczcić zakon m iechow i
tów 136. Miał tam znajdow ać się herb francuski patriarchy jerozo
lim skiego A lm eryka, z czasów pobytu Jaksy w Ziem i Świętej
i wysłania do Polski pierw szego kanonika-bożogrobcy. W pierw
szym rom ańskim kościele miały być przypuszczalnie jeszcze herby
dostojników kościelnych z drugiej połow y wieku X I I : Piotra —
arcybiskupa gnieźnieńskiego, Mateusza — biskupa krakow skiego,
W altera i Żyrosława — biskupów w rocławskich, Gudnera —
biskupa w łocław skiego, Świętosława, Gerarda, A rnolda, M okroty — biskupów poznańskich, W ilka, W ita — biskupów płockich
1:14 Z. B o c z k o w s k i, dz. cyt. 8. 21— 25.
135 tam ie.
,
136 Ks. W i ś n i e w s k i . dz. c\t.. a. 120— 122.
oraz innych dostojników . Nie zapom niano też o Łabędziu Piotra
W łasta, teścia Jaksy. Z k olei szły herby rycerstwa, które uposa
żyło m iech ow itów : Odrow ąż — Radosława z K ońskich, N ałęcz —
Gniewom ira z Czarnkowa (Ł ętk ow ice), Starykoń — Szafrańców ,
Habdank — Kagnim ira (B ieganów ), Ośłagłowa — Jakuba (o fia r o
dawcy wsi K arcze), B ogorja — M ikołaja (Jaksice i R zep lice),
Strzemię — Zem enty (U n iejów ), Radwan — Pakosława (U darz),
N ieczuja — W szebora (G olczew o), Sasor — H inczów (Szczepanowice, Pstroszyce, C bod ów ), D em bno — Żyry (Sam ogost, Stawiany),
Tarnawa — B udziw oja (G oresław ice), Nowina — Świętosława
(C hycza), Doliwa — Jana K rzyżow ca, drugiego prepozyta niiecbow skiego, Lubicz — Budzisława spod Łęczycy. Z tych herbów
kilka pozostało w krużgankach, a to: T op ór, Odrowąż, Łodzią,
Łabędź i Dołęga.
W nętrze kościoła posiada figuralną i ornamentalną d eko
rację stiukową w stylu rokokow ym , wykonaną przez W ojciecha
R ojow sk iego w latach 1765— 1771 13‘. N ajw idoczniej rob oty restau
racyjne trwały bardzo długo, skoro odbudow any kościół został p o
nownie konsekrow any przez prepozyta N ow ińskiego w roku
1802 13s. Z dokum entów — w yjętych z puszek w czasie restauracji
kościoła w roku 1882 — wynika, że ambona w stylu rok ok ow ym
została ukończona w roku 1777, ołtarz zaś śś. Piotra i Pawła
w roku 1781 ,39.
„O łtarz
głów ny
ze
stiukową
płaskorzeźbą
Zmartwychwstania
Chrystusa,
posągam i trzech Marii i anioła oraz aniołów adorujących, rokokow o-klasycystyczny, zapewne po r. 1771. Ołtarze boczne ze stiukowym i płasko
rzeźbam i i posągam i, rokokow e: dwa przy tęczy po r. 1765, dwa przy
fila ra ch ; dwa w nawach boczn ych , z obrazam i św. Anny i św. Józefa, ma
lowanym i przez Franciszka Sm uglew icza; jed en w kaplicy pł. ok. 1771,
w ykonany przez Franciszka R ojow skiego, w nim krucyfiks późnogotycki
z pocz. X V w .; jeden w kaplicy połu dn iow ej z obrazem Matki B oskiej
Częstochow skiej. Ołtarz w kaplicy św. Marii M agdaleny z obrazem św.
Barbary, późnobarokow y. Ołtarz w kruchcie
przy wieży z krucyfiksem
i posągiem Matki B. Bolesnej późn ob a rokow y” 140.
R ok ok ow e — ozdobion e krzyżem bożog rob ców i G ryfem Jaksy
z M iechow a — są dębow e stalle z roku 1771, tron prepozytów
i kon fesjon ały. Szafy i kom ody w zakrystii oraz lawaterz są
w stylu klasycystycznyin. O pierw szych organach w m iechowskim
kościele b ożog rob ców zachowała się wzmianka z roku 1376, poda
na przez N akielskiego; były to organy 22-głosowe, a sprowadził je
137
138
139
141
Z. B o c z k o w 8 k a, dz. cyt., s. 23.
Ks. W i ś n i e w s k i , dz. cyt., s. 115.
tamże.
Z. B o c z k o w s k a, dz. cyt., s. 23.
,
Portret ze zbiorów b. opactwa b ożogrobców w M iechowie z m s y g n i a m
ce tem z podw ójn ym krzyżem czerw onym zakonu Strozow Bożego
relikwiarzem zachowanym w skarbcu kościelnym
i
b is k n p im i^ m u
Kardynał Andrzej Batory proboszcz m iechow ski, generał zakonu, zmarły w r. 1599.
(Zbiory b. opactw a w M iechow ie).
Portret Samuela N akielskiego historyka zakonu bożogrobców polskich
w M iechowie (zbiory b. opactw a w M iechowie)
Portret Piotra K orycińskiego. posła króla Michała K orybuta W iśniow ieckiego do pa
pieża. generała bożogrobców m iechow skich, biskupa przem yskiego (zbiory b. opactwa
w Miechów ie)
M arcin Czczikus. Są także w zm ianki z wieku X V I I dotyczące
restauracji organów kosztem biskupa Zadzika. O becne organy p o
chodzą z czasów restauracji kościoła* Zegar na wieżę sprawili b o
żogrobcy jeszcze w średniow ieczu; obecny p och od zi z roku 1872
i został ufundowany przez magistrat m ie ch o w sk iI41.
Z zabytkow ych ksiąg liturgicznych kościoła m iechow itów za
chow ały się: ilum inowany antyfonarz „op ra w ion y w deski obite
białą skórą z wyciskam i, z drugiej połow y X V I wieku, w form ie
ramek obiegających opraw ę, z roślinnym i figuralnym ornam en
tem. Na okładce w idnieje łaciński napis majuskułami: A ntifonarius
E cclesiae M iechoviensis A. D. M D L X X X . W narożnikach i na
środku znajdow ały się niegdyś okucia, których obecnie brak. R ęk o
pis składa się z 217 kart pergam inow ych. Tekst pisany gotycką
majuskułą, nuty są w p ięć linii"’ 14\ Na w iniecie data 1562 i w y
raźne w pływ y włoskie w dekoracji, jakby zaczerpniętej z m oty
wów zdobn iczych architektury kaplicy Zygm untow skiej na W a
welu, wskazują na czas powstania antyfonarza. Opis jed n ej z mi
niatur, przedstawiającej Zbaw iciela, daje p ojęcie o je j wykonaniu:
„Z b aw iciel przedstaw iony (jest) en face, twarz ma szeroką, p o
krytą brodą, w łosy czarne spadają mu na ram iona, głowa w yko
nana piórkiem i tuszem. G łowę otacza duży, żółty nim b. Suknia
blado buraczkow ego koloru. U drapow anie szaty zaznaczone ciem
nymi, rów noległym i liniam i w iśniow ej barwry. Przy rękawrach w i
dać zieloną podszew kę sukni. Zbaw iciel podniósł praw'ą rękę jak
do błogosławieństwa, w lewej trzyma kulę świata z krzyżem , op ie
rając się o piersi” 143. Opis pow yższy jest ciekawy ze względu na
kulę zakończoną krzyżem b ożog rob ców na hełm ie w ieży kościoła
m iechow skiego; w obu w ypadkach można też doszukać się p o d o
bieństwa z w yobrażeniem przedsionka z kulą świata w świątyni
jerozolim sk iej w B iblii, w ydanej w Paryżu w roku 1563 144.
Bardziej jeszcze charakterystyczny jest inny zabytek wr skarbcu
dawnego opactwa m iechow skiego; jest to relikw iarz sprzed roku
1584, w yobrażający kaplicę G robu Chrystusowego w Jerozolim ie.
Darowany on został przez św. Karola Borom eusza kardynałowi
A n drzejow i Batorem u, przełożon em u bożog rob ców m iechow skich
w czasie jego pobytu w Rzym ie. P od ob n y do m iechow skiego jest
relikw iarz w kościele we W rocieryżu , należącym rów nież do b o żo
grobców m iechow skich; p och od zi on z roku 1806 i przedstawia
kopię Grobu Chrystusowego w Jerozolim ie. N iew ątpliw ie na re
likwiarzu rzymskim , przyw iezionym przez B atorego do M iechow a,
141 Ks. W i ś n i e w s k i , s. 119— 131.
142 Ks. J. Z d a n o w s k i , Ilum inow ane ręk op isy k sięgozb iorów kapitularza
k atedraln ego, Seminarium D uchow nego tv K ielcach i kościoła parafialnego
w M iech ow ie, K ielce 1929 s. 30.
143 ta m ie, s. 35.
144 Ks. W i ś n i e w s k i , dz. cyt., s. 130.
w zorow ane były p odobn e zabytki innych k ościołów b ożog rob ców
i podkreślały w ten sposób kult G robu Chrystusowego, związany
z regułą zakonu 14s.
.
13. ZALEŻNOŚĆ OD M IECH OW A P A R A F II W CZTERECH PRO W IN CJACH
I ROZW ÓJ D ZIAŁALN O ŚCI D U SZPASTERSKIEJ I SAM A RYTAŃ SK IEJ
W kościele skaryszewskim, dochow ał się — z czasów jeg o przy
należności do b ożog rob ców m iechow skich — kielich ufundow any
przez W awrzyńca K oryck iego w roku 1763; na jeg o stopie znaj
duje się w izerunek kaplicy B ożego G robu w Jerozolim ie 14e.
W śród zabytków skarbca m iechow skiego zwracają uwagę trzy
kielichy: p óźn og otyck i — bogato rzeźbiony i wysadzany perłam i —
z ok oło roku 1500; rok ok ow y — z inicjałam i złotnika krakow
skiego LM (M arcina Lekszyckiego) i datą 1773 — oraz rów nież
rok ok ow y — z datą 1775. Cechami Lekszyckiego są jeszcze ozna
czon e: rok ok ow y relikwiarz i tacka z roku 1774. Z zabytków baro
kow ych znajdują się tam: pacyfikał z wieku X V II, krzyż ołta
rzow y z postacią U krzyżow anego wykonaną z kości słoniow ej, am
pułki cechow ane w Augsburgu oraz tacka z drugiej połow y
wieku X V II ,47.
P rócz tego jest wiele zabytkow ych tkanin, a to: kap, ornatów,
dalm atyk z okresu X V I— X I X wieku oraz dwie infu ły opatów
m iechow skich z p ołow y wieku X V II.
Od pierwszej chwili przybycia do Polski m iechow ici — zgod
nie z regułą zakonu — rozw ijali działalność duszpasterską i sa
marytańską w czterech p row in cjach : M ałopolskiej ze Spiszem,
W ielk opolsk iej, M azow ieckiej i Przem yskiej, zwanej czasem ruską.
Bez om ówienia — ch oćby najbardziej szkicow ego — historii ro z
w oju tych p row in cji m iechow itów (zawsze pozostawały w najściś
lejszej zależności od prepozyta w M iechow ie i kapituły zakonu
a także odbyw ały swe zjazdy w M iechow ie) nie da się w pełni
zobrazow ać zadania, w ykonyw anego przez zgrom adzenie je ro z o
limskie na ziemiach polskich. Zależność prow in cji od M iechowa
była dlatego tak ścisła i ciągła, ponieważ bożogrobcy uzyskawszy
uw olnienie papieskie od ju rysdykcji biskupów diecezjalnych od
w oływ ali się do nich tylko w sprawach, o których rozstrzygnięciu
nie mogła decydow ać hierarchia zakonu w M iechow ie.
R ozpatrując kolejno historię bożog rob ców w tych czterech p ro
w incjach należy podkreślić, że w spółzależność wizytacyjna i hie
rarchiczna nie została rozluźniona nawet po rozbiorach Polski.
M imo trudności w pokonyw aniu now ych granic w ramach admini
stracji obcych rządów zachowane z tych czasów w izytacje wska
zują, że bożogrobcy z innych p row in cji nie tylko utrzymywali
kontakt z M iechow em ale byli mu tak posłuszni, jakby nie istniały
podziały polityczne. Nawet p o kasacie zakonu, z niektórych parafii
bożogrob ców znajdujących się pod zaborem austriackim czy pru
skim, wysyłano do M iechowa cenne księgi i dokum enty rozum ie
jąc. że tam jest ich główne przeznaczenie historyczne.
W każdej z p row in cji rozróżniano w roku 1574 dwa rodzaje
parafii t.j. zawiadywane przez p roboszczy b ożogrobców -prepozytów i bożogrobców -pleban ów (w hierarchii diecezjalnej tych
ostatnich uważano za niższych 148). W roku 1574 proboszczy-prep ozytów miały parafie: w Gnieźnie, Przeworsku, K rakow ie, B y
tomiu, Lendaku na Spiszu, W yszogrodzie, Leżajsku, Pyzdrach, Sie
radzu, Łęgow icach, Żarnow cu, Sępolnie, G rodzisku, R ypinie,
Górznie. Plebani rządzili na parafiach w Skaryszewie, Chełmie
n. Rabą, W rocieryżu, U niejow ie, C hodow ie, R adołow icach , Giedlarowej, U rzewicach, Łapszach N iżnych i H anuszowcach na
Spiszu.
B iskupi nie chcieli zrezygnow ać z prawa ingerencji w w e
wnętrzne sprawy b ożog rob ców na terenie swych d iecezji; przy
kładem tego była wizytacja biskupa przem yskiego w Przeworsku
w roku 1490, po k tórej zalecił: „b y przełożony dawał braciom
dobre p iw o, trzymał dla nich służącego i miał pieczę nad chorym i,
Reasumując powyższe należy stw ierdzić, że obecn y kościół
m iechow ski znajduje się na fundam entach kościoła rom ańskiego
z wieku X I I I ; odkryta fasada zachodnia wskazuje na to, że mury
jeg o pow inny tkwić w późniejszych murach, poch od zących z ok re
su przeróbek gotyckich, częściow o renesansowych i p óźn obarok ow ych ; te ostatnie wiążą się z okresem po pożarze w roku 1745.
Do tej p ory brak było badań architektoniczno-archeologicznych,
które nie są łatwymi do przeprow adzenia z uwagi na konieczność
kontynuowania pracy duszpasterskiej. Prow adzenie badań wyma
gałoby wyłączenia od pełnienia kultu głów nej nawy. W każdym razie
konieczne jest przebadanie wieży, jako zabytku architektury sakralno-obronnej oraz krypt, których część m oże być dotąd zam urowa
na i tym samym niedostępna. Nie należy rów nież lekcew ażyć p oda
nia o połączeniu podziem nym piw nic kościoła z pobliskim rynkiem
miasta, w pośrodku którego miała znajdow ać się studnia i z niej
prow adziło tajne w yjście. B yć m oże, że naukowe badania ujawnią
inne rozwiązanie tego podziem nego przejścia; m ogło się ono ciąg
nąć spod kościoła czy klasztoru na dużo większą odległość — na
wet poza teren miasta M iechow a. Liczne zbrojne napady na M ie
chów i inkastelacja klasztoru w początkach wieku X III nasuwa
przypuszczenie, że tego typu ukryte przejście było konieczne.
145 K atalog Zabytk. Szt. tv P olsce, t. III nr 10 s. 38— 10.
146 tam że, nr 3 s. 42.
147 Z. B o c z k o w s k a, dz. cyt., s. 24.
148 N a k i e l s k i , dz. cy t., s. 693.
braciom natomiast przykazał: by się w mieście nie zabawiali, śpie
wali godziny w kościele i nie m ieli żadnych rzeczy ponad osobistą
kon ieczn ość” 149.
R ów nież konsystorze biskupie rozpatryw ały spory m ajątkowe.
Przykładem tego m oże być spór w kurii krakow skiej w roku 1486
m iędzy bożogrobcem M ikołajem ze Strojnow a, plebanem w Cheł
mie, a Janem Pękosławskim , proboszczem m iechowskim , o za
garnięcie dw orskich gruntów; spór zakończył odkopcow an iem ról
zagarniętych przez plebana lso.
W średniow ieczu biskupi dokonyw ali oceny działalności gospo
darczej m iechow itów , dając im w nagrodę za karczowanie lasów —
w olne rybołóstw o.
N aogół wzajemne stosunki układały się harm onijnie; wyjątek
stanowili ci biskupi, którzy działali w kierunku zawładnięcia d o
brami b ożog rob ców wrzględnie stosowali nacisk przy obsadzaniu
godności komendariusza osobam i kierującym i się względam i ma
terialnym i; zakon z reguły m ocno się temu sprzeciwiał i tym sa
mym popadał w otwarty lub ukryty k on flik t. Poniew aż stan taki
trwał przez kilka w ieków, a pom im o to b ożogrob cy w sch od zili
zawsze z tych spraw obronną ręką, należy docen ić ich zasługi
w utrzymaniu reguły aż do kasaty zakonu w wieku X IX . Należy
też podk reślić, że opactw o m iechowskie aż do schyłku R zeczyp o
spolitej, a w ięc niemal do końca wieku X V III, m iało p odw ójn e
zw ierzchnictw o w osobach: kom endatariuszy działających na szko
dę podstaw materialnych zgrom adzenia i op atów -bożogrobców ra
tujących wszelkim i siłami podstaw y istnienia zakonu, tak ideowre
jak i finansowe. Przykładem takiej zlej w oli była postawa biskupa
kam ienieckiego M ikołaja D em bow skiego, m iechow skiego proboszcza-komendatariusza w latach 1743— 1756, który po straszliwym
pożarze kościoła m iechow skiego nie pozw olił na jakiekolw iek usz
czuplanie swoich d och od ów na odbudow ę 151. Cały ciężar tej odbu
dow y wzięli na siebie wyłącznie b ożog rob cy, zwłaszcza opaci m ie
chow scy, m ając uszczuplone d och od y w stosunku do tego, czym
dysponow ali m iechow ici w okresie średniowiecza.
R ozpatrzenie historii przynależności parafii diecezjalnych
i szpitali w czterech prow in cjach zakonu m iechow itów na zie
miach polskich daje pełny obraz osiągnięć działalności klasztoru
w M iechow ie. Osobną kartę stanowią szkoły prow adzone przez
b ożog rob ców na marginesie duszpasterstwa; zagadnienie to w y
maga osobnego om ówienia.
149 Ks. G a c k i , dz. cyt., #. 222.
150 tamże.
151 tam że, s. 247.
A. Prow incja M ałopolska ze Spiszem
P o M iechow ie najważniejszy ośrodek bożogrobców znajdow ał się w K ra
kow ie, który — jako siedziba panujących — wymagał dość w czesnego obsa
dzenia przez kapitułę miechowską. Przyw ilej lokacyjny Krakow a z roku 1257
wspom ina o młynie m iechow itów , zniszczonym przypuszczalnie w czasie najazdu
Tatarów w roku 1241. Należy w ięc przyjąć, że przybycie b ożogrobców do sto
licy nastąpiło przed tą datą; pewne jest posiadanie przez nich wsi B aw ół na
Kazim ierzu i kościoła św. W aw rzyńca, pochodzących praw dopodobn ie z fundacji
Jaksy z M iechow a; później wieś B aw ół przeszła w ręce kapituły (przypuszczalnie
w okresie buntu w ójta A lb erta ). D opiero za Kazim ierza W ielkiego wypływa
sprawa budow y k o ś c i o ł a ś w. J a d w i g i i s z p i t a l a d l a b o ż o g r o b
ców
n a S t r a d o m i u 152.
Zniknięcie m iechow itów z terenu K rakow a za czasów Władysława Łokietka
związane było z ukaraniem przez króla spiskow ców , do k tórych zaliczał się
H enryk, będący prepozytem m iechow skim w okresie buntu w ójta A lberta 158.
H enryk miał być spokrew nionym ze zbuntowanym w ójtem i w związku z tym
miał mu w ydzierżaw ić jedną z w iększych wsi klasztornych Ł ętkow ice, przyno
szącą rocznie 80 grzywien dziesięciny; dlatego właśnie wieś ta została na stałe
skonfiskowana przez Łokietka w roku 1312. —
Jest faktem , że bożogrobcy
w roku 1311 zostali w ypędzeni z M iechow a, pozbaw ieni swych w łości i dop iero
na interw encję papieża odzyskali M iechów i uposażenie w roku 1314. Papież
K lemens V , zwracając się do arcybiskupa gnieźnieńskiego o w zięcie w obronę
b ożogrobców m iechow skich, zalecał „u ży cie klątwy w ich obron ie” ,54. W pływ y
posiadane przez b ożogrobców w kurii rzym skiej — zapewne interw eniow ali za
pośrednictw em
patriarchy
jerozolim skiego
—
pow odow ały
kilkakrotnie
w y
stąpienie papieża i szybkie w ycofanie się Łokietka. R ok 1314 był datą śmierci
proboszcza m iechow skiego H enryka; dla ułagodzenia króla w ybrano jeg o na
stępcą Polaka — Benedykta. Dla ścisłości należy zaznaczyć, że K azim ierz
W ielki nie wykazywał najm niejszej n iechęci do zakonu; za je g o czasów otrzym ali
szereg zatw ierdzających przyw ilejów , a nawet pom niejszone taksy przy opod a t
kow aniu dóbr w roku 1349. Niem niej zniknięcie ich z Krakow a i to w chw ili
uplasowania się w nim now ych zakonów (cystersi, duchacy, dom inikanie i fran
ciszkanie) w wieku X III, musiało m ieć dla ich przyszłości pow ażne konsek
wencje polityczne. Stąd wypływ a ich chęć do pow rotu na teren K rakow a i dla
tego fundacja na Stradom iu stanowiła poniekąd m ożliw ość naprawienia błędów
pop ełnion ych przez ich poprzedników .
Długosz pod aje, że „K azim ierz W. chcąc przestrzeń zwaną Stradomiem
zaludnić i zabudow ać —
dla uczczenia Jadwigi obranej księżną wrocławską,
z której krwi sam p och odził, założył tam klasztor b ożogrobców , reguły św.
Augustyna, przeznaczając w r. 1360 m iejsce obszerne murem opasane na k ościół,
klasztor i szpital dla ch orych , które też gmachy pod wezwaniem św. Jadwigi
152 St. T o m k o w i c z, K la sztor szpitalny św. Jadwigi. R oczn. Krak. X X II,
8. 59— 66.
153 E. D ł u g o p o 1 s k i, Bunt ivójta A lberta. R oczn. Krak. V II. s. 164— 167.
154 tam że,
stawiać zaczął. A dalej, że siostra Kazim ierza W ., Elżbieta, królow a polska
wzgórzu p o prawej stronie rzeki przy trakcie do Krakowa. Na m iejscu tym —
i węgierska, dzieło przy śmierci brata n iedokoń czone i zaniedbane, na prośby
prepozytów klasztornych: Benedykta gnieźnieńskiego i Marcina m iechow skiego
mającym
fu n dację uczynioną przez Kazim ierza wznow iła w r. 1375, a instytucję dała
w posiadanie M iechow itów ” 155.
Lokalizacja m iechow itów na Stradom iu pod względem gospodarczym była
duże
znaczenie
obronne
—
skupiał
się
przypuszczalnie
kult
po
gański w czasach przedchrześcijańskich. Z tego zdaje się w zględu osadzono
tu b ożogrobców rów nocześnie z M iechow em , stwarzając filię klasztoru, która
od roku 1417 podlegała k ościołow i św. Jadwigi na Stradom iu w K rakow ie.
K rew ny Jaksy z M iechowa, M ichor, darował b ożogrobcom tę wieś p o pow rocie
istniejące) oddzielające Stradom od Kazim ierza, na zapleczu zaś — w m iejscu
Jaksy z Ziem i Świętej w roku 1163 159. K ościół, jaki tu pow stał, był drewniany;
zachowana świątynia murowana została wybudowana wr latach 1738— 1749
dzisiejszych ogrodów misjonarskich — był staw św. Sebastiana, będący przysta
i pośw ięcona w roku 1824 16°. Na je j fasadzie zachodniej um ieszczono kartusz
znakomita.
Od
strony
połu dn iow ej
znajdow ało
się
koryto
W isły
(dziś
nie
nią dla szkutów i barek; nad stawem tym znajdow ały przeładunkow e żurawie 156.
z herbem zakonu, a na w ieży i dachu kościoła pod w ójn y krzyż m iechow itów .
Była też i słaba strona tego usytuowania budynków
N ależałoby przebadać, czy na tym terenie nie ma fundam entów rom ańskiego k o
ścioła czy kaplicy z wieku X II, gdyż istniejący w tym czasie bród na Rabie
i dawne osadnictw o słowiańskie nasuwają przypuszczenie o dużej roli tej m iej
m iechow itów
na Stra
dom iu, a m ianow icie niebezpieczeństw o zalew ów w czasie dość częstych pow od zi,
0 czym mamy szereg wzmianek.
Długosz w X V wieku opisywał ten obiekt następująco: ..Klasztor św. Jad
wigi położon y jest nad rzeką W isłą, w pobliżu mostu królew skiego (dzisiejsze
skrzyżowanie Plant Dietla ze Stradom iem ), złączony po stronie połu dn iow ej
scow ości przed napadem Tatarów w roku 1241.
U n i e j ó w , wieś leżąca przy trakcie M iechów — Żarnow iec, została na
dana klasztorow i miechow skiem u przez comesa Zem entę i je g o żonę w roku
z kościołem św. Jadwigi częścią z kamienia, częścią z cegły przez króla K azi
1229 przed W iesławem, dziekanem katedry krakow skiej 161. Podczas badania
mierza wzniesionym , inne budynki gospodarcze mając drewniane, piw nice zaś
1 mieszkania braci murowane. Ze względu na szczupłość doch odów prepozyt
doch odów
jedyn ie i czterech braci zw ykło tu m ieszkać, służbę Bożą sprawować i m ieć
staranie o dusze przebyw ających w szpitalu. Szpital leży po drugiej, półn ocn ej
klasztoru
m iechow skiego w
roku
1349 —
prokurator Świętosław
podał, że U niejów przynosi bożogrobcom 5 grzywien czynszu i 5 grzywien dzie
sięciny. W roku 1373 prepozyt m iechow ski łącznie z braćm i zakonnym i nadał
k ościołow i św. Wita w' U niejow ie, ja k o uposażenie, zarośla nieprzekraczające
stronie; przylega i stanowi dalszy ciąg kościoła św. Jadwigi, w znoszącego się
obszarem 1 łanu. Później nastąpiły dalsze fundacje b ożogrob ców dla kościoła
w pośrodku, rów nież
uniejowskiego. Od roku 1417 wieś stanowiła uposażenie klasztoru i szpitala
św. Jadwigi na S tra dom iu 162.
z muru w zniesiony; ma on
nadto
oficyn y
drewniane
i cm entarz d o grzebania zm arłych” lo7. W średniowiecznym K rakow ie szpital
odgryw ał dużą rolę; za prepozytury S. Nakielskiego cała posiadłość została
poszerzona w roku 1619. W m iędzyczasie przybyły liczne fun dacje zwłaszcza
dla u bogiej szlachty w podeszłym wieku. Była to fundacja kapituły krakow skiej
z roku 1691. W czasie oblężenia Krakow a przez Szwedów w roku 1656 — szpi
tal i pięknie odbudow ane probostw o zgorzały. W krótce jednak odbudow ano
znow u i k ościół i inne budynki dzięki staraniom prepozyta ks. W olsk iego; kon
sekracja kościoła nastąpiła w roku 1674. W zakonie b ożogrobców istniała tra
dycja odbywania corocznie uroczystych procesji na pamiątkę zwycięstwa grun
w aldzk iego; procesja ta rozpoczynała się na Stradom iu w dniu 15 lipca i uda
wała się z dziękczynieniem na W awel 158. Z końcem wieku X V I II władze
K ościół św. W ita był ju ż w zm iankowany wr dokum entach z lat 1325— 1327;
zachowany kościół zbudow any przez b ożogrobców w roku 1470, był restauro
wany w roku 1883 i 1912 163. G otycka chrzcielnica nosi god ło b ożogrobców ,
obok którego znajduje się — częściow o tylko czytelna — data „1 5 ..” .
W r o c i e r y ż w K ieleck im posiadał kościół pod wezwaniem N. P.
Maryi i wspom niany jest wr roku 1326; w okresie lat 1394— 1875 stanowił włas
ność zakonu b ożogrobców 164. Zachow any k ościół wzniesiony został przez m ie
ch ow itów wr roku 1801 według p rojek tu Franciszka Żabiszew skiego z J ędrzejo
wa, a fasadę wykonał kamieniarz Adam R ojew ski z M iechow a. Z zabytków
związanych z bożogrobcam i znajdują się w kościele: obraz w otyw ny z roku 1548,
austriackie zajęły wszystkie budynki i dokonały ich przerobienia pod kątem
potrzeb urzędów . W' zamian bożogrobcy otrzym ali pojezu icki kościół i klasztor
na którym przedstawiona jest klęcząca przed krucyfiksem H elena z Łączkiew ic
z synem Stanisławem, m iechow itą, profesorem U niwersytetu Jagiellońskiego.
św. Barbary na Małym Rynku, odebrane po kasacie. K ościół, szpital i szkoła
przestały istn ieć; pozostała p o nich jedyn ie w skarbcu katedry na W awelu
Krzyż b ożogrobców znajduje się jeszcze na rokok ow ej m onstrancji z roku 1760
i relikw iarzu z roku 1806; relikw iarz ten jest kopią G robu Chrystusowego
szklanica św. Jadwigi, wykonana z kryształu na podstawie ze srebra złoconego.
C h e ł m n a d R a b ą posiadał bardzo stare osadnictwo na w yniosłym
w Jerozolim ie 165.
155 St. T o m k o w i c z, dz. cyt., s. 59— 80.
156 M. T o b i a s z, H istoryczny rozw ój sieci w odn ej K rakow a, s. 26, 36, 60.
157 St. T o m k o w i e z, dz .cyt., s. 59— 80; St. K u r a ś , O rdynacje i usta
w y w iejskie, K raków 1960 s. 69 p od a je przykład uposażenia klasztoru św. Jad
wigi wsią Niskową w nowosądeckiem .
158 T o m k o w i c z, dz. cyt.
159 Ks. B u 1 i ń s k i, dz. cyt., s. 483.
160 J. E. D u t k i e w i c z, Poiviat bocheński. Katal. Zabytk. Szt. w P olsce,
t. I z. 2 s. 5.
161 Kod. D ypl. Malop. II s. 40.
162 Ks. B u 1 i ń s k i, dz. cyt., s. 483.
163 Z. B o c z k o w s k a, dz. cy t., s. 40.
164 Kat. Zabytk. Szt. w P olsce, t. III z. 3 s. 42.
105 tamże.
Żarnowiec
w Olkuskim, miasto z czasów panowania Kazim ierza W iel
k iego; oprócz kościoła parafialnego Ż arnow iec posiadał kościół pod wezwaniem
św. K rzyża ze szpitalem, ufundowany przez biskupa kijow skiego Michała Trestkę
w roku 1403 166. R ek torow i kościoła i szpitala, oddanego m iechow itom , nie
w olno
było
w ch odzić w
obow iązki
kościoła
parafialnego,
ch oć
miał prawo
odprawiania nabożeństw, kazań i dzwonienia. W ładysław Jagiełło nadał szpita
low i 4 łany pola na przedm ieściu z obow iązkiem odprawiania przez proboszcza-bożogrob cę dw óch mszy św. tygodn iow o za duszę królow ej Jadwigi
(p on ie
działki) i na intencję jeg o oraz królow ej Anny (sob oty). W roku 1422 b o żo
grobcy w Żarnow cu otrzym ali na rzecz swego szpitala sołectw o wsi Gebartowa
W ola z dwom a w olnym i łanami !67. Jagiełło zw olnił sołectw o od wszelkich p o
datków i dodał jeszcze dochody z karczm y pod Grzemiątną, leżącej przy trakcie
P iotrków -K raków . M iechow itom w Żarnow cu nadał jeszcze król praw o posta
wienia dw óch m łynów , żądając w zamian mszy św. za duszę zm arłych żon
i rodziny królew skiej. Przy tymże kościele pow stało w roku 1426 Bractw o Li
terackie, założone przez biskupa Trestkę oraz m iechow itów Jana, prepozyta
kościoła szpitalnego w Żarnow cu, Stanisława z M iechowa oraz szereg osób
duchow nych i św ieckich — w tym kilku mieszczan żarnow ieckich 168. Celem
bractwa były w spólne uczynki m iłosierne, nabożeństwa, narady ,.by m odlitwam i,
mszami św., jałm użnam i, nabożeństwam i żałobnym i — zasłużyć sobie na zba
wienie duszy” m . Bractw o zostało zatw ierdzone przez biskupa O leśnickiego
wraz z udzieleniem 40-dniow ego odpustu za w spółudział w m odlitw ie w k o
ściele b ożogrobców czy też w akcie m iłośierdzia.
W szpitalu b yło m iejsce dla sześciu ubogich, a uposażenie dla nich było
następujące: „...p ró cz tego co ofiarow ał Jagiełło i 2 młynów w Baryczy i Jagielni, był dom , ogród, z którego czynsz czerpali ludzie pobożni w spierani przez
kuratorów w ybieranych z m iejskich rajców ” 17°. Zw yczajem średniow iecznym do
szpitala-przytułku w ch odziło się przez kaplicę św. Krzyża, której kolatorem
był klasztor m iechow ski, a obow iązki pełn ili przysłani stamtąd zakonnicy. P ro
w adzili oni często procesy ze starostami żarnow ieckim i, którzy — będąc prze
ważnie
innow iercam i
—
zagarniali
dwa
łany
uposażeniowe.
K ościółek
św.
K rzyża miał tylko prezbiterium murowane (pozostałość dawnej k a p licy ), a nawę
dobudow ano drewnianą (nawa posiadała p olich rom ię). W roku 1817 kościół
spalił się wraz ze szpitalem dla ubogich. W związku z kasatą m iechow itów nie
został odbudow any. Należy zaznaczyć, że niektórzy z b ożogrobców byli p ro
boszczam i k ościoła parafialnego w Żarnowcu.
Chodów
w
M iechowskim ,
posiadał
parafię
założoną
przez
biskupa
Zawiszę z K urozw ęk na prośbę dziedzica wsi, Krzeslawa, kasztelana sądeckiego,
w roku 1381 171. Biskup uposażył k ościół w C hodow ie dziesięciną ze wsi Tczyce.
166 Ks. J. W i ś n i e w s k i ,
Miasto Ż arnow iec, Marjówka O poczyńska 1933
• s. 11.
167
168
169
170
171
tam ie.
tam ie.
tam ie.
tam ie.
K od. D ypl. Malop. III s. 337.
Chodów należący przed tym do parafii uniejow skiej — łącznie z W olą Chodowską przynależną do parafii w Szreniawie — otrzym ał samodzielną parafię
i k ościół, którego proboszczam i byli b ożogrobcy m iechow scy aż do roku 1823.
Michał Radom szczanin, proboszcz m iechow ski, w ykupił C hodów od Dobiesława
z G rybow a m iędzy rokiem 1395 a 1424. W ieś lokowana na prawie niem ieckim
za czasów Kazim ierza W ielkiego
(r. 1363)
posiadała 10 łanów k m ie c y c h 172.
K ościół pod wezwaniem św. Jana Chrzciciela wybudow any był z drzewa ok oło
roku 1381 i proboszczam i je g o byli m iechow ici ja k o w łaściciele wsi — przy
puszczalnie od roku 1404. Od roku 1417 parafia podlegała konw entow i b o żo
grobców u św. Jadwigi na Stradom iu w K rakow ie. B ożogrobcy posiadali w Chodow ie folw ark klasztorny i karczm ę, przynoszącą — według Długosza — pół
grzywny dochodu. Po kasacie m iechow itów wieś przeszła na rzecz skarbu K ró
lestwa Polskiego w' roku 1818.
W rocim owice
w
M iechow skim ,
wieś
wzm iankowana
w
roku
1327, miała w połow ie wieku X V k ościół drewniany pod wezwaniem św.
Andrzeja 173. P roboszcz pobierał dziesięcinę w w ysokości 10 grzyw ien; uposa
żony był rolą, łąkami, karczm ą — dającym i dochodu 21/* grzywny. W późn iej
szym czasie wieś stała się własnością b ożogrobców m iechow skich. W roku 1748
wystawili tam kościół murowany. R ob oty przy kościele prow adził mistrz kra
kowski, M aciej Cepigowski. Na drewnianej dzw onnicy zawieszony jest dzwon
z datą 1530.
ŚLĄSKIE
KOŚCIOŁY
I
SZPITALE
W
PROWINCJI
MAŁOPOLSKIEJ
W roku 1190, Bolesław W ysoki założył w N y s i e
szpital i oddał go b o żo
grobcom z M iechowa. M iechow ici byli w ięc pierwszym zakonem w Nysie posia
dającym kościół i szpital (dzisiejsza ulica P rudnicka), spalone przez husytów
w roku 1434. Później otrzym ali — na tzw. Rynku Solnym — plac pod budow ę
nowego kościoła i szpitala, oddali zaś wszystko jezuitom w roku 1622. W latach
1719— 1730 wybudow ali jed en z najwspanialszych k ościołów na Śląsku pod
wezwaniem św. św. Piotra
i Paw ła; um ieszczony w głów nym
ołtarzu obraz
M. B. C zęstochow skiej dow odził ich ów czesnej polskości. Szpital bożogrobców ,
z drewnianą wieżą krytą gontem , dochow ał się po dzień dzisiejszy.
Od prepozytury w Nysie zależne były śląskie parafie i k ościoły szpitalne
w R aciborzu, Ząbkow icach
śląskich i D zie rż o n io w ie 175. W
roku
1226, w ójt
biskupi W alter i mieszczanin P iotr B ogocz w Nysie poczyn ili darow izny na rzecz
szpitala bożogrobców . Przed rokiem 1249 powstała placów ka m iechow itów
w G łogow ie, R aciborzu (r. 1295), w D zierżoniow ie (1292— 1301). Wszystkie
śląskie filie zakonu b ożogrobców podlegały zwierzchnictw u prepozyta m iechow -
Rzym ie w r. 1Ó84 opatow i m ie c h o w s k i^
Relikwiarz z wieku X V I-f(« ofiarow any w 1R iym .e T 'j .
w J -H '
tras
ks. kardynałow i A ndrzejow i Batorem u, wyobrażający
kaplicę
Umie
1-2 Slown. G eogr. K ról. P ol. t. I s. 612.
173 Ks. N a w a r r a, dz. cy t., s. 302; Z. B o c z k o w k a , dz. c y t.9 s. 43.
174 T. S i 1 n i c k i, D zieje i u strój K ościoła na Śląsku do końca tv. X IV .
[w :] Historia Śląska t. II. K raków 1939 s. 115; Dr Ł a z i n k a, Nysa dawniej
* dziś, O pole 1949 s. 33.
175 S i l n i c k i , dz. cyt., s. 115.
skiego i wyłam ały się spod niego d op iero w roku 1334 17ł. Od tego czasu b o żo
grobcy z diecezji w rocław skiej pod porządkow ali się prepozyturze zakonu
w Pradze. Od roku 1500 Nysa była siedzibą m iechow itów gałęzi czesko-m oraw-
kowski Muskata z nadania W acława II (r. 1301); tam też wydal H enryk
w kwietniu lub maju 1312 r. przyw ilej dla Henryka z Kieżm arku na Spiszu,
na założenie na prawie niem ieckim
wsi w pobliżu rzeki D onicz
(D unajec)
skiej z przełożonym generalnym w osobie prepozyta zakonu. O derwanie się
w m iejscu Priuicz. P o stłumieniu buntu —
m iechow itów
m iechow skiego ju ż nie p ow rócił, umarł na wygnaniu, może w kouw ecie w Pra
dze w r. 1314” 18°.
śląskich
od
macierzystego
klasztoru
w
M iechowie
łączyło
się
z odpadnięciem od Polski Śląska Piastow skiego na rzecz Czech, wskutek zre
proboszcz H enryk do klasztoru
zygnowania z niego przez Kazim ierza W ielkiego, nie m ogącego sprostać k oa licji
I aktem jest, że diecezja krakowska w wieku X I obejm ow ała tereny Spiszą
krzyżacko-czcskiej. O bce wpływy oddziałały na M iechów tylko w roku 1311,
tj. w okresie buntu w ójta A lberta; kiedy w roku 1345 chciano obsadzić prepo-
i że w pływ y polskie sięgały daleko na południe tj. na dzisiejsze pogranicze
zyturę w M iechow ie Czechem z pochodzenia — H enrykiem z M iędzyrzecza; nie
polsko-słow ackie. W pierw szej połow ie wieku X II kasztelania spiska przeszła
w ręce węgierskie jako posag Judyty, córk i Bolesława K rzyw oustego; d op iero
dopuścił do tego K azim ierz W ie lk i177. P o ba n icji b ożogrobców w latach
1311— 1314 M iechów cierpiał na brak zakonników i wtedy — za zgodą pa
w ięc przypadkiem , że po obu stronach K arpat działali b ożogrob cy, których
w roku 1412 część Spiszą pow róciła do Polski w drodze zastawu lsl. Nie było
nych. W tych w arunkach utrata przez M iechów zw ierzchnictw a nad placów kam i
pierwsze enklawy m iechow skie należy przyjąć na wiek X III. Przypuszczenie
takie nasuwa architektura sakralna k ościołów we Frydm anie, K rem pachach,
w diecezji w rocław skiej była z politycznych w zględów uzasadniona prądami
z obronnym i wieżam i typow ym i dla budow nictw a m iechow itów , które odbijają
odśrodkow ym i ciążącym i w stronę Pragi.
B y t o m i C h o r z ó w pozostały w ramach ob edien cji prepozytów m ie
od architektury innych k ościołów nad Dunajcem . P on adto, założenie parafii
w K rem pachach w roku 1278, a we Frydm anie z końcem wieku X III, m ożnaby
chow skich,
wiązać z bożogrobcam i. Architektura ta jest identyczną z budow lam i m iecho
triarchy jerozolim sk iego P iotra — sprow adzono do Polski szesnastu braci zakon
leżały
bow iem
na
terenie
diecezji
krakowskiej
i
biskupi
nie
dopuścili do oderwania się ich od M iechow a. W skutek tego obie filie m iecho
w itów
w itów , tj. w C horzow ie i w B ytom iu, b yły w ramach organizacji wewnętrznej
zakonu — p o podziale na 4 prow in cje — zaliczane do p row in cji m ałopolskiej
Siedzibą m iechow itów na Spiszu był L e n d a k z gotyckim kościołem
z wieku X V . B yć m oże, że pierw szy k ościół w Lendaku był rom ański, gdyż b o żo
b ożogrobców .
Bytom i Chorzów , sąsiadujące ze sobą m iejscow ości, otrzym ały od K azi
z czasów hitlerow skich nie zaprzecza w pływ ów polskich m iechow itów na Spiszu
m ierza, syna Władysława O polskiego, ok oło roku 1300 klasztor i szpital dla
i zależności od klasztoru w M iechow ie, przytaczając w iadom ość z roku 1313
ubogich ch orych , z bogatym uposażeniem l78.
K ościół parafialny w Chorzowie pod wezwaniem św. Marii Magdaleny posia
dał p roboszczy-b ożogrob ców z tytułu patronatu klasztoru m iechow skiego. Na
Canonicus H ierosolym itanus et Praepositus Mechoviensis de P olon ia ” 183. Poza
przedm ieściu Bytom ia, w pobliżu bramy obron n ej, z której prow adził trakt
do K rakow a, znajdowała się kaplica szpitala m iechow itów . B ożogrob cy byli
w łaścicielam i wsi Chorzowa
(H arzów )
i Dąbia, graniczących
z Bozbarkiem ,
(k ościół
św. K rzyża).
grobcy przybyli tam z M iechowa w roku 1244 >82. Nawet literatura niemiecka
0 wygnanym przełożonym , który nazwany jest w dokum encie „F r. Henricus
Lendakiem
bożogrobcy m ieli parafie w Łapszach Niżnych
i H anuszow cach;
w Łapszach Niżnych parafia istniała ju ż od roku 1174 i nie jest w ykluczone,
że do tego czasu należy odnieść usadowienie się m iechow itów na Spiszu 184.
W roku 1962 przeprow adzone zostały w lesie w Falsztynie pierwsze w ykopy
archeologiczno-architektoniczne przez Zakład H istorii A rchitektury Starożytnej
1 Średniow iecznej Politechniki K rakow skiej przy w spółudziale K atedry A rch e o
przedm ieściem Bytomia.
KOŚCIOŁY
NA
SPISZU
W literaturze h istorycznej utarło się przekonanie, że filie klasztoru m ie
chow skiego pow stały na Spiszu d op iero po buncie w ójta Alberta, kiedy w ypędze
ni przez Łokietka b ożogrobcy szukali w górach sch ron ien ia 179. Pogląd oparty
jest na fak cie, że w ygnany wówczas proboszcz m iechowski H enryk „przebyw ał
w r. 1312 na Spiszu, m oże w zamku P alocsy, który posiadał tam biskup kra
i?® tam że.
177 Z. K a c z m a r c z y k ,
Monarchia K azim ierza W ielk iego, Poznań 1947
s. 209.
,
,
178 Ks. M. W o j t a s , A kia w izytacji dekanatów b ytom skiego i pszczyń
sk iego w r. 1598, K atow ice 1938 s. 80— 82.
- n r
179 E. D ł u g o p o l s k i , W ładysław Ł o k ietek na tle swoich czasów, Wrocław 1951 s. 146.
na dzisiejszej Słow aczyźnie, np. w K ieżm arku
logii P olskiej Uniwersytetu Jagiellońskiego. Badania potw ierdziły podanie krą
żące wśród tam tejszej ludności o istniejącej tam średniow iecznej osadzie, znisz
czonej w czasie najazdu Tatarów w roku 1241
Badania ujaw niły fundam enty
m urow anej budow li — kościoła czy klasztoru — które ze w zględu na fragm en
taryczne odsłon ięcie nie mogą b yć jeszcze szczegółow o opisane. M iejsce badań
180 tamże.
u■S,OM’ ac/ a 1 Słowacy, p od redakcją W ładysława S e m k o w i c z a , K ra
ków 1937 t. I s. 102.
s c h u r e r - W i e s e, D eu tsch e K unst in der Zips, 1938 s. 149.
183 tamże.
IM T. S z y d ł o w s k i , Pow iat n ow otarski, Katal. Zabytlc. Szt. w P olsce,
l - I z. U s. 6, 11, 14.
■
Badania prowadził kierow nik Zakładu M. Tobiasz przy w spółpracy
rc teologów : Marii Cabalskiej, Olgi H irsch -^ a rch a łow sk iej i Oszywa. (P racocy naukowi K atedry A rch eol. P ol. U J.).
znajduje się przy drodze Falsztyn-Niedzica, w pobliżu Frydmana i Łapsz Niż-
Paw łow o, Przysieka, Cielisow o, U jazd, Jelem no, Stasin, z jeziorem C ubuchow o,
nych. Poniew aż literatura historyczna, pam iętnikarska oraz w izytacje biskupie
Łoziny, K on ikow o z jezioram i, młynam i, ogrodam i, sadami i w olnością p o lo
nie w spom inają nigdzie o osadzie, kościele w zględnie klasztorze w Falsztynie
wania na bobry 189. W roku 1280 darow izna ta została potw ierdzona przez Prze
po przeprow adzeniu pierw szych badań źródłow ych nasuwa się przypuszczenie,
że jest to m iejsce pierwszego osadnictwa b ożogrob ców — być m oże w „lesie,
mysława II i uwolniona od wszelkich ciężarów . W wieku X V I I I m iechow ici
w pobliżu D unajca” , którego nie m ógł odszukać Fr. Piekosiński 18,i. O czywiście
W roku 1478 — z pow odu nieprzestrzegania obow iązków fundacyjnych
w zakresie pracy szpitalnej — doszło do sporu; prepozyt-m iechow ita odm ów i!
m iechow ici m ogli na tym terenie działać w oparciu o polską i słow acką ludność
i dlatego ich uplasowanie się na tak ważnym szlaku w pływ ów diecezji krakow
posiadali ju ż ty lk o: Ujazd, Jezierzany, Z dziech ow o i K onikow o.
prawa ju rysdykcji biskupow i Jakubow i ze Sienna i kapitule gnieźnieńskiej. Po
m owę polityczną. Przynależność do M iechowa niektórych spiskich parafii z p od
pożarze Gniezna w roku 1512 nie odbudow ano szpitala i w roku 1548 kapituła
gnieźnieńska nakazała w ypełnianie w oli fundatorów , gdyż k ościół św. Jana nie
w ójnym
uległ pożarow i. W ob ec oporu prohoszcza-h ożogrobcy i długiego procesu zakoń
skiej, sięgających do Lew oczy, Spiskiej K apituły i K ieżm arku, m iało swą w y
krzyżem bożogrobców , utrzymana jeszcze
tacjach placów ek
zakonu, dow odziła
w wieku X\ III
wysuniętego daleko
w w izy
na połu dn ie
osad
czonego karami kościelnym i —
za zezw oleniem Zygmunta Augusta odebrano
nictwa polskiego, które w czasach późniejszych znalazło się pod panowaniem
b ożogrobcom kilka wsi uposażeniow ych. D och ody z nich przeznaczono na zało
węgierskim 187.
żenie seminarium archidiecezjalnego. W wyniku protestów i interw encji klasz
toru m iechow skiego król w roku 1570 cofnął zezw olenie na odebranie fundacji.
/
B. P row incja W ielkopolska
Sprawa przybrała ponow nie ostry ob rót w roku 1600; arcybiskup Karnkowski
P row incja ta posiadała szereg placów ek m iechow itów istniejących niemal od
uzyskał od króla Zygmunta III W azy zezw olenie na ponow ne przeznaczenie
fundacji na cele seminarium. W tedy to opat m iechow ski Fogelw eder zw rócił
zarania ich przybycia do Polski. D ow odziło to ich w ielkiej popularności w w ie
się o pom oc do kardynała Cinthiusa i ten sprzeciw ił się. W’ roku 1610, proboszcz
ku X II wśród w pływ ow ych osób, które bogatym i fundacjam i mogły ich ściągnąć
kościoła św. Jana. Tyburcjusz Jaskłowski, założył z własnych — a nie zakonu —
do kluczow ych punktów tej dzielnicy.
G n i e z n o . Już w latach 1163— 1198 Gniezno posiadało dw ie placów ki.
funduszów szpital św. M arty; nie oddał go jednak swym braciom klasztornym
lecz pow ierzył opiekę nad nim penitencjarzom gnieźnieńskim. Z końcem wieku
K ościół drewniany pod wezwaniem św. Krzyża zbudował poza miastem w roku
1179 biskup lubuski, a ów czesny kanonik gnieźnieński Przecław 188. K ościół
się budową drewnianego szpitala w roku 1730, szpital pow stał przy kościele
W II kapituła wszczęła pon ow nie spór o fundację szpitalną; spór ten zakończył
w jeziorze B ieleckim . Kult dla tego krucyfiksu był zakorzeniony wśród m iejsco
św. Jana; trzym ano w nim ubogich poddanych z wsi klasztornych. Sprawa ciąg
nęła się dalej przez różne instancje aż w reszcie sejm warszawski w roku 1767
uchwalił zajęcie dóbr b ożogrobców przez arcybiskupa dla w ypełnienia założeń
w ej ludności. W chwili zapadnięcia decyzji o likw idacji kościoła bożogrobców ,
w którym krzyż ten byl um ieszczony, w ybuchły wśród tam tejszej ludności
swych delegatów do Rzymu i Św. Rota stanęła po stronie arcybiskupa i k api
ten oddany został m iechow itom , którzy w uposażeniu otrzym ali dw ie wsie.
W kościele znajdował się krucyfiks owiany legendą wyłow ienia go przez rybaków
fundacyjnych.
W ob ec
dalszego
sprzeciwu
m iechow itów
obie
strony
wysłały
w roku 1829 rozruchy.
W wieku X III przenieśli się b ożogrobcy na przedm ieście G rzybow o, gdzie
tuły.
w ybudow ali klasztor i kościół pod wezwaniem św. Jana Chrzciciela, utrzymując
z u bogiej m łodzieży szlacheckiej. Gdy w roku 1804 rząd pruski odebrał m iecho
jednak nadal w swym ręku także i kościół św. Krzyża. K ażdorazow y prepozyt-
witom ostatnią wioskę — układ ten przestał istnieć. K lasztor gieźnieńskich b o
żogrobców zw inięto w roku 1821, w ramach kasaty całego zakonu. Przed kasatą
m iechow ita kościoła św. Jana Chrzciciela był kanonikiem kapituły gnieźnień
skiej i miał m iejsce w stallach katedry. B ożogrobcy gnieźnieńscy utrzymywali
stalą łączność z klasztorem w M iechow ie, prowadząc — zgodnie z regułą —
szkolę i szpital, uposażone przez Przemysława i Bolesława, książąt w ielk opol
skich w roku 1245.
Z wsi uposażeniow ej Kantryn, pow stało w wieku XV
miasteczko Grzy
b ow o, nazwane tak od proboszcza W acława G rzybow skiego. K ościół św. Jana
Chrzciciela otrzym ał w roku 1243 liczne w sie: Z dziech ow o, Lachow o, Im ielno,
l8* St. Z a k r z e w s k i, Najdaw niejsze d zieje klasztoru cystersów w S z c z y
rzycu. B ozpr. W ydz. Hist. Fil. Ak. Um. t. X L I. s. 55.
187 Zachow ane w skarbcu kościoła m iechow skiego w izytacje b ożogrobców
z wieku X V III-g o nazywają kościoły spiskie prow incją węgierską.
188 St. K a r w o w s k i , G niezno, Poznań 1892 s. 173.
roku 1780 przyszło do u gody; b ożogrobcy gnieźnieńscy zobow iązali się
żywić w szpitalu czterech ubogich
i utrzym ywać w szkole
rawskiej sześciu
w klasztorze gnieźnieńskim mieszkało — oprócz prepozyta — jeszcze najm niej
sześciu zakonników , z których dw óch b yło kaznodziejam i.
G r o d z i s k W i e l k o p o l s k i — w edług Długosza — był wsią daro
waną m iechow itom przez Eudoksję, żonę Mieszka Starego; założono tam klasz
tor dla dwunastu bożogrobców , nigdy jednak stan osobow y tej liczby nie
osiągnął 19°. Parafia miała istnieć ju ż przed rokiem 1160; z końcem wieku X II
kościół miał wezwanie św. M ikołaja. Następny k ościół był drewniany z roku
1566; zachował się z niego obraz Matki B ożej z D zieciątkiem , w barokow ej
srebrnej sukience, ufundow anej w roku 1729 przez ks. Floriana B u jdeckiego,
189 tam że.
190 Ks. B u 1 i ń s k i, dz. cyt., s. 489.
późniejszego generała w M iechow ie. Zachowana do dziś świątynia została zbu
Szwedów i w roku 1889. Na m iejscu drewnianego kościoła b ożogrob ców stanął
dowana w latach 1802— 1806 przez m iechow itę ks. Narcyza P a trzyń sk iego1M.
Pyzdry.
— Przyw ilejem Przemysława
ielkopolskiego z roku 1290
w roku 1663 murowany, konsekrow any w roku 1724 199. W kościele zachował
otrzym ały fun dację szpitala kierow anego przez m iechow itów 192. K ościółek b o żo
kiego; na stopie tego kielicha znajduje się przedstaw ienie jerozolim sk iego Grobu
g rob ców uległ ruinie i dlatego w roku 1745 wybudow ali na jeg o m iejscu nowy,
Chrystusa. Zachow ały
X V I— X V III.
zarządzając nim d o kasaty w roku 1819. Jako uposażenie szpitala otrzym ali od
Przemyslaw-a praw o
now ej
lokacji
wsi K antrino
(K ętrzyn?)
z uwolnieniem
od wszelkich pow inności na rzecz księcia.
S ę p o l n o należało do m iechow itów przed rokiem 1360, w którym wnieśli
się k ielich b ożogrobców z roku 1763, ufundowany przez W aw rzyńca K o ry c
Wyszogród
i
się
rów nież
Rębów
resztki
bib lioteki
m iechow itów
z
wieku
posiadały k ościoły parafialne, nad którym i
prawo patronatu oddał m iechow itom , w roku 1320, W acław książę na P łock u ,
skargę na dziedzica o zalanie ląk dziekana wskutek wybudow ania śluzy przez
a potw ierdził pow yższe biskup p łock i F lo r ia n :M. W W yszogrodzie była prepozytura, k tórej podlegała parafia w R ębow ie, wsi królew skiej.
Hektora z P a k o ś c i183. Jako zadośćuczynienie za szkodę otrzym ali patronat nad
k ościołem św. B artłom ieja z 8 w łókam i ziem i i 4 ogrodam i; wzamian m iecho
W ładysława i Bolesława, książąt dobrzyńskich, k ościół i szpital w roku 1321,
Rypin,
położon y n iedaleko Torunia w ziem i dobrzyńskiej, otrzym ał od
1764 spłonęła
do których klasztor w M iechow ie wysyłał swych zakonników 201. Biskup płock i
Itaplica m iechow itów nosząca wezwanie św. Krzyża.
S i e r a d z posiadał kościół pod wezwaniem św. Ducha wraz z przytułkiem
zatw ierdził bogate uposażenie szpitala-przytułku okolicznym i wsiami. M iech o
w ici posiadali drewniany k ościółek pod wezwaniem św. Ducha za murami grodu
•dla starców i u bogich, którym kasztelan sieradzki, Marcin z K alinow ej, dał
■w roku 1417 wieś G arbów i oddał szpital pod zarząd m iech ow itów ,M. K ról
X IV w znieśli kościół pod wezwaniem N. P. Maryi oraz śś. P iotra i Pawła —
W ładysław Jagiełło dodał jeszcze dwa lany na przedm ieściu, ale odebrał wieś
dwaj m iechow ici Volkm arus i Petrus.
M odłów w kaliskim , należącą do bożogrobców .
W ą g ł c z e w w Sieradzkiem posiadał k ościół parafialny, ob ok którego ■—
D ucha; w roku 1325 oddano je m iechow itom z obediencją i jurysdykcją klasz
w latach 1626— 1629 —
toru w M iechow ie
w ici zobow iązali się do wystawienia
młyna i śluzy. W
roku
rodzina Łubieńskich (Stanisław i M aciej — biskupi,
(przyłączon y p o kasacie zakonu d o kościoła parafialnego). Z początkiem wieku
Kolo
i
Sumin
otrzym ały k ościoły ze szpitalami p od wezwaniem św.
(K oło w d iecezji gnieźnieńskiej, Sumin w diecezji p ło c
wany, osadzając w nim m iechow itów (M aciej Łubieński był proboszczem m ie
kiej) 202. Fundatorem
tej wsi.
chow skim ) oraz klasztor dla proboszcza i czterech zakonników a dla uposa
żenia tej placów ki nabyła wieś za 12 tysięcy 1,s. W roku 1786 proboszcz tam
1325
tejszy, A ndrzej Skow roński, sprawił piękne organy i chór dla muzyki 196.
G o s t y ń od roku 1301 posiadał szpital z fun dacji potom ków M ikołaja,
wsiami w ziem i dobrzyńskiej 20s. K ościół b ożogrobców uległ zniszczeniu w czasie
w ojen szw edzkich; odbudow ał go proboszcz W ojciech Stecki z Pińczow a. K o
syna P rzedpełka, w ojew ody p ozn a ń sk iego197. Drugi kościół gotycki, w ybudo
ściół nosił wezwanie św. K rzyża, był przy nim szpitał-przytułek dla czterech
wany w wieku X V , posiada wieżę obronną w ysokości 40 m etrów ; być m oże, że
osób. Posiadał filialny k ościółek w Szczutow ie. W roku 1822 parafię przyłączono
do d iecezji chełm ińskiej.
W ojciech — kanonik gnieźnieński, M arcin — jezuita) wystawiła k ościół m uro
wybudowana
ona
została
przez
b ożogrobców ,
którzy
osiedli
tu
przed
ro
Suminie
był
Franczko
Sch cnko,
w łaściciel
biskup
Mazowiecka
p ło ck i
Florian,
uposażając
ich
pięciom a
miała parafię obsadzoną ok o ło roku 1320 przez
konwent m iechow ski, uposażoną dziesięcinam i i jedną wsią 2W. P rócz probosz
cza mieszkało tam także sześciu zakonników z M iechow a, zajm ujących się pracą
C. Prow incja m azowiecka
— niegdyś ważne miasto handlow e na Mazowszu —
w
w pow iecie b rodn ickim , b yło wsią biskupią, w k tórej w roku
osadził m iechow itów
Rawa
kiem 1505.
Skaryszów
Górzno
parafii
po
pedagogiczną. K ościół ich, pod wezwaniem św. Ducha, p o kasacie zakonu zam ie
M iechow ie był najstarszym punktem osadnictwa b ożogrob ców ; w latach
1170— 1187 com es Radosław oddał im miasto p ołożon e nad rzeczką K obylanką
niony na ybór
w roku 1945.
i byli w je g o posiadaniu do roku 1785 *98. Po zniszczeniu przez Tatarów , Ska
Ł ę g o w i c e otrzym ały w roku 1412 k ościół wystawiony przez arcybiskupa
M ikołaja Trąbę, który oddal go m iechow itom 205.
ryszów
otrzym ał lok a cję na prawie średzkim , w roku 1433 nadanie prawa
ewangelicki,
uległ
zniszczeniu
w
czasie
działań
w ojennych
m agdeburskiego. Miasto zniszczyły pożary w roku 1655 tj. w czasie najazdu
1.1 K atalog Zabytk. Szt. w P olsce, t. V , pow . pleszewski.
1.2 N a k i e l s k i , ilz. cyt., s. 216.
193 Slotvn. G eogr. K ról. Pol. t. X s. 470.
194 N a k i e l s k i , dz. cyt., s. 401.
195 Slourn. G eogr. K ról. Pol. t. X I I I s. 161.
194 tamże.
197 Slown. G eogr. K ról. P ol. t. II s. 747.
198 N a k i e l s k i , dz. cyt., s. 107.
199
200
201
202
203
204
■or‘
s. 434.
Katal. Zabytk. Szt. w P o lsce, t. III z. 10 s. 38— 40.
N a k i e l s k i , dz. cyt., s. 244.
tam że, s. 248— 9.
tamże.
tam że, s. 251.
Ks. P ę k a l s k i , dz. cy t., s. 87.
J. K o r y t k o w s k i, A d n o ta cje do L iber B en eficioru m Łaskiego, t. I
D. Prow incja przemyska
Przeworsk
otrzym ał pierwszą placów kę m iechow itów w roku 1394,
ufundowaną przez biskupa przem yskiego Mateusza 206. Jan z Tarnowa otrzym ał
w roku 1394 pozw olenie od Władysława Jagiełły na przekształcenie wsi P rze
w orsk na m iasto; w tedy to nastąpiło przekazanie bożogrobcom parafii pod w ez
waniem św. K atarzyny. W latach 1430— 1743 w ybudow ali b ożogrobcy gotycki
kościół otoczony murami obronnym i z wieżą obronną w ysokości 40 m etrów ,
charakterystyczną dla budow nictw a tego zakonu 207. D o kościoła należały filia l
ne: św. Katarzyny, który był pierwszym k ościołem parafialnym i od roku 1387
stał na Małym Rynku oraz Matki Boskiej Śnieżnej, usytuowany poza murami
miasta. W klasztorze, uposażonym bogatym i wsiami, przebyw ało najm niej sześciu
zakonników z M iechowa aż do roku 1845, tj. do śm ierci ostatniego proboszcza-bożogrobcy.
Leżajsk
p o nadaniu mu praw m iejskich w roku 1397, otrzym ał kościół
parafialny p od wezwaniem św. T rójcy ufundow any przez W ładysława Jagiełłę 208.
W roku 1439 przejęli parafię m iechow ici, utrzym ując ją do roku 1839. Przy
kościele parafialnym została wybudowana wysoka w ieża, sześciokondygnacjow a,
zwieńczona kopułą z latarnią — typowa dla k ościołów i klasztorów b ożog rob
ców w Polsce,
Giedlarowa
w łańcuckiem , wieś biorąca swą nazwę od sołtysa leżaj
skiego Giedlara, fundatora kościoła św. M ikołaja. Po dostatnim uposażeniu pa
rafia została oddana — przy w spółudziale W ładysława W arneńczyka — zakon
nikom w M iechow ie w roku 1439 209.
Rudołowice
— Tuligłowy
posiadały k ościoły wybudowane przez
dziedzica M ikołaja M zurow skiego, którego spadkobiercy niezadow oleni z proboszczy św ieckich oddali ją w zarząd m iechow itom w roku 1446 21°.
W T uligłow ach był kościół filialny. W roku 1624 Tatarzy zniszczyli kościół
w R u dołow icach , odbudow ał go proboszcz-m iechow ita w roku 1646.
Urzejowice,
wieś pod Przew orskiem , w łasność Jana Ilk o i M ikołaja
Szenko (w spólnie z matką Stachną), posiadała k ościół parafialny, nad którym
praw o patronatu oddano b ożogrobcom w roku 1412 211.
G n i e w c z y n , wieś w pow iecie łańcuckim , z kościołem drewnianym spa
lonym przez Tatarów w roku 1624; kościół odbudow any został przez proboszczym iechow itów do roku 1 7 2 4 212.
206 B i e 1 o w s k i, dz. cyt., t. II s. 886; ks. W ł. S a r n a , Episkopat p rze
m yski, Przem yśl 1902 s. 34.
207 F. M ł y n e k i J. B e n b e n e k , P rzew orsk, Warszawa 1960 s. 44.
208 J. D e p t o w s k i, Leżajsk, Warszawa 1959 s. 52.
209 N a k i e l s k i , dz. cyt., s. 463.
210 ta m ie, s. 480.
211 tam że, s. 386.
212 Słown. G eogr. K ról. P ol. t. II s. 626.
Biskup Tomasz Nowiński ostatni generał zakonu bożogrobców m iechow
skich zmarły w r. 1830. (Z b iory b. opactwa w M iechowie)
14. K O LLEG IA I SZK O ŁY M IE CH O W ITÓW O R A Z ICH PRO FE SO RO W IE
Działalność m iechow itów obejm ow ała rów nież szkolnictw o przy
parafiach znajdujących się pod icłi zarządem. Prócz szkolnictwa
parafialnego bożogrobcy m iechow scy prow adzili kollegia i licea,
do których p rofesorów dostarczał klasztor w M iechow ie, wysyła
jący wybitniejsze jednostki na studia zagraniczne. B ożogrobcy
studiowali przede wszystkim na W szechnicy Jagiellońskiej i nie
mal każdy zakonnik wysyłany przez M iechów do objęcia stano
wiska proboszcza posiadał tytuł doktora teologii; to samo doty
czyło kaznodziejów zakonu. K anonicy m iechowscy wysuwali się
więc na czoło zakonów polskich, mając w swym gronie jednostki
w ysoko w ykształcone w filo z o fii i teologii. Z tego tytułu die
cezje — mimo w yjęcia m iechow itów spod jurysdykcji biskupiej —
ubiegały się o obsadzanie probostw zakonnikam i z M iechow a, co
można zaobserw ow ać zwłaszcza w wiekach X IV i X V .
Tom asz z Olkusza (prepozyt m iechow ski w latach 1508— 1542)
zorganizował kollegiutn m iechow skie, w którym kształciła się m ło
dzież do stanu duchow nego 2IS. Ustanowił także fundację — zabez
pieczoną na dobrach m iechowskich — dla dw óch uczniów kształ
cących się na U niwersytecie w K rakow ie i m ieszkających w bursie
Jeruzalem, co w roku 1533 potw ierdził biskup krakowski. W roku
1620 kapituła m iechowska postanow iła zapewnić d och od y z W rocim ow ic na kształcenie m iechow itów w K rakow ie, d och od y zaś
z Gniezna przeznaczyła na stale wysyłanie zakonników na studia
teologiczne do Rzym u; dzięki temu Nakielski doktoryzow ał się
w R z y m ie 214. W ielu zakonników nosiło tytuły bakalarzów, mi
strzów, d oktorów teologii, filo zo fii i prawa. Łubieńscy, tworząc
fundację w W ągłczew ie, ustanowili w roku 1629 warunek p ro
wadzenia szkoły pod kierunkiem m iechow ity z ukończonym uni
wersytetem w K rakow ie. W Rawie M azow ieckiej — p o kasacie
zakonu jezu itów — przekazano m iechow itom prow adzenie kollegium łącznie z jeg o uposażeniem . Przy klasztorze św. Jadwigi
na Stradomiu w K rakow ie erygow ano w roku 1744 studium teolo
giczne i filozoficzn e.
Jeszcze w średniowieczu istniały now icjaty i szkoły klasztorne
w Gnieźnie, Przeworsku, na Stradomiu w K rakow ie, p rzygoto
wujące — niezależnie od klasztoru w M iechow ie — przyszłych
kanoników Stróżów Grobu Chrystusowego. Spośród grona wielu
wykształconych i uczonych m iechow itów należy w ym ienić kilku,
którzy zasłużyli się dla dobra zakonu; byli nim i: Stanisław S t o i° n, d ok tor dekretów kościelnych, prawa cyw ilnego i kanoniczne8°ł prepozyt m iechow ski w latach 1383— 1395, mianowany
' l3 Ks. G a c k i ,
14 tamże.
dz. cyt., s. 231.
przez patriarchę Ferdynanda wikariuszem i generalnym p rzeło
żonym zakonu w prow incjach słow ia ń sk ich '10. Pozostaw ił ręk o
pis w ykładający ewangelię na cały rok kościelny.
Stanisław B e d a z Łow icza, d ok tór teologii, w ykładający
pism o św. w M iechow ie. Na synodzie piotrkow skim (r. 1557) w y
głosił do dygnitarzy mowę w obronie K ościoła. Był autorem kilku
drukow anych prac z zakresu teologii 216.
Samuel N a k i e l s k i z Lelowa (1584— 1652), odbył studia
w K rakow ie i w R zym ie; do zakonu m iechow itów wstąpił w roku
1611, był kaznodzieją w Przew orsku, kustoszem i prow incjałem
w M iechow ie; od roku 1616 piastował godność rektora klasztoru
św. Jadwigi na S trad om iu 217. W ydał dzieła podstawowe dla historii
zakonu: Miechovia 1634, D e Antiąuitate Ordinis Canonicorum
Custodum SS. Sepulchri Domini Hierosolymitani, 1625.
Jakub R a d l i ń s k i ,
generalny przełożony w M iechow ie,
d ok tór teologii, p rofesor w klasztorze m iechow skim ; opublikow ał
szereg prac: Norma vitae apostolicae, 1732; Grób Wielkopiątkoivy,
Lublin 1730; Corona Urbis et Orbis, K raków 1748; Fundamenta
scientiarum, K raków 1755, Speculum S. Augustini ritae apostolicae, K raków 1759 i wiele innych z zakresu teologii i filo z o fii !1*.
Franciszek P iotr P ę k a l s k i , d ok tór teologii, lektor języków
wschodnich na U niwersytecie Jagiellońskim , od roku 1830 p ro
fesor nadzwyczajny tej uczelni, rządca kollegium św. Barbary
w K rakow ie, Kanonik Grobu Chrystusowego; opublik ow ał: Nabo
żeństwo na cześć patronów polskich. K raków 1852; Ż yw ot św.
Wojciecha, K raków 1858; O początku, rozkrzewieniu i upadku
zakonu X X Kanoników Stróżów Grobu Chrystusowego, K raków
1867 oraz szereg innych prac 219.
13. K A S A T A ZAK O N U M IECH OW ITÓW W RO K U 1819
W roku 1817, biskupi K rólestwa Polskiego p rzedłożyli rządow i
memoriał postulujący o kasatę szeregu klasztorów, opactw i świec
kich prebend, w związku z pom niejszonym i przez rozbiory i w ojny
d ochodam i kurii, kapituł i seminariów 22°. W w yniku petycji,
p rzedłożonej przez Aleksandra I ówczesnem u papieżow i, Piu
sow i V II, została wydana w roku 1818 bulla upow ażniająca arcy
biskupa warszawskiego, Fr. M alczewskiego — jako delegata apo
stolskiego — do podjęcia ważnych d ecyzji w sprawie utrzymania,
815 Ks. P ę k a l s k i , dz. cyt., s. 142— 158.
216 tamże.
217 tam że; ks. M. N o w o d w o r s k i , E ncykl. K ościeln a , Warszawa 1883
t. X V s. 451.
218 tamże.
219 tamże.
220 tam że, s. 124— 141.
zniesienia czy erek cji instytucji kościelnych. Zadecydow ano kasatę
zakonu m iechow itów i w roku 1819 wydelegow ano do M iechowa
komisarza, który obliczył d och od y klasztoru na 24.000 zł. poi.
rocznie. Ponieważ w tym czasie b yło 12 zakonników i 18 klery
ków — rząd wyznaczył 16.000 zł. p oi. na koszty utrzymania
30 osób na rok 1819/20, a resztę p olecił w płacić do kasy rządo
wej. Następnie — w drodze licytacji — w ypuszczono na okres
dwunastoletni 9 wsi klasztornych, pozostałych z dóbr zakonu.
Papież Pius V II dowiedziawszy się, że bulla jego została użyta
do generalnej kasaty wszystkich klasztorów i opactw', wysłał breve
do ks. H ołow czyca, nominata arcybiskupa, ażeby w-ykonano supresję zakonów zgodnie z zakresem b u lli221. Początkow o postan ow io
no pozostaw ić b ożog rob ców w M iechow ie, cystersów w Jędrzejo
wie, benedyktynów na Łysej Górze, kartuzów w Gidlach i n orber
tanki w Im bram owicach. Dla M iechowa w yznaczono roczny doch ód
w kw ocie 17.400 zł. poi. dla przełożon ego, sześciu księży i 8 kle
ryków . Poniew aż dobra były skonfiskow ane, brakło finansowych
m ożliw ości do cofn ięcia kasaty zakonu. Nastąpiła też likwidacja
biblioteki. Biskupi Królestwa P olskiego nic nic otrzym ali, gdyż
wszystkie sumy wpływ ające z kasaty zakonów przeszły do kasy
skarbu ogólnego. Rząd pruski wykorzystał kasatę do zlikw idow a
nia b ożog rob ców na terenie sw ojego zaboru zabierając im dobra
i majątki. W zaborze austriackim początkow o zakony pozostały
nienaruszone, a to: w Przeworsku, Leżajsku i kollegium św. Bar
bary w K rakow ie (p ojezu ick ie). Senat W olnego miasta Krakow a —
p o kom isyjnym zbadaniu sprawy kollegium przy św. Barbarze —
przystąpił do likw idacji m iechow itów i zajął budynek wr roku
1839, oddając go U niwersytetowi w roku 1842. W Przeworsku
i w Leżajsku — p o wym arciu proboszczów -m iechowritów i pom im o
żyjących jeszcze zakonników — obsadzono te parafie duchownym i
diecezjalnym i, likw idując ostatecznie pozostałe klasztory b o żo
grobców .
W M iechow ie do roku 1830 pozostał na prepozyturze ostatni
generał m iechow itów , biskup Tom asz N owiński; p o jego śmierci
był jeszcze — do roku 1852 — proboszczem Baltazar Chwalbiński,
kanonik-tniechowita. Od jeg o śm ierci proboszczam i m iechow skim i
byli księża diecezjalni.
ZAK O N CZE N IE
Dziwnym zbiegiem ok oliczn ości do dzisiaj pozostało wiele
miejsc zabytkow ych w Z iem i Świętej bez op iek i i tylko znaki p o
dw ójnego krzyża bożog rob ców wskazują, że niegdyś działali tam
przedstawiciele Stróżów G robu Chrystusowego. Charakterystyczny
tamże.
przykład stanowi inaly, opuszczony k ościółek na nadbrzeżnej skale
jeziora Genezaret, u stóp góry Ośmiu Błogosław ieństw. Skała
wewnątrz kościółka miała b yć m iejscem nauk Chrystusowych.
Dzisiejsze rozdarcie Jerozolim y na część arabską i izraelską, roz
dzielone pasem ziem i zniszczonej przez działania w ojenne, nasuwa
przypuszczenie, że reaktywow anie bożog rob ców na terenie B liskie
go W schodu dla idei, dla której zostali pow ołani — m iałoby pełne
uzasadnienie historyczne i służyłoby m iłośnikom zabytków wszyst
kich wyznań, z uwzględnieniem opieki samarytańskiej nad piel
grzymami ze świata chrześcijańskiego.
Dawne opactw o w M iechow ie, owiane bogatą przeszłością
i ideą służby p odw ójn ego czerw onego krzyża dla bliźnich, dzięki
opiece władz duchow nych dźwiga się z ruiny i jest w idom ym zna
kiem powiązania w idei m iłosierdzia oraz m iłości bliźniego Polski
z Bliskim W schodem .
EUGENIUSZ BAU TRO
POGLĄD MISTRZA WINCENTEGO K A D Ł L B K A
NA STOSUNEK W Ł A D Z Y DUCHOWNEJ I ŚWIECKIEJ
Zagadnienie stosunku władzy duchow nej ( sacerdotium) do
świeckiej ( imperium , regnum) w ypełniało w znacznej części p oli
tyczną myśl i akcję średniowiecza, w yczerpując się w polem ikach
często jałow ych i m onotonnych, a w każdym razie nazbyt długo
trwałych i drobiazgow ych. Cechą ogólną tych k on cep cji było to, że
m yśliciele tej epoki p odzielili się na dwa ob ozy : kościelny (pa
pieski, kurialiści, kanoniści) i państwowy (św iecki, laicki, cesar
ski, im perialiści, regaliści, legiści), które zrazu zwalczały się spo
kojnie i łagodnie, a późn iej — w miarę, jak na w idow ni politycznohistorycznej zatarg obu potęg ów czesnych: duchow nej
i świeckiej stopniował się i przybierał postać walki zaciętej —
we form ie ostrej i bezw zględnej. Każde silniejsze wystąpienie
przedstawicieli obu władz: papieża i cesarza (późn iej króla fran
cuskiego) odbijało się echem w literaturze, w yw ołując p o to k pism
p olitycznopolem icznych, z których każde starało się stanąć w o b ro
nie tez sw ojego obozu i je uzasadnić, a zbić twierdzenia i argu
menty strony przeciw nej. Cała ta literatura uzyskała cechę okazyjności, poniew aż powstawała i mnożyła się z okazji pociągnięć
historycznych papieży w zględnie cesarzy lub królów . Zatem m o
ment aktualności, jak zresztą we wszystkich pismach p olem icz
nych, nadał wszystkiemu piętno nazbyt w ybitne, a przez to
i szkodliwe.
Walka obu obozów toczyła się o to, która z obu p otęg ma
m ieć zw ierzchnie władztwo, a w ięc, czy papież czy cesarz (k ró ł).
Obie strony w ych odziły z principium unitatis et totalitatis, rzą
dzącego światem, a w ięc i społecznością ludzi, ale inaczej inter
pretowały tę zasadę. Każda z nich operowała argumentami, za
czerpniętym i z Pisma św. i dzieł O jców K ościoła oraz posługiwała
SIę oficjaln ym i enuncjacjam i papieży w zględnie cesarzy, tylko
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THE MIDLAND RAILWAY COMPANY'S HARBOUR AT HEYSHAM, LANCASHIRE (INCLUDING APPENDIX AND PLATE).
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Minutes of proceedings
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229 229 Papers.]
ABERNETHY ON HEYSHAN HARBOUR. ABERNETHY ON HEYSHAN HARBOUR. Papers.] ( P a p No. 3635.) ( P a p No. 3635.) Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. When the embankments were completed and consolidated, the space
left under the timber viaduct
was closed
by successive horizontal
layers of rock and clay until high-water of neap-tides was reachetl,
after which the space was tipped up to the full height
of the
embankment as rapidly as possible and the water was drawn off from
the inclosed area through the
sluice-pipe in the temporary dam. These precautions proved effectual,
and by April 1899 the sea, had
been entirely
excluded from the inclosed area. For drainage
purposes during the progress of the works, the contractors excavated
a. sump in the sandstone rock at the eastern end of the harbour, and
erected two rocker-pumps. The water
was conducted from these
pumps by shoots and discharged over embankment
No. 2. Little The first work undertaken was the construction of two embank-
ments, or breakwaters, Nos. 1 and 2, to inclose and reclaim the site
of the harbour ; the material for these embankments,
composed of
fairly soft sandstone
rock, with some clay and shaley marl,
was
obtained from Heysham banks,
the high ground immediately
ad-
joining the site of the works. The progress of these embankments
was at first slow, owing to the difficulty of obtaining the material in
sufficient quantity and of getting a good face on the rock, and also
owing to the fact that at
high-water the face of the cliff was washed
by the tide. I n constructing the embankments, a trench
was first
cut in the sand and filled with sandstone rock to form a toe, and to
prevent erosion by the sea ; two rock-tips were then started on each
embankment, the space between the tips being filled with clay and
mar1 ; but later on, and after getting farther seaward, it was found
better and more expeditious to tip a single rock-bank from two lines
of rails, and to side-tip the clay and marl on the inner
face. Pro-
vision had also to be made for protecting
the heads of these tips
during stormy weather by keeping in reserve a set of wagons filled
with stone ; with the aid of these wagons damage to the rock-tips
during the construction of the works was almost entirely prevented. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. TOWARDS the
end of the year 1891, the late Mr. James Abernethy,
Past-President Inst. C.E., was consulted by the Midland Railn-ay
Company as to the construction of a dock at Heysham, in Morecambe
Bay, in connection with their railway system, and in his preliminary
and subsequent reports was assisted by the Author, then in partner-
ship with him. The
Midland Railway Compzny
had for years
experienced difficulty, and were incurring considerable expense, in
maintaining their existing
pier- and. harbour-accommodation at
Morecambe, where it was only possible for steamers and vessels to
enter and leave the harbour near the period of high-water ; more-
over, the channel leading to Morecambe was difficult of navigation. Mr. Abernethy was impressed with the natural advantages which the
proposed site afforded, as being in close proximity to Heysham Lake,
a deep-water channel having
a depth of 40 feet at low-water of
ordinary spring-tides. The scheme first proposed was a dock of some 30 acres in area, with
a lock and entrance, situated
in much the same position as
the
present breakwater-heads ; but in 1895, after further consideration
of the project with the Company’s Engineer, the late Mr. J. Allen
McDonald, M. Inst. C.E., it was decided, in view of the particular
nature of the traffic to be dealt with, to alter the design to that of
a tidal harbour, the site being inclosed by embankments practically
in the position indicated on the general plan, Fig. 1, Plate 4. g
I n 1896 the Midland Railway Company obtained an Act for the
construction of the harbour. I n March of that year Mr. Janlei;
Abernethy died, and the Author
was appointed by the Midland
Railway Company
Joint Engineer with
the late
Mr. J. Allen
McDonald, the Company’s Chief Engineer. The preparation
of the
det,ailed plans was at once commenced, and in July 1897 the contract Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. 230 ABERNETHY ON IIEYSHAM HARBOUR. [Selected was put out to tender and
was let to Messrs. Price and Wills,
of
Westminster. was put out to tender and
was let to Messrs. Price and Wills,
of
Westminster. The first work undertaken was the construction of two embank-
ments, or breakwaters, Nos. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. 1 and 2, to inclose and reclaim the site
of the harbour ; the material for these embankments,
composed of
fairly soft sandstone
rock, with some clay and shaley marl,
was
obtained from Heysham banks,
the high ground immediately
ad-
joining the site of the works. The progress of these embankments
was at first slow, owing to the difficulty of obtaining the material in
sufficient quantity and of getting a good face on the rock, and also
owing to the fact that at
high-water the face of the cliff was washed
by the tide. I n constructing the embankments, a trench
was first
cut in the sand and filled with sandstone rock to form a toe, and to
prevent erosion by the sea ; two rock-tips were then started on each
embankment, the space between the tips being filled with clay and
mar1 ; but later on, and after getting farther seaward, it was found
better and more expeditious to tip a single rock-bank from two lines
of rails, and to side-tip the clay and marl on the inner
face. Pro-
vision had also to be made for protecting
the heads of these tips
during stormy weather by keeping in reserve a set of wagons filled
with stone ; with the aid of these wagons damage to the rock-tips
during the construction of the works was almost entirely prevented. The area inclosed by the embankments is 150 acres, and being all on
tidal land, with a range of tide of about 20 feet, provision had to be
made for the ebb and flow of the tide as the tips approached each
other. This
was effected by the construction of a timber viaduct
having a clear opening of 300 feet, at a distance of 2,300 feet from
the Near Naze, this point being selected as being the most shelteretl. A temporary dam of clay, with a heavy rough rock facing, was tipped
across the site of the entrance, a 6-foot pipe with sluice-valves being
laid through the
dam for
draining the area
when finally
closed. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. The area inclosed by the embankments is 150 acres, and being all on
tidal land, with a range of tide of about 20 feet, provision had to be
made for the ebb and flow of the tide as the tips approached each
other. This
was effected by the construction of a timber viaduct
having a clear opening of 300 feet, at a distance of 2,300 feet from
the Near Naze, this point being selected as being the most shelteretl. A temporary dam of clay, with a heavy rough rock facing, was tipped
across the site of the entrance, a 6-foot pipe with sluice-valves being
laid through the
dam for
draining the area
when finally
closed. When the embankments were completed and consolidated, the space
left under the timber viaduct
was closed
by successive horizontal
layers of rock and clay until high-water of neap-tides was reachetl,
after which the space was tipped up to the full height
of the
embankment as rapidly as possible and the water was drawn off from
the inclosed area through the
sluice-pipe in the temporary dam. These precautions proved effectual,
and by April 1899 the sea, had
been entirely
excluded from the inclosed area. For drainage
purposes during the progress of the works, the contractors excavated
a. sump in the sandstone rock at the eastern end of the harbour, and
erected two rocker-pumps. The water
was conducted from these
pumps by shoots and discharged over embankment
No. 2. Little 231 Papers.] Papers.] ABERNETHY ON HETSHAhI HARBOUR. difficulty was experienced in dealing with the water, and the site
remained remarkably dry throughout. difficulty was experienced in dealing with the water, and the site
remained remarkably dry throughout. y
y
g
Excavation in the
harbour ,was then
commenced, the material
taken out being
used for completing the embankments to their
finished width. In the first instance they were 30 feet in width at
the top, and the material was side-tipped until a width of 600 feet
at the root and
170 feet at the ends was obtained. It was then
found advisable to heighten the outer embankment from 10 feet to
14 feet above high-water
of ordinary spring-tides
as a further
protection against storms
and extraordinarily high tides. The
original proposal was for a depth of w-ater within the harbour
of
7 feet below low-water of ordinary spring-tides, but
subsequently
this wa,s increased to 14 feet. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. The harbour-works consist of a South quay 1,600 feet in length,
a North quay 900 feet in length, and a fish-stage 300 feet in length. The east end of the harbour is in the solid rock, finished with
a
3-to-1 slope, and that portion between the end of the North quay
and the seaward end of the embankment is a tipped rock-slope with
:I hand-packed rough rubble
face. The original contract-plans
comprised the construction of a wharf, 600 feet in
length, on
the inner face of embankment No. 3, and a central pier,
900 feet
by 150 feet, to accommodate the passenger-service, but after much
consideration by the traffic department this central pier
was
abandoned and provision for
the passenger-traffic was made by
increasing the length of the quay at embankment No. 3, and by the
construction of the North quay, It was originally intended
that
the foundations of the walls should be put in by means of timbered
trenches, but shortly after the harbour
excavation was commenced
it \vas found that the material stood with such a steep
face that it
was possible to include the foundations of the South and
Nort,ll
quays in the harbour excavation,
and to
dispense with timbered
trenches. The walls are constructed
of 7-to-1 Portland-cement
concrete with a 12-inch face
of 5-to-1 concrete, the material used
being fine ballast from Walney Island
ancl selected stone
from
Heysham banks. In the larger sections
of the walls, sandstone
plums were
placed, precautions being
taken to ensure each plum
being sufficiently surrounded with concrete. All the
walls have a
coping of granite. p
g
g
South Qttny, on EmbanLtnetlt No. I.-As this quay >%-as intended to
be used for the passenger- and cattle-traftic from Ireland, and for the
Isle of Man steamers, provision had to be made for landing con-
veniently at any state of the tide, the rise and fall of which is 27
feet, and as a t this time there had been a change in the Managership Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. 232 ABERSETHY ON IIEPSIIAJI IIACBOUR. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. [Selected [Selected of the Company, which involved some alterations in the
traffic
requirements, openings were left in the wall a t intervals to provide
for the subsequent construction of the passenger- and cattle-subways. A heavy timber staging was constructed along the whole face of the
quay, with continuous landings to give access from the steamers to
the subways, and also to take the impact of steamers coming along-
side and to minimize the risk of damage either to them or to the
wall itself. The staging was constructed of pitch-pine piles, 12 inches
by 12 inches, with front fenders of Karri timber, the whole being tied
by diagonal and cross bracing, and secured to wrought-iron brackets
previously built into the wall. The foot of each upright rests in
cast-iron socket built into the concrete toe of the wall; the whole
staging is well and thoroughly tied
back into the wharf by long
bolts securing the wrought-iron brackets on which the cross-timbers
rest. In view of future extension as
the traffic develops, it was
decided to construct a lock-entrance, 80 feet in width, with
a caisson-
sill and sluices, immediately beyond the end of the South quay, with
a quay-wall, now called the west wall, extending up to the end of
roundhead No. 1. This entrance has been closed by a temporary
dam. Beyond the South quay the
sandstone rock
dipped mpidly,
and the whole of the west wall foundations had to be constructed in
timbered trenches. North Quay, on Embanknwnt No. 2.-On
the opposite side of the
harbour the North quay
was constructed. This quay being almost
exclusively used for goods from Cork and from Scotland,
it was
not thought
necessary to provide extensive
accommodation for
passengers, and accordingly the front staging was dispensed with,
and Karri
fender-piles were bolted
to the
face of the quay for
steamers to lie against. A single subway
for passengers was
provided, to afford convenient access at about half-tide level. Romdheads.-Simultaneously with the formation of these wharved,
the construction of two roundheads
was commenced. From the
result of the horings which had been taken, it was supposed that the
clay strata met with at a depth of 10 feet below the harbour-bottom
was sufficiently good to form a secure foundation ; accordingly the
whole area of these heads and wing-walls was inclosed by close
timber piling, and excavation was started inside. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. It was found, after
going to a depth of 20 feet, that it was impossible to carry out this
work as originally intended, the running sand and silt rising up in
the bottom of the trench as fast as
it could be taken out; it was
therefore decidwi to sink monoliths, and one of these was accordingly
put down a t roundhead No. 1 ; this monolith was 17 feet in width
by 24 feet in length, and was built of concrete On a steel shoe, The ABERNETHY ON IIEYSIIABI IIARBOUB. 233 Papers. J Papers. J steel shoe was constructed by Messrs. Handyside and Company, of
Derby, and weighed 8 tons. The sinking of this monolith was effected
without much difficulty by excavating with a Priestman grab and by
hand-labour inside ; when the solid rock was reached the bottom was
concretecl up for a thickness of 12 feet, and the remaining portion
was filled with sand to within 8 feet of the top, when concrete W;LS
again employecl. It had been intended to sink a number of these
monoliths, side by side, over the whole area of the roundhead, but
owing to the satisfactory manner in which the first had gone down
it was decided to form each roundhead of a single circular monolith. These were the largest monoliths which had ever been used, and
were constructed in the following manner :- A steel shoe was first built up of plates, angle-bars and tee-bars,
stiffened at a height of 3 feet 3 inches above the cutting-edge by
gusset-plates and angle-bars ; the shoe was 55 feet in diameter over
the skin-plates, the circumferential sections being 8 feet in depth
and 8 feet in width at the top. Owing to the great weight wllicll
this shoe had to carry, special gusset-plates and angle-bars were used
for stiffening the cutting-edge, with intermediate stiffeners of lighter
scantling between the main bays, which were spaced 4 feet apart. The outer edge of the shoe was plated for a depth of 3 feet 3 inches ;
the remainder, after
being shuttered externally,
was filled with
3-to-1 concrete preparatory to sinking. Brickwork
in 2-to-l cement-
mortar was then built on the shoe, this being found more convenient
and more expeditious than concrete, whilst it also admitted of great
weight being brought to bear on any particular part of the monolith
where found necessary. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. As the brickwork proceeded, the material
(generally sand) was excavated from the interior partly by grabs bu
chiefly by manual labour, as it was found, especially at the greater
depth, that the sand was too hard for the grab to grip properly. The
monoliths are divided into four
divisions or compartments by
internal cross-walls, carried on girders attached to the upper portion
of the steel shoe a t such a height that men
could pass from one
compartment to the
other. Pumps
were kept working in each
compartment. Rock was
reached at a depth of 42 feet G inches
below the level of the harbour-bottom, the tohl depth sunk through
the sand being 75 feet. The lower portion of the monolith WRS then
sealed with G-to-l concrete to a height of about 15 feet, after which
sand was employed to fill the interior LIP to the level of the harbour
bottom. A topping of 13 feet of concrete was then added, and 011
this the upper portion
of the roundhead was constructed, of G-to-1
concrete within shuttering. These circular monoliths are 55 feet in
diameter and 75 feet in depth, the weight of the steelwork being 73 234 ADERFETIIY ON HEYSHAN IIARBOUE. [Selected tons, and the total
weight of the monolith, with
the brickwork
completed, 6,000 tons. It was found that when this large monolith
had been sunk to the rock it was only 5 inches out of the perpen-
dicular, and that sunk on the site
of roundhead No. 2 was almost
equally satisfactory. Temporary Lighti?zg.-On
the commencement of the works, two
temporary timber dolphins were erected at the low-water line of the
entrance-channel for
the purpose of lighting, as required
by the
Trinity Board. On the completion of the works these dolphins were
removed and a Pintsch gas-buoy, to burn for 3 months, was placed
on the side of the south dolphin. Lighthouses.-A
lighthouse has been erected on the southern
roundhead, not only to indicate the entrance to the harbour, but also
to guide vessels up Heysham Lake, and for this
purpose a leading
lighthouse has been placed on the Near
Naze. The lighthouse on
the roundhead is constructed of cast-iron plates f inch in thickness ;
the focal plane of the optical apparatus is 16 feet 4 i inches above
the surface of the roundhead, and 30 feet 4 inches above high-water
of ordinary spring-tides. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. The
tower is 6 feet 10 inches in diameter
at the top, and 8 feet 11 inches at the base. An outer gallery is
fixed on cast-iron brackets and provided with a
balcony. The
lantern-floor consists of chequered iron plates supported on rolled
steel joists. The tower
is secured by sixteen holding-down bolts, 13
inch in diameter by 6 feet in length, with cast-iron anchor-plates
12 inches square. The lantern is 6 feet 12 inch in internal diameter
and consists of a cast-iron pedestal with gun-metal
ventilators. The glazing is framed in gun-metal helically-inclined frames. The
dome and ball-ventilator are of copper. The illuminating apparatus
consists: of a fixed dioptric lens showing over an arc
of 360°,
with a vertical aperture
of SOo. The illuminant is
gas, with
tt
two-wick capillary oil-burner
as a stand-by. The leading
light on
the Near Naze is carried on an openwork structure giving a height
of 46 feet from the level of the concrete base, and a height of 66 feet
6 inches from high-water to the focal plane of the optical apparatus. The concrete base for the structure is built on the Naze Rocks, and
the tower is built into this base to a depth of 10 feet. The structure
consists of four solid iron columns, 5 inches in diameter, with cast-
steel connecting-sockets. The horizonta,l rolled-joist bracings
are
connected to the columns and steel sockets by wrought-iron straps. The diagonal bracing
is of round iron with
screw-couplings. The
lantern floor, intermediate landings, and ladders are of wrought
iron. The lantern is 5 feet in diameter, and consists of a mild steel
pedestal, copper roof and ventilator. The illuminating apparatus ABERNETHY ON HEYSHAhf HARBOUR. 235 Papers.] consists of a holophote, with
a refracting lens
of 80" vertical
and horizontal angle, with two reflecting prisms on
the outside. The illuminant is gas, and the storage gas-holders are on the concrete
foundation. The angle
of illumination given
by the lens is S r ,
which acts as a leading light
in connection with
the light
on
the roundhead. The lighthouses were supplied
and erected by
Messrs. Chance Brothers, of Birmingham. Passenger-Station and Gooda-Sheda.-The
passenger-station has an
island-platform, 600 feet in length and 47 feet in width, with a line
of rails on each side, within the building ; the platform is covered
for a length
of 450 feet, the roof being 75 feet in width. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. A suite
of waiting- and refreshment-rooms has been constructed along the
centre of the platform. For the convenience of passengers, luggage-
hoists hare been provided from each of the landing-stages, at various
levels to suit the state
of the tide. As the sheds for the arrange-
ment of goods for transit are situated
close to the quay, with the
passenger-station beyond, overhead gangways have been Constructed
across the goods-sheds into the passenger-station, and the stairways
from each landing-stage, as well as the hoists, communicate directly
with this
overhead gangway. Passengers will thus be completely
protected from the weather. p
The goods-station is nearest to the quay, and has a length of BOO
feet, there being ground
mailable for a further extension of 100
feet. A second goods-shed has been constructed, having
a length of
175 feet. The
distance between
the buildings and the front
edge
of the quay is 27 feet 6 inches, which is sufficient for the working of
large cranes. The crane-legs on one side
travel on rails laid on the
quay, and those on the other side on rails supported on the stanchions
of the goods-station. The rolling-stock of the Midland Railway can
ettsily pass along the quays under the cranes, the width between the
centres of the crane-rails being 31 feet 2 inches. I n connection with the design of the buildings, serious considera-
tion had to be given to the question of wind-pressure, as the harbour
is exposed to south-westerly gales. An anemometer-tower was
erected on
the Near
Naze, with complete apparatus for taking
records, including a Beckley anemometer. This
instrument, on the
26th February, 1903, when a train was blown off the Leven Viaduct
on the opposite shore of Morecambe Bay, recorded a velocity of 100
miles an hour. It was decided to construct the
buildings of steel
framing with wooden boarding and with an exceptionally flat roof,
the rise being
G feet 6 inches, equal to about 1 in 2. It was also
deemed important to limit the
load on the foundations. So far as
roofs and walls are concerned there is little difference between the ABERNETIIY ON IIEYSHAM IIARllOUII. 236 [Selected goods- and passenger-stations. The span of the goods-station is
59 feet, and
of the passenger-station 75 feet. The whole of the
framework of the goods-station is carried on steel stanchions. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. Each foundation consists
of a block of concrete,
7 1 feet by 4 feet, with base-plates,
and four
12-inch lewis-bolts
for holding down the foundation-girder of the stanchions, which is
7 feet in length and is built of plates 12 inches in depth, with l2-inch
flanges. To this base-girder are riveted the vertical
members
forming the stanchions, so arranged that the width at the base is
6 feet, tapering to 18 inches just below quay-level. Above this the
stanchion continues
18 inches in width to the top. On the t,op of
each stanchion
is a bracket, to
which is secured
the continuous
longitudinal girder supporting the rails on
which the wheels on one
side of the gantry-crane run, the wheels on the other side travelling
on rails on the quay. Between
the stanchions there is steel bracing
carrying timbers forming
the side of the building. The stanchions
carry the transverse girders supporting the
roof-principals. These
girders are 59 feet in length over all and are of the ordinary lattice-
type, 4 feet in depth. The
wind-bracing is specially strong,
there
being 1;-inch diagonal tie-rods with
screw-couplings through each
girder. The girders are
spaced at intervals of 25 feet, which fixed
the span of the roof-principals. These
are transverse to the line of
the main girders and therefore parallel
to the
longitudinal line
of the shed. There
are six principals to the width of the building to
each span. They are of simple construction, being built
of tee-bars
and tie-rods. The covering over the good-sheds is entirely of zinc,
but the central part
of each span in the passenger-station roof is
glazed, and the side partst are of zinc. The end of the glazing over-
laps the zinc at a height of l foot to provide ventilation, a suitable lip-
covering being arranged to prevent the rain driving into the interio Entrance-Channel.-After the water was admitted into the harbour,
the temporary dam at the entrance had to be removed ; the upper
portion was taken away by means of grabs and steam-cranes, ancl
when the water in the harbour had reached sea-level the work was
continued by dredging. The entrance-channel was then dredged to
R depth of 17 feet at low-water of ordinary spring-tides, extending
from the harbour to the
low-water line in Heysham Lake. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. These
stanchions are founded on concrete carried
to a depth of 21 feet
below quay-level. Each foundation consists
of a block of concrete,
7 1 feet by 4 feet, with base-plates,
and four
12-inch lewis-bolts
for holding down the foundation-girder of the stanchions, which is
7 feet in length and is built of plates 12 inches in depth, with l2-inch
flanges. To this base-girder are riveted the vertical
members
forming the stanchions, so arranged that the width at the base is
6 feet, tapering to 18 inches just below quay-level. Above this the
stanchion continues
18 inches in width to the top. On the t,op of
each stanchion
is a bracket, to
which is secured
the continuous
longitudinal girder supporting the rails on
which the wheels on one
side of the gantry-crane run, the wheels on the other side travelling
on rails on the quay. Between
the stanchions there is steel bracing
carrying timbers forming
the side of the building. The stanchions
carry the transverse girders supporting the
roof-principals. These
girders are 59 feet in length over all and are of the ordinary lattice-
type, 4 feet in depth. The
wind-bracing is specially strong,
there
being 1;-inch diagonal tie-rods with
screw-couplings through each
girder. The girders are
spaced at intervals of 25 feet, which fixed
the span of the roof-principals. These
are transverse to the line of
the main girders and therefore parallel
to the
longitudinal line
of the shed. There
are six principals to the width of the building to
each span. They are of simple construction, being built
of tee-bars
and tie-rods. The covering over the good-sheds is entirely of zinc,
but the central part
of each span in the passenger-station roof is
glazed, and the side partst are of zinc. The end of the glazing over-
laps the zinc at a height of l foot to provide ventilation, a suitable lip-
covering being arranged to prevent the rain driving into the interio
E t
Ch
l Aft
th
t
d
itt d i t
th
h
b goods- and passenger-stations. The span of the goods-station is
59 feet, and
of the passenger-station 75 feet. The whole of the
framework of the goods-station is carried on steel stanchions. These
stanchions are founded on concrete carried
to a depth of 21 feet
below quay-level. By GEORGE NEILL
ABERNETHY,
M. Inst. C.E. In
forming this entrance-channel 1,115,148
cubic yards of material
were removed,
the plant
used being tm-o bucket-ladder dredgers;
two sand-pumps, the ca.pacity of each hopper being 500 cubic yards ;
two steam-hoppers, each of 500 cubic yards capacity ; and two dnmb-
hoppers, each of 250 cubic yards capacity. Papers.] Papers.] Papers.] Contractors’ Accommodation.for the Workmen.-At
the time the
works
were commenced Heysham was a small village, inhabited only
by a
few agriculturists,
so that the contractors had
to make arrange-
ments for the accommodation of their workmen. They accordinglg
constructed a village of lmts, known by the name of “ Klondyke,”
consisting of three large huts, each accommodating seventy-five men ;
forty-five small huts, each taking a hut-keeper and his family, and
twelve men ; n cmteen and recreation-room, 90 feet in length
by
GO feet in width ; butcher’s, baker’s, clothier’s, and barber’s shops ; :I
police office, etc. ; as well as a, special bakery capable of supplying
six hundred
loaves per day,
and a large
cafe where, besides the
m u d groceries, hot meals were served
to the
men. All the
buildings, with the exception of the hts, were lighted by acetylene
ens. When in full
swing there were about seven hundred men
living at this
settlement. In addition to the
foregoing, an
enterprising resident
in the neighbourhood erected a collection of
huts further inland,
which was distinguished by
the name of
“ Dawson City.” Contractors’ Workshops and Plant.-A
list of the workshops erected
hy the contractors on the site, and
of the machinery employed in
carrying out the works, is given in the Appendix. Blond-Gas Electsic Pozoer Installation.-Electricity
is employed for
practically all the machinery. Not only is it claimed that electricity
effects considerable economies in working as compared with
llydraulic and steam-power for the actuation of the cranes, capstans,
lifts, pumps, etc., which constitute the bulk
of the power-using
machinery in harbour-works, but it imparts an
elasticity to the
power-distribution scheme otherwise unobtainable. Where exten-
sions are probable this consideration naturally has much weight, and
no doubt it did much to influence the Midland Railway Company in
favour of the motor drive. Mond-gas
is used for the engines and is
generated in a producer-plant constructed by
the Power Gas
Corporation, Limited. The air-blast
for producing the gas is
delivered by
a Roots blower, or in
cases of
emergency by a
Kiirting blower, and after passing along the air-main enters at the
bottom of the air-tower. In this tower the air comes into intimate
contact with the water, which has been heated by the gas cooling-
tower, and is thereby saturated with water-vapour
at the temperatur
at which it leaves the latter. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. 237 AbEkNBTHY ON B$Y SHAM fIhRj3OUiL Papers.] The air-tower
is packed with circular
earthenware tiles down which the water trickles, meeting the air as
it rises to the top. It leaves the air-tower at the outlet and after
passing along the air-drain, where it receives a further supply of
steam from the exhaust
of the engine driving the auxiliary ABER%PI'HY 09 HEYSHAhf HARBOUR. 238 [Selected [Selected machinery, it enters the external
pipe of the Superheater. The
mperheater consists of two legs, each having an internal and an
external pipe ; the hot
blast passes through the annular
space
between the two pipes, and is therein superheated by means of the
hot gas which is passing in the opposite direction from the producer
through the internal
pipe of the superheater. The superheater
blast then enters the producer. The producer is cylindrical in shape,
and consists of an external and an internal wrought-iron shell. The
internal shell is lined with fire-brick as far down as the fire-box and
has the shape of an inverted cone at the bottom ; the external shell,
however, is cylindrical down to the water-seal, where it is luted with
water. In the upper part of the producer, immediately beneath the
fuel-hopper, is an internal
bell, which, being kept
full of fuel,
automatically maintains the proper height
of fuel in the body of
the producer, and thus
assists in maintaining uniformity
in the
composition of the gas. The bell further obviates the serious
fluctuation in pressure throughout the plant which would be brought
about if the fuel were dropped
straight into the producer, and by
providing for
partial distillation
of the " green " fuel before it
enters the main body of the producer, reduces, to some extent, the
amount of tar formed. Each producer
is further
provided with
four poke-holes for poking into the interior of the bell. A circular
platform is provided for working the coal feeding-apparatus and the
poke-holes. The blast entering the
producer from the superheater
passes all round the annular space between the internal and externa
shells and enters the interior
at the bottom. The resultant
gas,
under ordinary circumstances, when working
on a good load and
consuming suitable Nottinghamshire
or Lancashire slack, will have
approximately the following composition :- Carbonic acid (CO,) . . . . . . . 12 per cent. Carbonic oxide
(CO) . . . . . . . 17 .... Hydrogen (H) . . . Papers.] . . . . . . 21 . . . . Marsh gas (CH,) . . . . . . . . 2 . . . . Nitrogen (N) . . . . . . . . . 48 . . . . --
100 The gas, having deposited a great part of its suspended dust in the
superheaters, enters the
collecting-main, where more dust is separated,
being removed daily from
the dust-boxes provided at the bottom. From the collecting-main the gas passes into the washer, rectangular
in shape, in which revolves a dasher fitted with blades which throw
fine spray into the gas as it passes through. The remainder
of the
dust in the gas is thus thrown out and deposited in the water. The Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. ABERNETHY 09 IIEPSHBM HARBOUR. 239 Papers.] dust which sinks to the bottom of the mater may be removed, while
the plant is working, by means of rakes and scoops provided for the
purpose. From the washer the gas enters the bottom of the gas-
cooling tower. The gas passing up the tower comes into intimate
contact, on the way, with water trickling down, and gives up its heat
to the cooling-water, which is then pumped to the heating-tower, in
which it is cooled by the incoming air. From the cooling-tower the
gas passes to the
gas-holder. After leaving the holder the gas
enters a fan in which it is dashed with great force against the sides,
and the remaining tar is thus thrown
out. The fan forces the gas
through a sawdust scrubber which
is packed with coarse shavings
and sawdust. In this apparatus the remaining
particles of tar are
removed, and the gas is left in a pure condition ready for consump-
tion in the engines. The coal used in the producers is bituminous
slack. The slack is dumped from railway-wagons directly into the
elevator-boot, and is raised by a bucket-conveyor which deposits it in
a horizontal spiral conveyor running across the tops of the bunkers
above the producers. Each bunker
holds 10 tons. The conveyors
are driven by a 73-HP. Westinghouse motor running at 1,850 revoln-
tions per minute. From the
scrubber the gas passes into the gas-
main, which
runs outside the engine-house, alongside
the three
250-HP. gas-engines. The engines are of the Westinghouse vertical
single-acting pattern, and run at the comparatively high speed of 200
revolutions per minute. Each gas-engine is direct-coupled to a
150-kilowatt continuous-current generator of standard Westinghouse
pattern, giving a current of 325 amperes at 430 to 460 volts when
working at normal speed. The storage-battery consists of two sets,
each of 115 cells. Each cell has a minimum capacity of 180 amperes
for G hours, with a final voltage of 1 -85 volt. Lighting.-The
landing-stages, passenger-station, goods-sheds, cart-
roads, sidings, engine-house, etc., are lighted by one hundred and six
4-ampere Jandus arc-lamps, each fitted with raising-
and lowering-
gear, and the equivalent
of one thousand 16-candle-power incan-
descent lamps. The lighting of the quay-side is effected by means of
two-light fittings run on alternate circuits and carried in lanterns on
10-foot cast-iron pillars, spaced about 60 feet apart. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Water-Supply.-Water
is obtained from an Artesian well by means
of a pump made by Messrs. Timmins. The pump-head well is 8 feet
in internal diameter, is sunk to
a depth of 16 feet G inches below the
surface, and is lined with cast-iron segmental tubing. A
cast-iron
stand-pipe of 26 inches bore, with a large body-flange, is fitted at the
base of the well and carried down 22 feet 6 inches below the surface ;
this and the well-bottom are made tight with concrete to prevent any Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. 240 ADERNETfiY ON HEYSllAN HARBOUR. [Selected [Selected surface-pollution percolating into
the bore-hole. Below
the stand-
pipe, to a depth of 101 feet, the bore-hole is 24 inches in diameter,
and is lined with 19-inch and 21-inch cast-iron flush-jointed lining-
tubes. The annulus outside the tubes is grouted with cement, sealing
the bore-hole to the base of the tubes in order to obtain the pure and
deep-seated Artesian-well water. From this point
downwards an
18-inch open bore is continued to a depth of about 350 feet below
the surface. The bore-hole pump is 11 inches in diameter, of the
combined ram and bucket type, the base of the suction being fixed at
125 feet
below the surface. The pump is capable of delivering
288,000 gallons of water per day through a 6-inch main 1,550 yards
in length into a reservoir of 392,850 gallons capacity, 38 feet above
the rail-level of the harbour. Cmne8, Copstans, etc.-The
cranes and capstans have been supplied
by Messrs. Stothert and Pitt, of Bath, and electrically-equipped by
the British
Westinghouse Company. There are
six &ton wharf-
cranes, one 2-ton wharf-crane, six
30-cwt. platform-cranes in the
goods-sheds, ten l-ton capstans, and two %ton capstans. Two sets
of Merryweather fire-pumps, having a united capacity
of 1,400
gallons per minute, are instnlled,
ancl two Waywood lifts are provided
to take passengers and goods to and from the
upper and lower
landing-stages. The harbour is designed to provide increased accommodation for
goods- and passenger-traffic to Ireland, and for excursion-traffic to the
Isle of Man. The Midland Railway Company have built a new fleet
of steamers, with
every modern
convenience, which commenced
running in September 1904. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. In order more effectually to maintain
the connections in Ireland, the
Midland Railway
Company have
absorbed the Northern Counties Railway of Ireland and the Donegal
line. The intention
is to foster the
passenger-traffic with the
provinces of Ulster and
Donegal and to develop the agricultural
resources of the country. The harbour is
also conveniently situated
for railway-connection with the English Midland towns, and a new
line has been constructed from the Midland main-line, so that trains
run direct
vid Lancaster to the harbour, alongside the steamers. Arrangements have also been made at the harbour for cattle, fish,
poultry, and other traffic. The cost of the harbour-works, without buildings or equipment, has
amounted to the sum of 2796,619. The Engineers for the
works were the late
Mr. J. Allen
McDonald, M. Inst. C.E., Chief Xngineer to the Midland Railway
Company, and the Author. The Engineers for the
works were the late
Mr. J. Allen
McDonald, M. Inst. C.E., Chief Xngineer to the Midland Railway
Company, and the Author. The Eesident Engineer
a t the commencement of the works was The Eesident Engineer
a t the commencement of the works was Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. CoxmacroKa’ WORKMHOPB AIYD 1’L.mrr. Carpenters’ a
d
wagon-repairing shop, 140 feet by 25 feet, in which one foreman
and thirty men were employed repairing Tvsgons, hand-carts, trucks, barrows, etc. In connection with this shop ten to fifteen men were employed outside putting up
shutters for concreting, sheds and general outside repairs
; these were independent
of carpenters on permanent work, such as staging, piling, etc. The cement-shed was 200 feet in length by 40 feet in width, the cement being
stored to a depth of about 3 feet 6 inches. This was dividecl into ten bins, each
of which took about 120 tons, to facilitate cooling, testing, etc., the cetnent being
shot as it came from the steamer alongside the temporary pier. On each bin
was noted the date
of delivery, the date of testing, and the date when ready
for use. A store-shed, 100 feet by 20 feet, \vas erect,ed, and was furnished with
the
usual assortment of stores. An oil-shed was placed at a considerable distance away to avoid danger in case
of fire. A large stone building was utilized for the storage of materials for permanent
works. A large stone building was utilized for the storage of materials for permanent
works. An enginepainting shed, to take one locomotive. Blacksmiths’ and fitting shops. Machine and fitting shops. Boilewmiths’ shops. Brass-moulding department. 1 Lubecker exwsvator, eulplo~ing twelve ulm. 1 12-ton M’ilson excavator. 1 lo-ton Whitaker bucket-exmvatw. 19 locomotives of various types. 21 travelling and derrick crmes. 3 Taylor concrete-mixors. y
8 stone-crushers driven by 10-HI’. a d 12-111’. ellginca. 24 pumps of different types. p
p
yp
15 boilers, vertical ancl locomotive. 6 grabs 15 boilers, vertical ancl locomotive. 2 steam rock-drills. 2 steam rock-drills. Portihle engines, three lO-Hl’., two l%-HP.,
one ~O-IIP., two 25-IIP., am1
two 30-HI’. p?,,?,Lpy ( ~ t
Sump-One
pair 16-inch Coruisll rocker-beau1 1)umps sLcam-
driven by apur-gearing ; approximate capacity, 800 gallons per millute at 14 revo-
lutions per minute. One 12-inch Wade and Cherry centrifugal pump driven by a
PB-HP. engine ; approximate capacity, 2,000 gallons per Ininute. This punq)
was
used for high tides and wet weather. The temporary water-pipes were 53 miles in length. The contractors’ railway was about l O + miles in length. A tetnporary jetty 011 No. 2 bank \vas constructed, at which frequently two or
three steamers were discharging a t one time. ABERNETHY ON HEYSHAM HARBOUR. ABERNETHY ON HEYSHAM HARBOUR. [Selected CoxmacroKa’ WORKMHOPB AIYD 1’L.mrr. It was equipped with three 3-ton
crihlles, and in the busy time these were working day and night. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. 241 ABERNETHY OS HEYSIIARI HARBOUR. Papers.] Mr. Gerald Fitz-Gibbon,
M. Inst. C.E., who
had had considerable
previous experience under the Author in harbour- and
dock-works. He left in September
1899 to take up the appointment
of Chief
Engineer to the Aire and Calcler Navigation, and his place was filled
by Mr. Baldwin H. Bent., M.A., M. Inst. C.E., who remained until
their completion. The Paper is accompanied by five drawings and two tracings, from
:L selection of which Plate 4 has been prepared; and
by sixteen
photographs, which may be seen in the Library of the Institution. [THE ISST. C.E. VOL. CLXVI.] [THE ISST. C.E. VOL. CLXVI.] Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. 242 S E C T H O N
F. F. ht © ICE Publishing all rights reserved Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16] Copyright © ICE Publishing a Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rights reserved. Downloaded by [ Purdue Univ Lib TSS] on [19/09/16]. Copyright © ICE Publishing, all rig
|
https://openalex.org/W2626814575
|
https://research-information.bris.ac.uk/ws/files/117897959/Author_version_IEEE.pdf
|
English
| null |
A Flexible 2.45-GHz Power Harvesting Wristband With Net System Output From −24.3 dBm of RF Power
|
IEEE transactions on microwave theory and techniques
| 2,018
|
cc-by
| 14,114
|
Adami, S. E., Proynov, P., Hilton, G. S., Yang, G., Zhang, C., Zhu, D.,
Li, Y., Beeby, S. P., Craddock, I. J., & Stark, B. H. (2018). A Flexible
2.45-GHz Power Harvesting Wristband with Net System Output from -
24.3 dBm of RF Power. IEEE Transactions on Microwave Theory and
Techniques, 66(1), 380-395. Article 7955016. https://doi.org/10.1109/TMTT.2017.2700299 Publisher's PDF, also known as Version of record
License (if available):
CC BY
Link to published version (if available):
10.1109/TMTT.2017.2700299 This is the final published version of the article (version of record). It first appeared online via IEEE at
http://ieeexplore.ieee.org/document/7955016/. Please refer to any applicable terms of use of the publisher. Adami, S. E., Proynov, P., Hilton, G. S., Yang, G., Zhang, C., Zhu, D.,
Li, Y., Beeby, S. P., Craddock, I. J., & Stark, B. H. (2018). A Flexible
2.45-GHz Power Harvesting Wristband with Net System Output from -
24.3 dBm of RF Power. IEEE Transactions on Microwave Theory and
Techniques, 66(1), 380-395. Article 7955016.
https://doi.org/10.1109/TMTT.2017.2700299 Adami, S. E., Proynov, P., Hilton, G. S., Yang, G., Zhang, C., Zhu, D.,
Li, Y., Beeby, S. P., Craddock, I. J., & Stark, B. H. (2018). A Flexible
2.45-GHz Power Harvesting Wristband with Net System Output from -
24.3 dBm of RF Power. IEEE Transactions on Microwave Theory and
Techniques, 66(1), 380-395. Article 7955016. https://doi.org/10.1109/TMTT.2017.2700299 A Flexible 2.45-GHz Power Harvesting
Wristband With Net System Output
From −24.3 dBm of RF Power
Salah-Eddine Adami, Plamen Proynov, Geoffrey S. Hilton, Guang Yang, Chunhong Zhang,
Dibin Zhu, Yi Li, Steve P. Beeby, Ian J. Craddock, Fellow, IEEE, and Bernard H. Stark Fig. 1. Block diagram of the flexible RF power harvesting system
(single channel). Abstract—This paper presents a flexible 2.45-GHz wireless
power harvesting wristband that generates a net dc output from
a −24.3-dBm RF input. This is the lowest reported system
sensitivity for systems comprising a rectenna and impedance-
matching power management. A complete system has been
implemented comprising: a fabric antenna, a rectifier on rigid
substrate, a contactless electrical connection between rigid and
flexible subsystems, and power electronics impedance matching. Various fabric and flexible materials are electrically characterized
at 2.45 GHz using the two-line and the T-resonator methods. Selected materials are used to design an all-textile antenna,
which demonstrates a radiation efficiency above 62% on a
phantom irrespective of location, and a stable radiation pattern. The rectifier, designed on a rigid substrate, shows a best-in-
class efficiency of 33.6% at −20 dBm. A reliable, efficient, and
wideband contactless connection between the fabric antenna and
the rectifier is created using broadside-coupled microstrip lines,
with an insertion loss below 1 dB from 1.8 to over 10 GHz. A
self-powered
boost
converter
with
a
quiescent
current
of 150 nA matches the rectenna output with a matching effi-
ciency above 95%. The maximum end-to-end efficiency is 28.7%
at −7 dBm. The wristband harvester demonstrates net positive
energy harvesting from −24.3 dBm, a 7.3-dB improvement on
the state of the art. Fig. 1. Block diagram of the flexible RF power harvesting system
(single channel). garments for firefighters [4], life jackets for Cospas-Sarsat
international satellite rescue system [5], and spacesuits [6]. Flexible RF and microwave circuits have been reported using
flexible thin polymers [7], fabric materials [8], [9], and inkjet-
printed structures using paper [10]. Fabrics are particularly
relevant for wearables due to their broad acceptance, flex-
ibility, lightweight, and low cost. In practice, where high
functionality is required, a hybrid structure is used, where
flexible circuits are combined with rigid sub-PCBs with the
required RF and sensor-node chipsets [11]. RF wireless power
transfer provides a convenient means of remotely powering
these hybrid structures [12], removing the need to directly
recharge batteries. This arrangement furthermore avoids the
need for rigid, dense, and potentially toxic batteries. Index Terms—Boost converter, fabric antenna, fabric-to-PCB
connector, Internet of Things, power management, rectenna
array, rectenna impedance matching, rectennas, RF energy har-
vesting, RF power transfer, smart fabric, T-resonator method,
textile antenna, two-line method. 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/ IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES A Flexible 2.45-GHz Power Harvesting
Wristband With Net System Output
From −24.3 dBm of RF Power
Salah-Eddine Adami, Plamen Proynov, Geoffrey S. Hilton, Guang Yang, Chunhong Zhang,
Dibin Zhu, Yi Li, Steve P. Beeby, Ian J. Craddock, Fellow, IEEE, and Bernard H. Stark The combination of RF wireless power transfer and wear-
able electronics is challenging for several reasons. First,
the reliability of interconnections between flexible and rigid
subsystems needs addressing, for example by using snap-on
fasteners, as reported in [13]. Second, in order to maximize
the output power, and obtain a range of several meters, rectifi-
cation and power management circuits need to be efficient
down to extremely low power levels [14]. Third, with the
antenna being on a moving person, the stability of efficiency
and radiation pattern is important. Creative Commons Attribution 3.0 License. For more information, see http://creativecommons.org/licenses/by/3.0/ work is licensed under a Creative Commons Attribution 3.0 License. For more information, see http://creativecommons.o Manuscript received November 28, 2016; revised March 6, 2017 and
April 13, 2017; accepted April 16, 2017. This work was performed under
the SPHERE Interdisciplinary Research Collaboration (IRC) funded by the
U.K. Engineering and Physical Sciences Research Council (EPSRC), Grant
EP/K031910/1. (Corresponding author: Salah-Eddine Adami.)
S.-E. Adami, P. Proynov, G. S. Hilton, G. Yang, I. J. Craddock,
and
B.
H.
Stark
are
with
the
Department
of
Electrical
and
Elec-
tronic Engineering, University of Bristol, Bristol BS8 1UB, U.K. (e-mail:
bernard.stark@bristol.ac.uk).
C. Zhang was with the Department of Electrical and Electronic Engineering,
University of Bristol, Bristol BS8 1UB, U.K.
D. Zhu is with the College of Engineering, Mathematics and Phys-
ical
Sciences,
University
of Exeter,
Exeter EX4 4QF, U.K. (e-mail:
d.zhu@exeter.ac.uk).
Y. Li and S. P. Beeby are with the Department of Electronics and Computer
Science, University of Southampton, Southampton SO17 1BJ, U.K. (e-mail:
yi.li@soton.ac.uk; spb@ecs.soton.ac.uk).
Color versions of one or more of the figures in this paper are available
online at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TMTT.2017.2700299 Color versions of one or more of the figures in this paper are available
online at http://ieeexplore.ieee.org. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 2 2 TABLE I TABLE I
CHARACTERIZATION RESULTS OF VARIOUS SUBSTRATE MATERIALS AT THE 2.45-GHz BAND CHARACTERIZATION RESULTS OF VARIOUS SUBSTRATE MATERIALS AT THE 2.45-GHz BAND Fig. 2. Photograph of the proposed RF harvesting wristband system
comprising two rectennas of that shown in Fig. 1. Fig. 3. Cross-sectional SEM image view of a standard polycotton fabric with
screen-printed interface layer. The roughness of the fabric material is reduced
to few micrometers. Fig. 2. Photograph of the proposed RF harvesting wristband system
comprising two rectennas of that shown in Fig. 1. end-to-end RF/dc efficiency). This system is implemented as
a wristband, as shown in Fig. 2. This paper presents advances
in various areas: antenna, rectifier, interconnection design,
and power management. It validates the approach through
both simulation and measurement of individual components
and through experimental results from a complete system
implementation. Fig. 3. Cross-sectional SEM image view of a standard polycotton fabric with
screen-printed interface layer. The roughness of the fabric material is reduced
to few micrometers. with FR4 and Duroid-5880 used as baselines. The selected
materials cover a wide range of application areas with a focus
on purely fabric materials. Foam materials were not considered
here, although they were used in many other research papers
to design fabric antennas [8]. Polyester and Cotton fabrics are
at the top of our selection as they are widely used in garment
industry. The list also includes an UV-curable polyurethane
acrylate-based standard interface material (Fabink-UV-IF1)
and a waterproof interface material (Fabink-UV-IF010), both
from Smart Fabric Inks Ltd. These are used in [12], to pla-
narise the surface of fabrics prior to the silver screen printing
of antennas. Fig. 3 shows a cross-sectional scanning electron
microscope (SEM) image of a polycotton fabric with screen-
printed interface material. It can be seen that the rough
surface of fabric is reduced to only few micrometers. Kapton
polyimide laminate from DuPont is also characterized. The paper is organized as follows. Section II presents the
characterization at 2.45 GHz of various materials. Section III
presents the design of the fabric antenna. Section IV shows the
design of the fabric-to-rigid PCB coupling interface. Section V
presents the design of the rectifier. Section VI presents
the power management circuit. Finally, in Section VII, the
end-to-end system is presented along with experimental
results. I. INTRODUCTION F
LEXIBLE RF electronics has many applications in on-
body and off-body communications for: healthcare [1],
RFID body-centric sensing [2], wearables [3], protective F Manuscript received November 28, 2016; revised March 6, 2017 and
April 13, 2017; accepted April 16, 2017. This work was performed under
the SPHERE Interdisciplinary Research Collaboration (IRC) funded by the
U.K. Engineering and Physical Sciences Research Council (EPSRC), Grant
EP/K031910/1. (Corresponding author: Salah-Eddine Adami.) S.-E. Adami, P. Proynov, G. S. Hilton, G. Yang, I. J. Craddock,
and
B. H. Stark
are
with
the
Department
of
Electrical
and
Elec-
tronic Engineering, University of Bristol, Bristol BS8 1UB, U.K. (e-mail:
bernard.stark@bristol.ac.uk). S.-E. Adami, P. Proynov, G. S. Hilton, G. Yang, I. J. Craddock,
and
B. H. Stark
are
with
the
Department
of
Electrical
and
Elec-
tronic Engineering, University of Bristol, Bristol BS8 1UB, U.K. (e-mail:
bernard.stark@bristol.ac.uk). This paper reports, for the first time, a flexible and wearable
end-to-end RF-harvesting system, that is designed to operate
over a range exceeding 2 m at Wi-Fi transmit power levels
(100-mW EIRP). A single channel of this system is illustrated
in Fig. 1. The flexible fabric antenna is coupled to the rigid rec-
tifier and boost converter, using broadside-coupled microstrip
lines. This system is optimized to operate at a power of
−20 dBm in the center of the 2.4-GHz ISM band. This power
level gives a good balance between transmission range (about
2 m from a 100-mW EIRP typical Wi-Fi source [15]) and
available dc power for the load (about 1 μW, hence a 10% C. Zhang was with the Department of Electrical and Electronic Engineering,
University of Bristol, Bristol BS8 1UB, U.K. C. Zhang was with the Department of Electrical and Electronic Engineering,
University of Bristol, Bristol BS8 1UB, U.K. D. Zhu is with the College of Engineering, Mathematics and Phys-
ical
Sciences,
University
of Exeter,
Exeter EX4 4QF, U.K. (e-mail:
d.zhu@exeter.ac.uk). Y. Li and S. P. Beeby are with the Department of Electronics and Computer
Science, University of Southampton, Southampton SO17 1BJ, U.K. (e-mail:
yi.li@soton.ac.uk; spb@ecs.soton.ac.uk). Color versions of one or more of the figures in this paper are available
online at http://ieeexplore.ieee.org. igital Object Identifier 10.1109/TMTT.2017.2700299 B. Discussion and Analysis of the Results Fig. 4. Examples of samples characterized using the two-line and the
T-resonator methods. In this section, the line losses αTyp (dB/m) considering a
typical microstrip line of width w = 3 mm over a h = 1.6 mm
height substrate, are compared for all materials. Fig. 5. Characterization results of various materials at 2.45 GHz: loss tangent
versus relative permittivity. Contours of constant microstrip line dielectric loss
are also plotted considering a typical microstrip line of width w = 3 mm over
a h = 1.6 mm height substrate. 1) Interface Material: The interface material was applied
in a previous work to polycotton to smooth its surface and
make it ready for silver screen printing of conductive lay-
ers [12]. This strengthens the adherence of the conductive
layer (especially when the antenna is bent) and reduces surface
roughness. The dielectric loss associated with this structure
is, however, about 22.4 dB/m, which is high compared to
the reference FR4 (7.6 dB/m) and Duroid-5880 (0.3 dB/m). Regarding pure interface material samples, the results show a
relative permittivity of 3.26 and a loss tangent of 0.063. These
values are slightly higher than those of the polycotton-interface
material sandwich (εr = 3.23 and tanδ = 0.06). Considering
that 2/3 of the thickness of the sandwich is interface material,
it is apparent that the interface layer is the main contributor
to the high dielectric loss of the structure. Interface materials
should therefore be used sparingly, and further researched for
lower-loss variants. Fig. 5. Characterization results of various materials at 2.45 GHz: loss tangent
versus relative permittivity. Contours of constant microstrip line dielectric loss
are also plotted considering a typical microstrip line of width w = 3 mm over
a h = 1.6 mm height substrate. 2) Woven Fabrics: Cotton and woven polyester fabrics are
widely used in garment industry. Both exhibit similar loss
tangent values of 0.028. However, the 8.5 dB/m of loss for
cotton is higher than the 7.6 dB/m for polyester, as a result
of cotton’s higher relative permittivity [21]. Both materials
appear to be comparable with FR4 (7.6 dB/m), which make
them good candidates for a wide range of low-cost RF con-
sumer electronics applications. The surface of woven fabrics is
smooth and therefore suitable for screen printing. A. Characterization Method The two-line method [16], [17] is used here to characterize
various textile and other flexible materials, as shown in Table I, 3 ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND Fig. 4. Examples of samples characterized using the two-line and the
T-resonator methods. Loss tangent was not extracted from the T-junction samples
as a specific calibration kit need to be designed for each
sample, which is quite impracticable considering the number
of samples tested here. The extracted loss tangent of FR4 using
the two-line method was 0.017 which is very similar to what
was found in [19]. The other materials in our table have
similar or even higher loss tangent than FR4. Therefore, loss
tangent for those materials is estimated to have similar or a
better accuracy than the one obtained with FR4. B. Discussion and Analysis of the Results The weave
pattern of fabrics can have an effect on the density of fibers
in the fabric which could affect the high-frequency electrical
characteristics of the fabric. A systematic characterization of
the fabric material of interest is essential in order to achieve
an accurate design. For each material, two microstrip lines of different lengths
are produced (see Fig. 4). The relative permittivity εr and loss
tangent tanδ are calculated from the measured S-parameters. Table I gives the results of the experimental characterization. The results of the characterization are also plotted in Fig. 5,
with contours of constant dielectric attenuation. The two-line method gives an estimation of the material
characteristics for a relatively wide frequency range. However,
the resulting tanδ can appear to be a nonmonotonic function of
frequency [12], [17], as a consequence of multiple reflexions
and standing waves in the relatively small samples under
test. Nonphysical behavior can also appear when the two-line
method is used on substrates with low dielectric loss (such
as Duroid-5880). Averaging [17] or polynomial fitting [12]
is normally required to smooth the final results. A second
verification using a narrowband technique (e.g., antenna effi-
ciency [18], T-resonator [19], ring resonator [20], resonant
cavity, and cavity perturbation [21]) is recommended when
an accurate characterization is required for a given frequency. As a validation in this paper, the T-resonator method is
used to estimate the permittivity of the samples measured
with the two-line method. T-resonator samples are designed
to resonate around 2.45 GHz using the results from the
two-line method (see Fig. 4). The results of the T-resonator
characterization are summarized in Table I. One can see the
excellent match with the results found using the two methods. 3) Polymers: Kapton has a loss below 5 dB/m. Although the
tested sample had a thickness of 1 mm, thin 125-μm flexible
kapton is available. Thus, RF circuits and antennas can be
designed on thin Kapton and integrated with clothing or any
application requiring flexibility, with better performance
than FR4 (e.g., STMicroelectronics M24LR04E NFC/RFID
flexible tag). 4) Felts: Polyester felt is considered here. It should be noted
that felt fabric has a rough and irregular surface which is
nonoptimal for screen printing. The relative permittivity of
felt is very close to 1 (air) due to its porosity (∼40% air
in volume). B. Discussion and Analysis of the Results The
materials selected for the design of the present harvester are
synthetic, which makes them more immune to variations in
environmental conditions. 5) Effect of Environmental Conditions: The humidity and
temperature do have an effect on the high-frequency parame-
ters of fabric materials, as a proportion of water (depending on
the relative humidity level and temperature) is absorbed by the
fabric fibers. Detailed studies were performed in [22] and [23]. The increase in relative humidity translates to an increase
in the amount of water in the fibers, which increases by
consequence the dielectric constant and the loss tangent of the
fabric. The variations of temperature have the same effect [23]. Fig. 7. Layout of the all-fabric antenna. All conductive parts are made from
flexible copper fabric. One of the conclusions from [22] was that natural fibers
are much more sensitive to humidity than synthetic fibers. The
materials selected for the design of the present harvester are
synthetic, which makes them more immune to variations in
environmental conditions. The experiments in this paper were all realized in an
air-conditioned laboratory environment. However, no precise
record was made of temperature and humidity levels. The
accurate quantification of the effect of a given relative humid-
ity and temperature level requires a dedicated study and is
outside the scope of this paper. III. ANTENNA DESIGN Patch antenna with ground plane is very suitable for the
realization of fabric wearable antennas. Also, a full ground
plane has been shown to reduce the specific absorption rate
value by a factor of 3 when compared to an antenna without
ground plane [24]. Furthermore, a ground plane results in
a thinner overall system when compared to other shielding
options, such as air or fabric spacing gaps [25], electromag-
netic band gap [26], and artificial magnetic conductor [27]. In this paper, a planar multilayer-fabric patch antenna is chosen
with proximity-coupled feed [28]. Fig. 7. Layout of the all-fabric antenna. All conductive parts are made from
flexible copper fabric. fabric layers. As only a small quantity of adhesive is required,
no degradation of the flexibility was noticed. The antenna in Fig. 7 was optimized using ADS Momen-
tum. The length of the patch resonant at 2.45 GHz is
L p = 50 mm and its width Wp was optimized to achieve
a good 50- match [see Fig. 6(a)]. The width of the 50-
microstrip feed line is W f = 7 mm, its length L f impacts
both the antenna’s resistance and reactance [see Fig. 6(b)]. The
final design and the optimized parameters are given, as shown
in Fig. 7 and a photograph of a fabricated prototype is shown
in Fig. 8. The ground plane extends 10 mm beyond the patch
edges in order to improve the isolation from the immediate
environment. The study in Section II suggested the use of polyester
felt and woven polyester for their reduced loss. Early design
simulation (using ADS Momentum with pure copper as the
conductive material) showed that two layers of polyester felt
and one layer of woven polyester achieve a radiation efficiency
above 70%. This 3.7-mm multilayer structure also improves
the bandwidth, which makes the antenna more robust when
bent or worn. The thin 0.33-mm woven polyester is interlaced
between the polyester felt fabrics and will be used later
as a dielectric for the broadside coupling with the rectifier. A flexible conductive fabric (80-μm-thick woven copper-
plated polyester fiber fabric, from LessEMF Inc. with
0.18 /sq at 2.45 GHz [8]) is used for the patch, the feed
line, and the ground plane. An adhesive spray (3M Display
Mount) was used for mechanical bonding between the various B. Discussion and Analysis of the Results Polyester felt has a dielectric loss of 5.8 dB/m, IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 4 Fig. 6. Simulated antenna impedance, ZAnt = RAnt + j×XAnt, and input
response S11 as function of the patch width Wp, and the length of the
microstrip feed line L f . (a) Variation of Wp with constant L f = 21 mm. (b) Variation of L f with constant Wp = 44 mm. The impedance of the
antenna is calculated 10 mm from the edge of the patch in the x-axis direction,
as shown in Fig. 7. which is better than FR4 (6.7 dB/m). Polyester felt shows
lower dissipation than woven polyester primarily due to its
higher proportion of air. We conclude from this paper that polyester felt is the
fabric with the lowest loss. Its relatively high nominal
thickness (1.65 mm) is an additional advantage to improve
antenna’s performance such as efficiency and bandwidth [18]. However, due to its porosity, felt is susceptible to compression
that could detune the RF circuit or antenna. As Polyester felt
is not suitable for silver screen printing, the use of conductive
fabric is preferred for the conductive parts of the antenna. Fig. 6. Simulated antenna impedance, ZAnt = RAnt + j×XAnt, and input
response S11 as function of the patch width Wp, and the length of the
microstrip feed line L f . (a) Variation of Wp with constant L f = 21 mm. (b) Variation of L f with constant Wp = 44 mm. The impedance of the
antenna is calculated 10 mm from the edge of the patch in the x-axis direction,
as shown in Fig. 7. 5) Effect of Environmental Conditions: The humidity and
temperature do have an effect on the high-frequency parame-
ters of fabric materials, as a proportion of water (depending on
the relative humidity level and temperature) is absorbed by the
fabric fibers. Detailed studies were performed in [22] and [23]. The increase in relative humidity translates to an increase
in the amount of water in the fibers, which increases by
consequence the dielectric constant and the loss tangent of the
fabric. The variations of temperature have the same effect [23]. One of the conclusions from [22] was that natural fibers
are much more sensitive to humidity than synthetic fibers. IV. FABRIC-TO-RIGID PCB INTERFACE DESIGN Establishing an RF connection between fabric and a rigid
PCB is one of the main sources of failure in smart electronic ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 5 Fig. 9. Simulation of the broadside coupling performance. (a) 3-D view of
the broadside-coupled microstrip lines. (b) S21 with variable h (L = 7 mm). (c) S21 with variable L (h = 0.33 mm). Fig. 8. Fabricated prototype of the all-fabric antenna. Fig. 8. Fabricated prototype of the all-fabric antenna. textile applications [29]. Specifically, at RF where insertion
loss and stability of the interconnection are of most important. In order to avoid the use of fragile coaxial cable connection,
metallic snap-on buttons have been proposed with a work-
ing frequency range up to 5 GHz and insertion loss better
than 0.8 dB [13]. Similarly, conductive hook and loop fastener
was proposed in [30] with insertion loss about 1 dB at 4 GHz. Both techniques can be used to allow the user to unmount the
electronic module from the fabric if needed. A nongalvanic interconnection was proposed in [31] using
magnetic coupling between two coils, one on fabric and the
other on a flexible PCB. The drawback of that proposed
system is related to the inherent complex impedance of the
transformer at both terminals, i.e., fabric and PCB, which
reduces the operational bandwidth of the transition according
to the Bode–Fano Criterion [21]. An additional drawback is
the noncompatibility with a 50- standard connection, making
experimental tests more challenging. Fig. 9. Simulation of the broadside coupling performance. (a) 3-D view of
the broadside-coupled microstrip lines. (b) S21 with variable h (L = 7 mm). (c) S21 with variable L (h = 0.33 mm). a baseline for the broadside coupling. S21 is calculated from
10 MHz up to 10 GHz for various values of L and h in order
to give a wide overview of the operation bandwidth of the
coupling. As shown in Fig. 9, S21 is improved with increased
coupling area (by increasing L) and with reduced thickness
due to the increase in the equivalent capacitance. We present herein two techniques that are expected to per-
form better in term of bandwidth and 50 compatibility: slot-
coupled microstrip lines and broadside-coupled (or stacked)
microstrip lines [21]. Both techniques are convenient and easy
to implement in this type of application and are well-known
to the microwave community. IV. FABRIC-TO-RIGID PCB INTERFACE DESIGN The novelty therefore is the
combination of fabric and rigid material. We define the bandwidth for an insertion loss of 1 dB. For a thickness h (0.33 mm), the bandwidth extends from
1.8 GHz up to over 10 GHz. More improvement regarding the
bandwidth can be mainly achieved by reducing the thickness h. A larger bandwidth from 850 MHz to over 10 GHz is achieved
with h/2 (175 μm), and from 400 MHz to over 10 GHz with
h/4 (≈85 μm), as seen in Fig. 9(b). Slot-coupled microstrip line is a better option if the PCB is
to be placed back-to-back with the fabric antenna. In order
to preserve the flexibility of the antenna, the microstrip
line feeding the antenna must be slot-coupled to the second
microstrip line on PCB at the extremity of the antenna. This implementation is different from an aperture-fed antenna,
in which case the PCB is to be placed at the back-center of
the antenna, which reduces its flexibility. Using this technique,
the operational bandwidth can be made very large using a
multiresonant slotline resonator [32]. The nominal thickness h (0.33 mm) gives an insertion loss
of 0.7 dB at 2.45 GHz. This performance is largely sufficient
for our application. The parameters shown in Fig. 9(a) are,
thus, employed for experimental implementation. V. RECTIFIER DESIGN The most critical part of a wireless power transfer receiver
is the rectifier because its efficiency dominates the system
efficiency at low power levels. The rectifier efficiency is
function of all these: frequency, level of the input power, diode
type and rectifier circuit topology, substrate, input matching
with the antenna, and output dc load. Broadside-coupled microstrip line is a better option if the
PCB and the antenna face the same direction, which is the
case in our application since the rectifier uses microstrip
lines. Here a series capacitive coupling is created between the
two microstrip lines. Its effect on the impedance of the line
can be minimized by improving the coupling, i.e., increasing
the equivalent capacitance. This way, the impedance at both
input and output terminals stays mainly real, leading to an
improvement of the matching bandwidth. The rectifier presented here was optimized to operate
at
2.450 GHz. A
Duroid-5880 substrate
(εr
=
2.2,
tanδ = 0.0009) was used in order to reduce dielectric loss in
the input and output microstrip matching circuit. A Schottky
diode
(SMS7630
with
a
very
low
forward
voltage
V f = 60 to 120 mV at 0.1 mA) was selected in order to
optimize the efficiency around −20 dBm. However, this diode
suffers from a considerable reverse leakage (Ileak = 5 μA) Full-wave electromagnetic simulation using ADS Momen-
tum is used to optimize the structure proposed in Fig. 9(a). The input is the 50- microstrip line from the antenna. Woven
polyester with a nominal thickness h of 0.33 mm is used as IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 6 Fig. 10. Harmonic Balance optimization using ADS at −20 dBm input
power. For each set of the three variables: Rs, Xs, and RL, a harmonic balance
simulation is run to evaluate the RF/dc efficiency. RL = 5 k, RS = 20 ,
and XS = 260 are found to maximize the RF/dc efficiency at −20 dBm. Fig. 11. Layout of the rectifier on Duroid-5880 (35 × 23 mm) including the
fabric-to-PCB coupling interface (top view is to scale). All vias are constructed
from 0.3-mm radius metallic wire. Fig. 10. Harmonic Balance optimization using ADS at −20 dBm input
power. For each set of the three variables: Rs, Xs, and RL, a harmonic balance
simulation is run to evaluate the RF/dc efficiency. V. RECTIFIER DESIGN RL = 5 k, RS = 20 ,
and XS = 260 are found to maximize the RF/dc efficiency at −20 dBm. and a very low breakdown voltage (VB
= 2 V), which
implies that the rectifier efficiency will be reduced at higher
power levels. A different diode with lower reverse current
and higher VB (such as HSMS8250 with Ileak = 3 μA and
VB = 3.8 V) would perform better when the power is above
about −15 dBm, as seen in [33]. The input and output matching circuit was designed using
ADS and Momentum following this procedure. Fig. 11. Layout of the rectifier on Duroid-5880 (35 × 23 mm) including the
fabric-to-PCB coupling interface (top view is to scale). All vias are constructed
from 0.3-mm radius metallic wire. 1) Two parallel-connected open-circuit quarter-wave stubs
were designed using Momentum at the first (2.45 GHz)
and second (4.9 GHz) harmonics. The stubs act as a
short circuit at their design frequency, providing a low
loss return path for the harmonics generated by the diode
and thereby improving the rectifier efficiency. The stubs
also prevent the harmonics from propagating to the output
dc terminal. Simulation showed that the presence of the
second-harmonic stub improves the rectifier efficiency by
about 1% compared to a single stub configuration. Both
stubs are bent in order to occupy the smallest area on the
board. Fig. 12. Fabricated prototype of the rectifier on Duroid-5880 and the
fabric-to-PCB coupling interface. Fig. 12. Fabricated prototype of the rectifier on Duroid-5880 and the
fabric-to-PCB coupling interface. 2) As stated above, the rectifier efficiency depends on the
input matching to the antenna and on the output load. A co-simulation in ADS is realized, in which the diode
is connected to the EM model of the dual-stub filter
(see Fig. 10). The stub is loaded with a resistive load (RL)
and the diode is fed by a −20 dBm RF source with vari-
able complex impedanceZS = RS + j ∗XS. A harmonic
balance simulation (large signal simulation) is run with
simultaneous 3-variable sweep on RS, XS and RL. The
optimization gave the following parameters: RL = 5 k,
RS = 20 , and XS = 260 . 2) As stated above, the rectifier efficiency depends on the
input matching to the antenna and on the output load. V. RECTIFIER DESIGN The 50- matching
also gives access to a better accuracy when measuring rectifier ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 7 Fig. 13. (a) Self-powered boost converter. (b) MOSFET driver comprising
a 3-stage oscillator. The UB20M voltage detector [35] is an ultralow power
integrated circuit with an input quiescent current of around 10 pA. consumption is only few picoamperes. The oscillator switches
at FSw = 200 Hz with δ = 2%, and draws 64 nA from a 1.2-V
supply. A low power linear regulator (ZSPM4141 with 20-nA
quiescent current) is used to power the oscillator from the
output of the boost converter VBoost; the total quiescent current,
including that of the regulator, is about IQuiescent_Boost =
150 nA with VBoost = 3V. The output of the boost converter
is connected to a precision source/measure unit (Keysight
B2911A) configured as a voltage source. This device allows
us to accurately measure the output current and evaluate the
converter efficiency. If a storage capacitor (or supercapacitor)
is to be used at the output of the boost converter, it should
be precharged to about 2 V to kick-start the operation of the
boost converter. Fig. 13. (a) Self-powered boost converter. (b) MOSFET driver comprising
a 3-stage oscillator. The UB20M voltage detector [35] is an ultralow power
integrated circuit with an input quiescent current of around 10 pA. efficiency as the power sources can be calibrated to about
0.1 dB uncertainty. On the other hand, if the rectifier was
directly matched to the antenna, radiated measurement in
anechoic chamber would have to be used for measuring
the efficiency. In that case, the power level received by the
rectenna is estimated using a reference antenna connected to
a power meter. A typical 0.5 dB uncertainty on the reference
antenna gain would dramatically reduce the accuracy of the
efficiency measurement. It should be noted that the actual optimal parameters
of the boost converter (FSw
= 200 Hz, δ = 2%, and
LBoost = 8.1 mH) do not satisfy (2) for RBoost_in = 4 k
as a result of the internal loss of the boost converter not
being considered in the derivation of (2). The value of LBoost
was experimentally fine-tuned with the boost converter being
connected to the rectenna in order to achieve the required
optimal impedance RBoost_in = 4 k. A. Patch Antenna Measurement Simulated and measured input responses S11 for the fabric
antenna are provided in Fig. 14. The antenna works well at
the intended frequency band. This is supposed to be 2 MHz
around 2.45 GHz, because no specific bandwidth is required
for the receiving antenna harvesting a single tone continuous
wave signal (black rectangle in Fig. 14). The measured S11
matches well the simulation, with a shift of about 10 MHz in
the resonant frequency, which may be due to the connector
not modeled and the fabrication tolerances. These can be
expected to be below 0.5 mm, resulting in a maximum possible
frequency shift of about 25 MHz. RBoost_in = 2LBoostFSw
δ2
1−VRect
VBoost
(1) (1) where LBoost
= 8.1 mH is the inductance of the boost
converter, FSw is the switching frequency, and δ the duty
ratio of the oscillator that drives the MOSFET. Here VBoost
is relatively high compared to VRect (ratio of 26 at −20 dBm
RF power), so only the first term in (1) remains, i.e., RBoost_in
will only depend on LBoost, FSw, and δ where LBoost
= 8.1 mH is the inductance of the boost
converter, FSw is the switching frequency, and δ the duty
ratio of the oscillator that drives the MOSFET. Here VBoost
is relatively high compared to VRect (ratio of 26 at −20 dBm
RF power), so only the first term in (1) remains, i.e., RBoost_in
will only depend on LBoost, FSw, and δ The antenna was tested with tight bending radii in the
E- and H-planes [see Fig. 14(a) and (b)]. Contrary to what
was reported in [36], the bending in the E-plane [bending axis
parallel to Wp, as illustrated in Fig. 15(a)] has negligible effect
whereas the bending in the H-plane [bending axis parallel to
L p, as illustrated in Fig. 15(b)] shifts the resonant frequency
up. A similar result was reported in [37] where antenna layers
were bonded by sewing. In the present antenna, the antenna’s
substrate fabric layers were bonded using hand-applied spray
adhesive. The irregularity of the adhesive spread and the
compressible nature of the felt fabric creates a substrate with
unpredictable behavior when is deformed; bending the sub-
strate creates some zones with reduced substrate thickness and
some zones with increased substrate thickness (compared to RBoost_in ≈2LBoostFSw
δ2
. VII. EXPERIMENTAL RESULTS Matching the rectenna’s output load to the rectenna’s opti-
mal impedance RRect_optim is essential in order to maximize
rectification efficiency. This is achieved using the power man-
agement circuit of Fig. 13. The circuit contains an inductive
boost converter that operates in discontinuous conduction
mode. In this mode, no feedback control loop is required as
the output voltage depends only on the output load. On the
other hand, the input impedance of the boost converter in this
mode of operation is given by [34] V. RECTIFIER DESIGN The vias connecting the ground plane of the antenna to the
ground plane of the rectifier can be mechanically supported by
a rigid plate at the bottom of the multilayer structure (Fig. 11). If a via is to be used to connect the input microstrip line from
the antenna to the rectifier circuit, no mechanical support is
possible as the microstrip line is wrapped by fabric layers at
both sides, Hence the benefit of the broadside coupling which
provides a practical and mechanically robust RF connection. The matching efficiency
Matching is defined here as Matching =
rect(RBoost_in)
rect(RRect_optim)
(3) (3) which is the ratio between actual and maximum achievable
rectifier efficiency, when the boost converter provides perfect
impedance matching. V. RECTIFIER DESIGN A co-simulation in ADS is realized, in which the diode
is connected to the EM model of the dual-stub filter
(see Fig. 10). The stub is loaded with a resistive load (RL)
and the diode is fed by a −20 dBm RF source with vari-
able complex impedanceZS = RS + j ∗XS. A harmonic
balance simulation (large signal simulation) is run with
simultaneous 3-variable sweep on RS, XS and RL. The
optimization gave the following parameters: RL = 5 k,
RS = 20 , and XS = 260 . rigid PCB of the rectifier. The electromagnetic waves
in the rectifier circuit are confined inside the low loss
Duroid-5880 substrate, resulting in an improved rectifi-
cation efficiency. An L-network microstrip matching is
used to transform the antenna’s 50- impedance to the
diode’s optimal complex input impedance. The width of
microstrip matching line is gradually reduced in order
to reach the required highly inductive impedance while
minimizing the effect on the input 50- matching. The
layout of the proposed rectifier is depicted in Fig. 11 and a
photograph of a fabricated prototype is shown in Fig. 12. 3) A
multilayer
structure
including
fabric
layers
and
a 1.57-mm Duroid-5880 layer is constructed in Momen-
tum, as depicted in Fig. 11. The parameters for the
broadside coupling are those found in the previous opti-
mization. Two vias (made from a 0.3-mm radius metallic
wire) are used to connect the ground plane of the antenna
on fabric to the ground plane of the rectifier. These vias
do not need to be flexible as they are connected to the 3) A
multilayer
structure
including
fabric
layers
and
a 1.57-mm Duroid-5880 layer is constructed in Momen-
tum, as depicted in Fig. 11. The parameters for the
broadside coupling are those found in the previous opti-
mization. Two vias (made from a 0.3-mm radius metallic
wire) are used to connect the ground plane of the antenna
on fabric to the ground plane of the rectifier. These vias
do not need to be flexible as they are connected to the The 50- matching of the antenna and the rectifier facilitates
experimental measurement using standard measurement equip-
ment. Eliminating the matching network would not improve
the rectifier efficiency considerably as the matching circuit on
Duroid-5880 substrate has very low loss. A. Patch Antenna Measurement (2) (2) The oscillator controlling the boost converter is a ring
oscillator, comprising a cascade of three inverters. Each
inverter uses the UB20M voltage detector chip developed at
the University of Bristol. As shown in the datasheet [35]
the open-drain output is activated when the input is close
to the detection threshold of about 600 mV. The current IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 8 Fig. 14. Measured and simulated S11 of the antenna in free space, on body, and with various bending scenarios. (a) Bending in E-plane. (b) Bending in H-plane. (c) Wrist bending. (d) Shoulder bending. The width of the desired operation band is 20 MHz centered at 2.45 GHz with S11 below −10 dB (black rectangle). 1 of the antenna in free space, on body, and with various bending scenarios. (a) Bending in E-plane. (b) Bending in H-plane. ding. The width of the desired operation band is 20 MHz centered at 2.45 GHz with S11 below −10 dB (black rectangle). Fig. 14. Measured and simulated S11 of the antenna in free space, on body, and with various bending scenarios. (a) Bending in E-plane. (b) Bending in H-plane. (c) Wrist bending. (d) Shoulder bending. The width of the desired operation band is 20 MHz centered at 2.45 GHz with S11 below −10 dB (black rectangle). Fig. 14. Measured and simulated S11 of the antenna in free space, on body, and with various bending scenarios. (a) Bending
(c) Wrist bending. (d) Shoulder bending. The width of the desired operation band is 20 MHz centered at 2.45 GHz with S Fig. 16. Fabric antenna mounted on the phantom’s body. Fig. 15. Experimental setup for E/H bending of the antenna. (a) Bending
in the E-plane. (b) Bending in the H-plane. Fig. 15. Experimental setup for E/H bending of the antenna. (a) Bending
in the E-plane. (b) Bending in the H-plane. Fig. 16. Fabric antenna mounted on the phantom’s body. the nominal 3.7-mm thickness). Despite these variations,
the antenna is robust to bending radii as small as 21 mm. When measured on body, the antenna demonstrates excellent
robustness for the various scenarios shown in Fig. 14(c)
and (d): wrist, back, flat, and E- and H-planes bending. It can be seen that the antenna is operating as expected with
the cross-polarization component being below about −20 dB
for the E- and H-plane patterns [see Fig. 17(a)]. A. Patch Antenna Measurement When
the antenna is mounted on the phantom’s chest and wrist,
the pattern appears to be relatively similar to the reference
large ground plane’s pattern [see Fig. 17(b) and (c)]. The
level of back radiation increases because of the relatively
small ground plane of the antenna which extends only 10 mm
beyond the patch. Full-3-D radiation pattern measurements were undertaken in
the anechoic chamber of the University of Bristol, as depicted
in Fig. 16. The efficiency is accurately measured by com-
parison with a reference monopole antenna following the
procedure described in [25]. The antenna was initially mounted
on a large ground plane (about 35 × 35 cm) as a reference
best condition scenario, then measured on the chest and the
wrist of a human body phantom (see Fig. 16). A maximum directivity of 9.5 dBi and an efficiency
(calculated from measured 3-D radiation pattern) of 73% are ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 9 Fig. 18. Measured and simulated rectifier’s input response at various power
levels. Fig. 17. Measured normalized power radiation pattern of the fabric antenna
in various configurations. (a) Large ground plane. (b) Phantom’s chest. (c) Phantom’s wrist Scale: 10 dB/div Range: 0 to −40 dB at center Fig. 18. Measured and simulated rectifier’s input response at various power
levels. and construction parameters. Only all-fabric antennas were
considered, except Moro et al. [8] whose design uses a
polymer-based expanded rubber as substrate. The antennas’
aperture efficiency εap is calculated considering no impedance
or polarization mismatch [18]. Also we define the antenna’s
thickness-normalized aperture efficiency ε∗
ap as the antenna’s
aperture efficiency εap divided by the antenna’s thickness ha ε∗
ap = εap
ha
. (4) (4) This parameter provides a better figure of merit, as it takes
into account the thickness of the antenna. It can be seen that textile antennas in general provide
comparable or even better performance than their rigid coun-
terparts (e.g., FR4). In this paper, as the required bandwidth
for power transfer is only 2 MHz, the fabric antenna can
operate with a bending radius as small as 21 mm in both
E- and H-planes. Other reported antennas are designed for
communication, and therefore, are required to support a wider
bandwidth. For this reason, they are demonstrated with lower
curvature. TABLE II
MEASURED AND SIMULATED FABRIC ANTENNA’S
PERFORMANCE AT 2.45 GHz TABLE II
MEASURED AND SIMULATED FABRIC ANTENNA’S
PERFORMANCE AT 2.45 GHz A. Patch Antenna Measurement The all-fabric antenna of this paper has the highest
on-body measured efficiency of 62%, the highest on-body
measured gain of 6.8 dBi, the highest on-body aperture
efficiency
of
1.3
(considering
purely
fabric
antennas,
i.e., excluding [8]), and the highest thickness-normalized aper-
ture efficiency of 0.34. Fig. 17. Measured normalized power radiation pattern of the fabric antenna
in various configurations. (a) Large ground plane. (b) Phantom’s chest. (c) Phantom’s wrist. Scale: 10 dB/div. Range: 0 to −40 dB at center. Fig. 17. Measured normalized power radiation pattern of the fabric antenna
in various configurations. (a) Large ground plane. (b) Phantom’s chest. (c) Phantom’s wrist. Scale: 10 dB/div. Range: 0 to −40 dB at center. Fig. 17. Measured normalized power radiation pattern of the fabric antenna
in various configurations. (a) Large ground plane. (b) Phantom’s chest. (c) Phantom’s wrist. Scale: 10 dB/div. Range: 0 to −40 dB at center. B. Fabric-PCB Transition and Rectifier Measurement The rectifier efficiency is measured considering the RF
power level at the interface fabric-PCB (reference plan 2
in Fig. 12). An RF power meter was initially used to estimate
the RF power at the input of the SMA connector (at reference
plane 1 in Fig. 12). Next, the loss in the fabric microstrip
line, connecting the two reference planes is deducted (about
0.13 dB estimated using simulation). The measured recti-
fier efficiency includes, thus, the loss from the interface
fabric-PCB. measured when the antenna is mounted on a large ground
plane, which fits well with the simulation (Table II). The
maximum gain is indirectly calculated as the product of the
measured directivity and efficiency as 8.1 dBi. The gain and
the efficiency reduce to 7.3 dBi and 66% on the chest, and
to 6.8 dBi and 62% on the wrist. The proximity of the phantom has little effect on the antenna
performance of input response, gain, radiation efficiency, and
radiation pattern. Measured and simulated S11 responses are given in Fig. 18
for various power levels. Measurements are realized using a
standard VNA (Rohde & Schwarz ZVL6) where its output Table III gives an overview of reported fabric antennas,
showing their electrical performance as well as their design IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 11 Fig. 20. Measured and simulated rectifier efficiency at 2.45 GHz as function
of the resistive load for RF power levels from −35 to 0 dBm. Fig. 21. Rectifier of this paper compared with the state of the art at
2.45 GHz: Lorenz’15 [42], Song’15 [41], Olgun’11 [33], and Suh’02 [44]. Also, integrated circuit implementations for 900 MHz are shown: Power-
cast [45], Stoopman’14 [43], and Le’08 [46]. The rectifier in this paper is
optimized for −20 dBm, where its efficiency of 33.6% is about 17% higher
than that of Olgun’11. Fig. 20. Measured and simulated rectifier efficiency at 2.45 GHz as function
of the resistive load for RF power levels from −35 to 0 dBm. Fig. 21. Rectifier of this paper compared with the state of the art at
2.45 GHz: Lorenz’15 [42], Song’15 [41], Olgun’11 [33], and Suh’02 [44]. Also, integrated circuit implementations for 900 MHz are shown: Power-
cast [45], Stoopman’14 [43], and Le’08 [46]. The rectifier in this paper is
optimized for −20 dBm, where its efficiency of 33.6% is about 17% higher
than that of Olgun’11. of 56% is achieved at 2.45 GHz. At −20 dBm, the efficiency
is 33.6% at 2.45 GHz and 34.2% at 2.4 GHz, these values are
the highest reported efficiencies at −20 dBm. At −30 dBm,
a maximum of 9.6% is obtained at 2.4 GHz. Fig. 20 shows the measured and simulated rectifier effi-
ciency as function of the resistive load for power levels
from −35 to 0 dBm at 2.45 GHz. At each power level,
a maximum efficiency is obtained for a given value of the
resistive load, this can be considered as the rectenna’s optimal
load impedance. The optimal impedance RRect_optim is 2.6 k
at 0 dBm, 4 k at −20 dBm, and 7.2 k at −35 dBm. The
boost converter (Section VI) is designed to match the rectenna
at −20 dBm, i.e., to 4 k. As the change in the rectifier’s
optimal impedance is relatively small, a good matching is
expected for a wide range of RF power. 3) The layout of the rectifier was designed carefully in
Momentum with: a) optimized close meshing for better
accuracy and b) accurate placement of the ports. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 10 10 TABLE III
COMPARISON OF THE PROPOSED FABRIC ANTENNA WITH PREVIOUS REPORTED WORK TABLE III
COMPARISON OF THE PROPOSED FABRIC ANTENNA WITH PREVIOUS REPORTED WORK TABLE III Fig. 19. Measured and simulated rectifier’s efficiency at various power levels. Fig. 19. Measured and simulated rectifier’s efficiency at various power levels power is set to various discrete levels. Simulations were
realized using the ADS LSSP simulation module (large-signal
S-parameters, also called power-dependent S-parameters)
which allows the user to set the power level of the source. The rectifier is well-matched at −20 and −10 dBm (mea-
sured S11 < −10 dB at 2.45 GHz). The rectifier is slightly
mismatched at −30 dBm (S11 = −8.5 dB), as this power
level is outside the design range. The input response S11
changes with the RF power as a result of nonlinear variations
of the complex input impedance of the diode with the RF
power. In fact, when the RF power level at the input of
the diode changes, the operation point of the diode on its
nonlinear I–V curve changes accordingly, leading to a change
in the real impedance of the diode. The imaginary part of the
impedance change is due to the consequent nonlinear change
in the currents and voltages on the parasitic capacitances and
inductances around the ideal diode. The resonance shifts to
high frequency with increased power level. The simulation
fits well to the measurement especially at −20 dBm. Both
the antenna and the rectifier are well matched to 50 at the
frequency and power levels of interest, which mitigates any
matching loss when they are connected. Fig. 19 shows the
simulated and measured RF/dc efficiency of the rectifier as Fig. 19. Measured and simulated rectifier’s efficiency at various power levels. function of the frequency. The same nonlinear behavior of the
diode makes the matching to shift to higher frequencies with
increased power level. At −10 dBm a maximum efficiency ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 3) The layout of the rectifier was designed carefully in
Momentum with: a) optimized close meshing for better
accuracy and b) accurate placement of the ports. 4) In the optimization process, finding the optimal input
impedance of the diode was realized with a variable load
resistance. This way, a better accuracy for the optimal
operation point is achieved (Section V). Lorenz’15 [42] achieves remarkable rectifier efficiencies at
extremely low power levels using a custom designed hetero-
junction backward tunnel diode. Their efficiency is reported to
be below that of this paper at −20 dBm. The integrated circuit
rectifiers of Fig. 21 are optimized for high sensitivity rather
than efficiency. Therefore the rectifier of Stoopman’14 [43]
would provide higher open-circuit voltage at −20 dBm than
the rectifier in this paper. The design reported by Song’15 [41]
is a multiband rectifier with a higher efficiency at frequency
bands below 2.45 GHz. However, for the sake of a fair
comparison, only their 2.45-GHz results have been plotted
here. The measured efficiency appears to be slightly higher than
the simulated one (Figs. 19 and 20) which could be explained
by the fact that the spice model of the diode is limited espe-
cially at high power levels above −10 dBm. This limitation
also appears in [41]. Also, the efficiency is very sensitive to
the source power level accuracy. In fact, a 0.1-dB shift in the
source power could change the efficiency by 2%. Reported measured efficiencies against RF power are plotted
in Fig. 21. Solid lines show rectifiers operating at 2.45 GHz,
using discrete diodes (see labels in Fig. 21). Dashed lines show
integrated rectifiers with the highest reported efficiencies; these
operate at 0.9 GHz. Of those using commercially available
diodes, the rectifier presented herein has the highest efficiency
at power levels below −16 dBm. At high power levels, about 0 dBm, the efficiency of
the present rectifier starts to reduce, as expected, as the
dc output voltage approaches the breakdown voltage of the
diode. The same phenomenon is present in the other reported
Schottky-diode-based designs. The present rectifier has also a wide power operating range,
over three orders of magnitude. The maximum efficiency
is 64.6%, achieved at 2.45 GHz, −2 dBm RF power level, and
with 3-k load. The high efficiency achieved around −20 dBm
is a result of the following factors. C. Wristband With Parallel- and Series-Connected Rectennas C. Wristband With Parallel- and Series-Connected Rectennas
The RF harvesting wristband of Fig. 2 comprises two
rectennas, with a 40-mm curvature radius. The goal is to
combine and use them in the most efficient way. The two
rectennas can operate in three different ways: operate indepen-
dently, connected in parallel or connected in series. A base-
line performance level is first established without the use of
power management circuits, for the case when one rectenna
faces the RF power source, while the other one faces in the
opposite direction (see Fig. 22). This configuration emulates 1) Use of Duroid-5880 substrate with extremely low dielec-
tric loss. 2) Unlike other systems such as Song’15 [41] in which the
rectifier was designed for a wide range of RF power
levels, the rectifier of this paper was locally optimized
at −20 dBm. 12 IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 12 Fig. 25. Experimental setup for the measurement of the complete system. This setup corresponds to one channel where the other channel is identical. For the overall system, the output terminals of the two boost converters are
connected in parallel to the output Battery. Fig. 22. Measurement setup for the harvesting wristband. Fig. 25. Experimental setup for the measurement of the complete system. This setup corresponds to one channel where the other channel is identical. For the overall system, the output terminals of the two boost converters are
connected in parallel to the output Battery. The received RF power is the power at the input of the
rectifier, measured using a reference calibrated rectenna. This
is made from a fabric antenna (identical to the one on the
wristband harvester) connected to rectifier with known RF/dc
transfer characteristic. A lookup table is used to estimate the
RF power level at the input of the rectifier from the output
dc voltage of the reference rectenna. Fig. 24 also shows the
relative power of each combined system, defined as the total
dc output of a system divided by the output of the rectenna
facing the transmitter. A relative power of 1 would signify that
the rectenna facing away from the transmitter has no impact
on the system. Fig. 22. Measurement setup for the harvesting wristband. Fig. 23. Measurement setup for testing various rectenna interconnection
scenarios for the harvesting wristband: single, parallel, and series. The value
of each resistor is 4 k. C. Wristband With Parallel- and Series-Connected Rectennas It is apparent, that when the two rectennas are separate, only
the rectenna facing the transmitter generates dc power while
the other rectenna generates almost no power. When connected
in parallel or in series, the relative power is below 1, showing
that power is lost due to connecting to the rectenna facing
away from the transmitter. Up to 50% of the potential output
is seen to be lost, which is a result of voltage reversal in the
series connection, and reverse leakage current in the parallel
connection [47]. This loss appears in direct-connected systems
whenever one rectenna receives less power than the other. Fig. 23. Measurement setup for testing various rectenna interconnection
scenarios for the harvesting wristband: single, parallel, and series. The value
of each resistor is 4 k. Fig. 24. Measured dc power and relative power in various interconnection
scenarios (see Figs. 22 and 23). p
The use of 2 and 8 k as optimal impedances for the series
and the parallel configurations, respectively, is an approxi-
mation. In fact, it has been verified experimentally that for
the parallel unbalanced configuration, the second rectifier
not receiving RF power has little impact on the optimal
impedance. While for the series configuration, the change
in the optimal impedance is more pronounced but does not
reach two times the optimal impedance of a single rectenna. This does not affect the fact that a considerable proportion
of power is lost in the other rectenna not receiving any RF
power. A simple calculation can show that doubling or dividing
the optimal impedance of the rectenna by 2 only reduces the
output dc power by about 10% (can also be seen in Fig. 20). Therefore, we estimate that the results presented in Fig. 24 are
quite accurate. Fig. 24. Measured dc power and relative power in various interconnection
scenarios (see Figs. 22 and 23). a scenario where the wristband is worn by a user. As shown
in Fig. 22, due to the curvature of the wristband, the recten-
nas consequently face opposite directions. The wristband is
positioned 2 m away from the transmitter, in a realistic indoor
environment. The two rectennas are first measured separately
with a 4-k load, and then connected in parallel with a 2-k
load and in series with an 8-k load (see Fig. 23). The dc
power output against received RF power is shown in Fig. C. Wristband With Parallel- and Series-Connected Rectennas 24,
for the two individual rectennas, and for the two combined
systems. D. Complete RF Wristband Using Power Management D. Complete RF Wristband Using Power Management A power management circuit per rectenna permits the
separation of rectenna channels to avoid the loss shown in the
previous section, and ensures that each rectenna is working
at its maximum power point. For the overall system, two
identical channels exist with the output terminals of the two
boost converters being connected in parallel. The diagram of
one channel is shown in Fig. 25. ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 13 Fig. 26. Measured efficiencies as function of the received RF power. The
results shown here correspond to the setup in Fig. 25. Fig. 27. Measured impedances, and zone where matching efficiency
exceeds 95%. This zone is derived from the results of Fig. 20. Fig. 27. Measured impedances, and zone where matching efficiency
exceeds 95%. This zone is derived from the results of Fig. 20. Fig. 26. Measured efficiencies as function of the received RF power. The
results shown here correspond to the setup in Fig. 25. COMPARISON OF LOW-POWER RF HARVESTERS COMPRISING
RECTIFIER AND POWER MANAGEMENT CIRCUIT COMPARISON OF LOW-POWER RF HARVESTERS COMPRISING
RECTIFIER AND POWER MANAGEMENT CIRCUIT COMPARISON OF LOW-POWER RF HARVESTERS COMPRISING
RECTIFIER AND POWER MANAGEMENT CIRCUIT Using the notation of Fig. 25, the rectifier efficiency is
Rect = PRect
PRF
= IRectVRect
PRF
(5)
the boost converter efficiency is
Boost = PBoost −PQuiescent_Boost
PRect
=
IBatVBat
IRectVRect
(6)
and the end-to-end efficiency is
End−to−end =
Rect
Boost. (7)
COMPARISON OF LOW-POWER RF HARVESTERS COMPRISING
RECTIFIER AND POWER MANAGEMENT CIRCUIT Using the notation of Fig. 25, the rectifier efficiency is Using the notation of Fig. 25, the rectifier efficiency is Rect = PRect
PRF
= IRectVRect
PRF
(5) (5) the boost converter efficiency is the boost converter efficiency is Boost = PBoost −PQuiescent_Boost
PRect
=
IBatVBat
IRectVRect
(6)
and the end-to-end efficiency is
End−to−end =
Rect
Boost. (7) Boost = PBoost −PQuiescent_Boost
PRect
=
IBatVBat
IRectVRect (6) and the end-to-end efficiency is (7) End−to−end =
Rect
Boost. Measured rectifier, boost, and end-to-end efficiencies against
received RF power are shown in Fig. 26. levels and therefore has a higher minimum power threshold
and reduced range. The system reported in this paper was
optimized for −20 dBm, a power at which none of the reported
rigid systems can operate. The rectifier efficiency increases monotonically with the
RF power from 32% at −20 dBm to 56% at −5.6 dBm. This agrees well with the results of Fig. 21, where the
rectifier is investigated in isolation. Results are provided
up to −5.6 dBm, as the source saturates at this point, although
from Fig. 21 it is apparent that the rectifier’s efficiency
continues to increase. The efficiency of the boost converter
is positive from −24.3 dBm and achieves a maximum of
around 57% at −14.2 dBm. The end-to-end efficiency reaches
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with a minimum RF operating threshold that is 7.3 dB lower
than the best reported rigid system. Several novelties are presented in this paper. Various fabric
and flexible materials are characterized at 2.45 GHz using
the two-line method and the T-resonator method. Polyester
felt and woven polyester are chosen to design a proximity-
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on the phantom has little effect on input response, radiation
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the boost converter’s input impedance, and the impedance
range where the matching efficiency exceeds 95%. The boost
converter impedance is seen to provide at least 95% matching
over the entire working range, from −24.3up to −5.6 dBm. Table IV compares the results of this paper, with those
of reported low-input-power RF harvesters that comprise a
rectenna and an impedance-matching power management cir-
cuit. The flexible system developed in this paper has the lowest
RF power threshold of −24.3 dBm, and the highest matching
efficiency of >95%, despite being the only flexible system. The quiescent consumption of 150 nA achieved in this paper
is comparable with the best quiescent current achieved by the
integrated design of [48]. The system of [49] achieves a higher
end-to-end efficiency, as it is optimized for higher power This work assumes that the wearable should be thin,
flexible, and close to the body. The 64-mm-wide wristband
provides a 10-mm ground plane overlap, which is sufficient
to minimize the coupling with the body, and the resulting
loss. In this case, the textiles with the lowest loss have been
selected. For more constrained envelopes, where, due to a
reduced antenna ground plane, the coupling with the body is
higher, the best overall performance is not necessarily obtained
using the lowest loss materials, and thicker structures may be
required [39]. 14 ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND degree from the University of Bristol,
Bristol, U.K., in 1993, for research on the design and
finite-difference time-domain modeling of printed
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of Bristol. His current research interests include
practical antenna and system design for a variety
of communications and radar applications such as
ground penetrating radar, performance evaluation of antennas in mobile radio,
electrically small elements, active/tuneable elements, and vehicle-mounted
conformal antennas. He was a Design Engineer with GEC-Marconi. He
is currently a Senior Lecturer with the University
of Bristol. His current research interests include
practical antenna and system design for a variety
of communications and radar applications such as
ground penetrating radar, performance evaluation of antennas in mobile radio,
electrically small elements, active/tuneable elements, and vehicle-mounted
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Bio-inspired VLSI Circuits and Systems Group,
Department of Bioengineering, Imperial College
London, London, U.K., in 2012. During 2013–2016, he was a Research Associate
with the Electrical Energy Management Group, Uni-
versity of Bristol, Bristol, U.K. His current research
interests include auditory (cochlea) modeling and
signal processing, speech enhancement and psy-
chophysical evaluation, and low-power analog IC
design for biomedical and energy harvesting appli- cations. [43] M. Stoopman, S. Keyrouz, H. J. Visser, K. Philips, and W. A. ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND 15 [32] X. Guo, L. Zhu, J. Wang, and W. Wu, “Wideband microstrip-to-
microstrip vertical transitions via multiresonant modes in a slot-
line resonator,” IEEE Trans. Microw. Theory Techn., vol. 63, no. 6,
pp. 1902–1909, Jun. 2015. Plamen Proynov received the B.Sc. and M.Sc. degrees in automation and control engineering from
the University of Varna, Varna, Bulgaria, in 2005 and
2008, respectively, and the Ph.D. degree from the
Electrical Energy Management Group, University of
Bristol, Bristol, U.K., in 2014. [33] U. Olgun, C. C. Chen, and J. L. Volakis, “Investigation of rectenna
array configurations for enhanced RF power harvesting,” IEEE Antennas
Wireless Propag. Lett., vol. 10, pp. 262–265, 2011. Since 2014, he has been a Post-Doctoral Research
Associate in energy management, harvesting, and
wireless power transfer with the Department of Elec-
trical Engineering, University of Bristol. He is cur-
rently involved in the SPHERE project, where he is
investigating sensor-powered electronics and RF power transfer in healthcare
applications. His previous research interests included kinetic energy harvesting
and renewable micropower sources. His current research interests include low-
power power management, energy harvesting, and wireless sensors. Since 2014, he has been a Post-Doctoral Research
Associate in energy management, harvesting, and
wireless power transfer with the Department of Elec-
trical Engineering, University of Bristol. He is cur-
rently involved in the SPHERE project, where he is
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and renewable micropower sources. His current research interests include low-
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“Co-design of a CMOS rectifier and small loop antenna for highly
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“Voltage reversal in unbalanced rectenna association,” IEEE Antennas
Wireless Propag. Lett., vol. 11, pp. 941–944, 2012. Chunhong Zhang was born in Shaanxi, China, in
1986. He received the B.Sc. degree from Xidian
University, Xi’an, China, in 2007, the M.Sc. degree
from Xiamen University, Xiamen, China, in 2010,
and the Ph.D. degree from the Institute of Electron-
ics, Chinese Academy of Science, Beijing, China,
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[49] P. H. Hsieh, C. H. Chou, and T. Chiang, “An RF energy harvester with
44.1% PCE at input available power of −12 dBm,” IEEE Trans. Circuits
Syst. I, Reg. Papers, vol. 62, no. 6, pp. 1528–1537, Jun. 2015. His
current
research
interests
include
analog
IC design, mainly on power management ICs. Dibin Zhu received B.Eng. degree in information
and control engineering from Shanghai Jiao Tong
University, Shanghai, China, in 2004, and the M.Sc. degree in RF communication systems and Ph.D. degree in electrical and electronic engineering from
the University of Southampton, Southampton, U.K.,
in 2005 and 2009, respectively. Dibin Zhu received B.Eng. degree in information
and control engineering from Shanghai Jiao Tong
University, Shanghai, China, in 2004, and the M.Sc. degree in RF communication systems and Ph.D. degree in electrical and electronic engineering from
the University of Southampton, Southampton, U.K.,
in 2005 and 2009, respectively. He is currently a Lecturer with the Energy Harvest-
ing Research Group, University of Exeter, Exeter,
U.K. He has been a Post-Doctoral Researcher with the
University of Bristol, Bristol, U.K., since 2013.
He is part of the Sphere IRC and part of the
Electrical Energy Management Research Group. His
current research interests include the development of
safe and reliable end-to-end solutions for far-field
wireless charging. ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND His current research interests include energy
harvesting from various sources, e.g., vibration,
sound, wind, human movement, solar, RF, wireless power transfer, etc.,
and their applications, as well as advanced materials for energy harvesting
applications. Dibin Zhu received B.Eng. degree in information
and control engineering from Shanghai Jiao Tong
University, Shanghai, China, in 2004, and the M.Sc. degree in RF communication systems and Ph.D. degree in electrical and electronic engineering from
the University of Southampton, Southampton, U.K.,
in 2005 and 2009, respectively. He is currently a Lecturer with the Energy Harvest-
ing Research Group, University of Exeter, Exeter,
U.K. His current research interests include energy
harvesting from various sources, e.g., vibration,
sound, wind, human movement, solar, RF, wireless power transfer, etc.,
and their applications, as well as advanced materials for energy harvesting
applications. Dibin Zhu received B.Eng. degree in information
and control engineering from Shanghai Jiao Tong
University, Shanghai, China, in 2004, and the M.Sc. degree in RF communication systems and Ph.D. degree in electrical and electronic engineering from
the University of Southampton, Southampton, U.K.,
in 2005 and 2009, respectively. He is currently a Lecturer with the Energy Harvest-
ing Research Group, University of Exeter, Exeter,
U.K. His current research interests include energy
harvesting from various sources, e.g., vibration,
sound, wind, human movement, solar, RF, wireless power transfer, etc.,
and their applications, as well as advanced materials for energy harvesting
applications. Salah-Eddine
Adami
received
the engineering
Diploma
degree
in electrical
engineering
from
the National Institute for Applied Sciences, Lyon,
France, in 2010, and the Ph.D. degree from the Ecole
Centrale de Lyon, Lyon, in 2013. He has been a Post-Doctoral Researcher with the
University of Bristol, Bristol, U.K., since 2013. He is part of the Sphere IRC and part of the
Electrical Energy Management Research Group. His
current research interests include the development of
safe and reliable end-to-end solutions for far-field
wireless charging. Salah-Eddine
Adami
received
the engineering
Diploma
degree
in electrical
engineering
from
the National Institute for Applied Sciences, Lyon,
France, in 2010, and the Ph.D. degree from the Ecole
Centrale de Lyon, Lyon, in 2013. He has been a Post-Doctoral Researcher with the
University of Bristol, Bristol, U.K., since 2013. He is part of the Sphere IRC and part of the
Electrical Energy Management Research Group. His
current research interests include the development of
safe and reliable end-to-end solutions for far-field
wireless charging. Salah-Eddine
Adami
received
the engineering
Diploma
degree
in electrical
engineering
from
the National Institute for Applied Sciences, Lyon,
France, in 2010, and the Ph.D. degree from the Ecole
Centrale de Lyon, Lyon, in 2013. ADAMI et al.: FLEXIBLE 2.45-GHz POWER HARVESTING WRISTBAND Salah-Eddine
Adami
received
the engineering
Diploma
degree
in electrical
engineering
from
the National Institute for Applied Sciences, Lyon,
France, in 2010, and the Ph.D. degree from the Ecole
Centrale de Lyon, Lyon, in 2013. He has been a Post-Doctoral Researcher with the
University of Bristol, Bristol, U.K., since 2013. He is part of the Sphere IRC and part of the
Electrical Energy Management Research Group. His
current research interests include the development of
safe and reliable end-to-end solutions for far-field
wireless charging. Salah-Eddine
Adami
received
the engineering
Diploma
degree
in electrical
engineering
from
the National Institute for Applied Sciences, Lyon,
France, in 2010, and the Ph.D. degree from the Ecole
Centrale de Lyon, Lyon, in 2013. He is currently a Lecturer with the Energy Harvest-
ing Research Group, University of Exeter, Exeter,
U.K. His current research interests include energy
harvesting from various sources, e.g., vibration,
sound, wind, human movement, solar, RF, wireless power transfer, etc.,
and their applications, as well as advanced materials for energy harvesting
applications. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES 16 Yi Li received the B.Eng. degree in electronic engi-
neering from the University of Warwick, Coventry,
U.K., in 2008, and the M.Sc. degree in microsystem
technology and Ph.D. degree in printed smart fabrics
from the University of Southampton, Southampton,
U.K., in 2009 and 2013, respectively. Ian J. Craddock (M’09–SM’10–F’16) is currently a
Full Professor with the University of Bristol, Bristol,
U.K., and the Director of the flagship “SPHERE”
centre (www.irc-sphere.ac.uk) comprising approxi-
mately 100 researchers and clinicians involved in
Internet of Things (IoT) technology for health. He has been involved in healthcare technology for
15 years and founded a company that is currently
completing trials of a CE-marked breast imaging
device based on his research. He is currently a
Managing Director with the Telecommunications
Research Lab, Toshiba, Bristol, where he is responsible for a portfolio of both
internal and collaborative communications, IoT, and smart city research. He
has authored over 150 papers and serves on the healthcare strategy board for
the U.K.’s largest engineering funder. He possesses more than three years work expe-
rience at the University of Southampton. In addi-
tion, he has also focused on various novel func-
tional materials formulation development for print-
able smart fabrics research, including conductor,
semiconductor, PV inks, bioelectrodes, metal oxides, and dielectrics. His
current research interests include printed fabric-based antennas, capacitors,
transistors, solar cells, speakers, and stimulation electrodes. Steve P. Beeby received the B.Eng. (Hons.) degree
in mechanical engineering from the University of
Portsmouth, Portsmouth, U.K., in 1992, and the
Ph.D. degree in MEMS resonant sensors from the
University of Southampton, Southampton, U.K.,
in 1998. He was a Principal or Co-Investigator on an addi-
tional 18 projects and has coordinated two European
Union research projects. He is currently the Head of
the Electronics and Electrical Engineering Research
Group. He leads the U.K.’s Energy Harvesting Net-
work. He is currently leading three U.K. funded research projects. He is a
Co-Founder of Perpetuum Ltd., a University spin-out based upon vibration
energy harvesting formed in 2004, Smart Fabric Inks Ltd., and D4 Technology
Ltd. He has co-authored/edited four books including Energy Harvesting for
Autonomous Systems (Artech House, 2010). He has given 14 invited talks
and has over 200 publications and 10 patents. He has an h-Index of 39 with
>9500 citations. His current research interests include energy harvesting, e-
textiles, MEMS, and active printed materials development. Bernard H. Stark received the M.S. degree in elec-
trical engineering from the Swiss Federal Institute
of Technology, Zurich, Switzerland, in 1995, and
the Ph.D. degree in engineering from Cambridge
University, Cambridge, U.K., in 2000. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES Bernard H. Stark received the M.S. degree in elec-
trical engineering from the Swiss Federal Institute
of Technology, Zurich, Switzerland, in 1995, and
the Ph.D. degree in engineering from Cambridge
University, Cambridge, U.K., in 2000. University, Cambridge, U.K., in 2000. He was a Junior Research Fellow with St. Hugh’s
College, Oxford, U.K., and a member of the Control
and Power Group, Imperial College, London, U.K. He is currently a Reader in electrical and electronic
engineering with the University of Bristol, Bristol,
U.K., and a member of the Electrical Energy Man-
agement Research Group. His current research interests include renewable
power sources and power electronics. Dr. Beeby was the recipient of two prestigious EPSRC Research Fellowships
to investigate the combination of screen-printed active materials with micro-
machined structures and textiles for energy harvesting and was also awarded a
Personal Chair in 2011. He is currently the Chair of the International Steering
Committee for the PowerMEMS Conference series.
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Technofeudalism illustrated by Trump's Twitter suspension and Australia vs. Google and Facebook dispute
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Љубиша М. Бојић1
Дамир Г. Зејнулаховић2
Милош В. Јанковић3
Универзитет у Београду,
Институт за филозофију и друштвену теорију
Београд (Србија) Љубиша М. Бојић1
Дамир Г. Зејнулаховић2
Милош В. Јанковић3
Универзитет у Београду,
Институт за филозофију и друштвену теорију
Београд (Србија) 316.774:621.39
Прегледни научни рад
Примљен 04/05/2021
Измењен 25/05/2021
Прихваћен 30/05/2021
doi: 10.5937/socpreg55-32105 1 ljubisa.bojic@instifdt.bg.ac.rs
2 damir.zejnulahovic@instifdt.bg.ac.rs
3 milos.jankovic@instifdt.bg.ac.rs
4 Oвaј рaд je рeaлизoвaн уз пoдршку Mинистaрствa прoсвeтe, нaукe и тeхнoлoшкoг рaзвoja
Рeпубликe Србиje прeмa Угoвoру o рeaлизaциjи и финaнсирaњу нaучнoистрaживaчкoг рaдa. 1 ljubisa.bojic@instifdt.bg.ac.rs Увод Технолошки развој, био он оличен у иновацијама у процесу производње или,
као у случају који ћемо разматрати овде, у појави нових начина комуникације, нужно
утиче на читаву друштвену реалност, мења устаљене облике друштвених односа и
узрокује појаву нових друштвених феномена које је потребно испитати. Тако, још сре-
дином прошлог века, Дебор примећује да спектакл, односно „друштвени однос међу
људима посредован сликама” (Debord, 2003, str. 18) постаје основа живота у свим посеб-
ним аспектима информисања. Наравно, Дебор ово везује, пре свега, за значај телеви-
зије која се појављује као најбитнији преносник знакова и порука, док би паралелу
у данашњици најпре пронашли у социјалним (друштвеним) медијима које, као што
ћемо даље у раду видети, постају преносник без којег је немогуће замислити друштво. Почетком текуће 2021. године, у јеку пандемије коронавируса, два догађаја су
уздрмала светску јавност, указујући да је по среди потенцијални трансфер моћи
између држава и високотехнолошких компанија. Наиме, прво је почетком јану-
ара компанија Твитер одлучила да суспендује профил одлазећег председника САД,
Доналда Трампа, са те мреже због наводног говора мржње (Twitter, 2021). Друго, мул-
тинационална медијска компанија Фејсбук извршила је снажан притисак на Аустра-
лију да измени предлог закона који би компанију приморао да плати медијским изда-
вачима за њихов садржај објављен на овој друштвеној мрежи (BBC, 2021). Ова два догађаја задобила су глобалне размере, актуализовала расправу о ути-
цају глобализације на суверенитет националних држава и посведочила да свет улази
у нови технократски или технофеудални светски поредак. Постоје три школе мишљења које дају различите одговоре на питање државног
суверенитета у контексту глобализације. Хиперглобалисти сматрају да је улога
државе прилично смањена и да је нарочито угрожен њен економски суверенитет. С друге стране, скептици на глобализацију гледају као на продукт самих држава, те
тврде да је њихова улога и моћ остала непромењена. Између ова два теоријска пола
налазе се трансформационалисти. Улога државе, кажу они, нити је ослабила, нити
остала нетакнута, већ се значајно променила (Reddy, 2012, str. 61–64). Посебно место заузима литература која се фокусира на мултинационалне ком-
паније. Док одређени аутори препознају утицај компанија на државни суверенитет
(Vernon, 1971), други сматрају да је он неоправдано наглашен (Kline, 2006). Постоји
мишљење и да је до осамдесетих година двадесетог века држава и даље имала при-
мат, али је крај старог и почетак новог миленијума донео значајне промене, међу
којима нове технологије и „појаву електронски умрежене светске економије”, чиме
је суверенитет држава заиста постао упитан (Kobrin, 2009, str. 3). ТЕХНОФЕУДАЛИЗАМ НА ПРИМЕРИМА ТРАМПОВЕ
СУСПЕНЗИЈЕ СА ТВИТЕРА И СПОРА АУСТРАЛИЈЕ СА
ГУГЛОМ И ФЕЈСБУКОМ 4 Сажетак: Друштвени медији постају незаобилазан комуникациони алат
данашњице, укључујући и политичку комуникацију. Самим тим, технолошке ком-
паније које њима управљају имају велику моћ. Свака њихова интервенција у јавној
сфери може да има далекосежне последице. Фокусирамо се на два случаја утицаја
технолошких компанија на медије, изборни и легислативни процес, као основне
чиниоце демократије. Разматрамо импликације забране Доналду Трампу да користи
Твитер, као и окршај медијске политике Аустралије са Фејсбуком и Гуглом. Дола-
зимо до закључка да су технолошке компаније у овим случајевима преузеле моћ која
је претходно припадала судској и легислативној грани власти, у смислу одређивања
шта је говор мржње, као и регулацију медија. Самим тим, угрожени су информи-
сање и суверенитет држава у којима се спроводе ове интервенције. Ови догађаји
указују да свет улази у период доминације технолошких компанија, који можемо
назвати технократијом или технофеудализмом. Даља разматрања треба да иду у
правцу дефинисања друштвених медија као јавног добра у коме утицај треба да
имају друштва, а не само технолошке компаније који су власници ових комуника-
ционих платформи. Кључне речи: друштвени медији, суверинитет, технолошке компаније, техно-
кратија, технофеудализам 538 Социолошки преглед, vol. LV (2021), nо. 2, стр. 538–561 Увод Утицај друштвених медија на политичке процесе је у константном порасту,
па тако одређена истраживања говоре да на Западу кандидати на изборима у све
већем броју користе Твитер, како би се промовисали и остварили контакт са потен-
цијалним гласачима (Enli, 2017; Enli & Skogerbo, 2013; Graham, Jackson, & Broesma,
2016). Поред недвосмисленог значаја које у свакодневном животу имају друштвени
медији као једaн од, ако не и примарни, начин комуникације између људи, оно
што посебно привлачи политичаре је чињеница да путем друштвених медија, пре-
васходно Твитера, могу остварити директан контакт са бирачима, заобилазећи 539 Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на... уредничку политику традиционаних медија. На тај начин политичари имају моћ да
снажније, са више контроле, представе себе и своју поруку, као и да постигну ути-
сак директне комуникације и одговорности са појединцем, што представља важну
чињеницу у савременом историјском моменту, где гласови који оптужују полити-
чаре за отуђеност од свакодневног живота својих грађана постају све громкији (Enli,
2017; Ouyang & Waterman, 2020). Ову улогу друштвених медија примећују и Гejнус
и Вагнер (Gainous & Wagner, 2014), који наводе да друштвени медији померају поље
моћи у корист политичара, где „твитовање до моћи” постаје политички стандард,
нешто што је обавезно у савременом политичком тренутку и што ће свакако зна-
чити још више у будућности. На овај начин друштвени медији постају незаобилазни
део политичких процеса. Као што смо приказали, утицај друштвених медија на политичке процесе већ сада
може да се окарактерише као кључан, док је сигурно да ће тај значај све више расти
у наредним годинама. Међутим, сада је потребно у нашу анализу укључити и чиње-
ницу да су ови друштвени медији заправо продукти приватних компанија које задр-
жавају право њихове модерације. Како нас Варис (Varis, 2020) подсећа, иако неке тео-
рије, попут семиотичке демократије, као и саме компаније које путем маркетинга желе
да представе своје платформе, друштвене мреже, као браниоце демократије и про-
сторе у којима је гарантован слободан говор, то није њихова ни примарна функција ни
намера. Заправо, модерација није периферна функција друштвених мрежа, већ цен-
трална, то јест, она је начин на који друштвене мреже спроводе своје задате циљеве на
тржишту, одређујући које групе и интереси су допустиви, а који нису (Gillespie, 2018). Проблем говора мржње на интернету, с једне стране можемо посматрати из угла
права на слободу говора, које гарантује амерички Устав. С друге стране, бројне јури-
сдикције широм света јасно дефинишу концепт говора мржње. Увод Овде постоји свакако
сукоб између широког схватања слободе говора и гаранције на достојанство поједи-
наца и група, који могу бити предмет говора мржње (Heldt, 2019). Треба имати у виду
и забрану цензуре од стране државе, јер је она прописана од стране многих земаља,
чиме се додатно гарантује слобода говора. Једна од полазних тачака овог разматрања јесте да државе и компаније деле
одговорност регулације лажних вести, говора мржње и разноразних саботажа, који
се могу појавити на интернету. Овде је највећи притисак тренутно на власницима
водећих друштвених медија, технолошким компанијама, које се у највећој мери
налазе у Америци. У овом случају било би неадекватно априори оптужити компа-
није које су власници друштвених медија за цензуру, јер је недостатак регулатива
утицао на садашње стање ствари. Наравно, треба имати у виду да ово не оправдава
експлицитно мешање у изборни процес, тако да технолошка компанија транспа-
рентно стане на једну од страна које учествују у изборима. Овакве одлуке могу да
испровоцирају жестоке реакције јавности, као и да угрозе демократију. Једна од одлука коју је усвојила компанија Фејсбук односи се на лажне вести
и прописује да ће смањити видљивост оваквих дезинформација, у смислу да оне
неће бити широко дистрибуиране, иако би на то имале права у складу са важећим
системима за препоручивање – алгоритмима који приказују садржаје корисни-
цима друштвених медија. Ове објаве се означавају као лажне, што раде независни
стручњаци (Facebook, 2021). Додатно, Фејсбук је успоставио и апелациони процес 540 Социолошки преглед, vol. LV (2021), nо. 2, стр. 538–561 који омогућава спорење одлука ове компаније од угрожених страна. Апелационо
тело надгледа посебан одбор (Collins, 2021). Иако наведени примери сведоче да у погледу легислативе Фејсбук успоставља
стистем сличан оном државном и да тиме деимично преузима овлашћења једне гране
власти, ово је само иницијатива да се хитно одговори на изазов настао у вакууму
нових технологија и застарелих закона. Можемо да подведемо ово питање под кон-
цепт дефинисан у литератури као „проблем много руку”, што је потешкоћа да се
децидно одреди ко је одговоран у комплексним срединама, где учешће у одлучивању
имају многи чиниоци. Томпсон детаљно описује ово питање, наводећи више при-
мера, и покушава да утврди приступ дефинисању одговорности (Thompson, 2014). Ван Друнен такође објашњава „проблем много руку”, од централизоване до подељене
одговорности (van Drunen, 2020). У складу с тим, конектовани свет односи се на
онлајн платформе које имају далекосежни утицај на друштва широм света. Увод Нови
концепт функционисања, који намеће интернет, узрокује трансформацију тржишта,
процедура и демократских процеса (Jevtović, 2020). У анализи друштава заснованих
на онјалн платформама истиче се сукоб идеолошких система и друштвених чини-
лаца, што укључуује владе, компаније и цивилни сектор, као и поделу испреплетане
одговорности, како би се постигла приватност, тачност, безбедност, фер окружење,
доступност и демoкратичност (Van Dijck et al., 2018). Ове вредности су у ствари угро-
жене у друштву где значајан утицај имају глобалне и регионалне онлајн платформе,
које прожимају јавне и приватне секторе, а и многе области, као на пример инфор-
мисање, транспорт, здравље и образовање. Неки од ових пороцеса тичу се локал-
них питања, док многи утичу и на глобалну сферу. Имајући ово у виду, треба истаћи
сукобе између мултинационалних компанија, влада и мултилатералних чинилаца као
релевантне у разматрању прерасподеле моћи у ери дигиталних технологија. Феномен на који се фокусирамо у овом раду тиче се пре свега утицаја техно-
лошких компанија, тј. друштвених медија на демократију и суверенитет у Сједиње-
ним Америчким Државама и Аустралији, кроз примере суспензије бившег председ-
ника Доналда Трампа са друштвене мреже Твитер и окршај јавне медијске политике
Аустралије са технолошким гигантима Фејсбуком и Гуглом. Све ово посматраћемо
кроз призму суверенитета. Суверенитет и глобализација У класичним текстовима (Bodin, 2002; Hobbes, 1961) вредност постојања суверена
обично лежи у његовој моћи да гарантује мир. Савремени аутори, ипак, на много ра-
зноврсније начине говоре о појму суверенитета. Политички теоретичар Харолд Ласки
(Harold Laski) пита се „да ли би у држави требало да постоји једна власт без ограни-
чења ма које врсте” (Laski, 1934, str. 62). Закључује да „нема сталног права на власт” и
да се свака „влада мора покорити мишљењу оних који трпе последице њених аката”
(Laski, 1934, str. 63). Слично је и код француског филозофа Жака Маритена (Jacques
Maritain). За њега је овај појам „суштински погрешан” (Maritain, 1966, str. 29). Аутори који одбацују појам суверенитета (Duguit, 1997) или о њему говоре у
негативном светлу (Laski, 1934; Maritain, 1966) обично суверенитет разумевају у бодe-
новском (Jean Bodin) смислу. С тим у вези заиста јесте тешко не бити критичан према 541 Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на... овом концепту који не одговара нашем времену. Ипак, чини се да је погрешно одба-
цити цео концепт због једне његове концепције. Најшира дефиниција одређује суверенитет као „врховни ауторитет на одређеној
територији” (Philpott, 2011, str. 3). У својој савременој концепцији, носилац суверени-
тета нити је доживотно одређен, нити има апсолутне ингеренције у свим областима
(Philpott, 2011, str. 3). Из ове перспективе суверенитет сам по себи не мора бити пробле-
матичан. Можемо говорити о нелегитимном суверену и нелегитимним овлашћењима,
али, уколико одбацимо анархизам и успемо да оправдамо постојање политичког ауто-
ритета (Perry, 2012), не можемо више говорити о нелегитимном суверенитету. Појам суверенитета у глобализованом свету користи се као контраст „појави
транснациoналних мрежа приватних интереса” и „изражава фрустрацију и бес због
све мањег простора колективног реосмишљавања, стварања и преобликовања инди-
видуалних и групних идентитета” (Koskenniemi, 2011, str. 70). Суверенитетом се данас
„артикулише нада да ћемо... своје сопствене животе држати у својим рукама” (Ibid.). Како тврди професор политичких наука Ненад Димитријевић, „покидана је суштинска модерна веза између политичке власти, демократије
као политичког облика власти и права као претпостављено легитимног система
друштвене координације. Демократска политика се повлачи пред приватизованим
глобалним механизмима управљања који егзистирају и функционишу у ванустав-
ном простору” (Dimitrijević, 2019, str. 79). Житељи савремених држава осећају се беспомоћно и због тога је прича о суве-
ренитету тако присутна, јер „суверенитет указује на могућност, колико год она била
ограничена и идеалистична, да, шта год се догодило, човек није само пиoн у туђим
играма, већ... господар сопственог живота” (Koskenniemi, 2011: 70). 5 Free media thesis (FMT)
6 Изражено у апсолутним бројевима, Доналд Трамп је добио 4.960.000.000 долара бесплатне
медијске вредности, док је Хилари Клинтон добила 3.240.000.000 долара бесплатне медијске
вредности. Суверенитет и глобализација Гледамо ли на суверенитет из ове перспективе, можемо уочити да се у средишту
приче налази демократска самовладавина и вредност јавне аутономије, односно пози-
тивне слободе. А чак и најлибералније тумачење демократије, које полази од нега-
тивне слободе као врховне вредности а демократију разумева инструментално, не
допушта преиспитивање постојања саме политичке заједнице (Dimitrijević, 2017, str. 229) или могућност иступања из ње. Управо чињеница да политичку заједницу не
можемо бирати, ове је либералне теоретичаре навела да инсистирају на сету основних
права и слобода које носилац суверенитета мора безусловно поштовати. Само у том
случају, рећи ће они, постоји обавеза поштовања обавезујућих демократских одлука. Другим речима, чак и ако максимално умањимо значај јавне аутономије, која се
испољава у процесу демократске самовладавине, и значајно ограничимо опсег леги-
тимних одлука које суверен може донети, једно ипак остаје неупитно: из политичке
заједнице се не може иступити уколико се са одлукама већине не слажемо. Ово је
минимални гарант стабилности (Ibid.). Поставимо ли сада читаву причу у одређени идеолошки контекст, видећемо да је
експанзија неолибералног капитализма пресудно утицала на осећај беспомоћности
житеља савремених држава. Створен је глобални економски простор слободе, али не
и глобална политичка заједница. Тако је омогућено приватним економским актерима
да „стално присутном претњом бекства капитала спрече да масовна народна очеки-
вања постану стварност” (Slobodian, 2018, str. 155–156). Колико год се неолиберали 542 Социолошки преглед, vol. LV (2021), nо. 2, стр. 538–561 позивали на примат негативних слобода, неолиберални пројекат заправо је прекр-
шио најмањи услов стабилности демократске политичке заједнице и приватним акте-
рима омогућио искорак из ње. Идеолошким контекстом, који смо управо представили, заокружен је теоријски
део и постављен оквир за анализу скорашњих случајева: Твитер против Доналда
Трампа и Аустралија против Фејсбука. У складу са представљеним концептима, ста-
вићемо моћ друштвених медија у контекст сукоба који су прожети „проблемом више
руку”, а дотичу се суверенитета и идеолошких апарата. У том погледу, кроз примере
ће бити разматране индикације трансфера моћи, који се назире између учесника у
политичком процесу, држава и технолошких компанија. 5 Free media thesis (FMT) Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на... Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на.. Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на... Два дана након насилних протеста7 на Капитолу8, 8. јануара 2021. године, Доналд
Трамп, тада још увек председник Сједињених Америчких Држава, трајно је суспендован
са друштвене мреже због које је, како смо видели, добрим делом изабран на то место. У званичном обраћању Твитера, Трамп је суспендован са друштвене мреже због два
твита који „глорификовањем насиља могу да инспиришу друге ... да понове криминална
дела која су почињена код Капитола САД-а, 6. јануара 2021. године” (Twitter, 2021). Да подсетимо, Трамп је изгубио на изборима два месеца раније, али је све до
насилних протеста на Капитолу тврдио да је заправо победио, све време храбрећи
своје присталице да се не предају. Трампово одбијање признања резултата избора
препознато је као један од узрока дешавања тог дана, када су његове присталице
насилно ушле у зграду Конгреса. Оно што је проблематичније од уласка у Конгрес
је чињеница да је петоро људи изгубило своје животе, а да је јавност могла да, како
преко друштвених мрежа тако и традиционалних медија, присуствује фаталном
пуцњу који је усмртио једну жену. Како год окарактерисали дешавања на Капитолу,
оно што је неоспорно је да је политичко насиље, са смртним исходима, учињено
како би се довео у питање резултат избора за председника Сједињених Америч-
ких Држава, односно светског хегемона. Трајна суспензија Трампа са Твитера, кога
је овај друштвени медиј препознао као узрочника насилних протеста, одузела му је
платформу директне комуникације са његовим пратиоцима, како би се, наводно,
ограничила могућност како понављања сличних догађаја, тако и могуће ескалације
политичког насиља. Суспензија је произвела низ критичких реакција. С једне стране,
конзервативци су суспензију препознали као напад на слободу говора и цензуру
(Haroun, 2021). Поред тога, критика суспензије дошла је и из либералног табора. Кенан Малик, у свом чланку у Гардијану тврдио је да Трампово искључење може
довести до праксе широких рестрикција, што већ сада злоупотребљавају аутори-
тарни режими (Malik, 2021). Професор политичке теорије Џефри Хауард тврдио је
да је Твитер оправдано суспендовао Трампа, али да је, са моралне тачке гледишта,
неоправдано што је суспензија трајна (Howard, 2021). Наравно, било је и оних који
су реакцију Твитера у потпуности подржали (Romano, 2021; Bensinger, 2021). Како би потпуније разумели разлоге за Трампову суспензију, као и функцију и
суштину друштвених медија, морамо истражити Алтисерово разликовање државних
репресивних апарата и државних идеолошких апарата. 8 Capitol Hill riots, где назив Капитол који ми користимо представља устаљени назив за
Конгрес Сједињених Америчих Држава и где су се 6. јануара 2020. године одиграле
суштинске сцене овог насилног протеста. 7 Сама природа дешавања тог дана и даље није у потпуности расветљена, тако да се могу наћи
примери који дешавања називају пучем или покушајем државног удара. 7 Сама природа дешавања тог дана и даље није у потпуности расветљена, тако да се могу наћи
примери који дешавања називају пучем или покушајем државног удара.
8 Capitol Hill riots, где назив Капитол који ми користимо представља устаљени назив за
Конгрес Сједињених Америчих Држава и где су се 6. јануара 2020. године одиграле
суштинске сцене овог насилног протеста. Сузпензија Доналда Трампа са Твитера Моћ друштвених медија нигде није била очигледнија него у случају председ-
ничких избора 2016. године у Сједињеним Америчким Државама, поготово када
говоримо о кампањи Доналда Трампа, победника тих избора. Иако је у финалну
фазу избора ушао са, по мишљењу експерата (Ceaser, Busch, & Pitney, 2017), малим
или никаквим шансама за победу против кандидата Демократске странке Хилари
Клинтон, Трамп је на крају победио и постао 45. председник Сједињених Америч-
ких Држава. Ова неочекивана победа дала је подстицај друштвеним научницима и
политичким експертима да разраде теорије у вези са узроцима Трамповог успеха. Једна од теорија која покушава да објасни победу Трампа је теза бесплатних
медија5. Ова теза постулира да је кључни допринос Трамповој неочекиваној победи
дошао преко његовог коришћења друштвених медија, путем којих је успео да избегне
трошкове за рекламе на традиционалним медијима, као и да оствари директну кому-
никацију са потенцијалним гласачима и јавности (Khan, 2016; Le Miere, 2016; Yu,
2016). По мишљењу Франција, „Твитер је често био у центру Трампове способности
да генерише бесплатну медијску пажњу” (Francia, 2017, str. 2). Поменути аутор је пока-
зао да је Трамп имао за читаву трећину6 више бесплатне медијске пажње од Хилари
Клинтон у завршној изборној години (Francia, 2017, str. 8). Поред овог податка, Фран-
циjа додаје да је Трамп такође имао и већи број пратилаца на Твитеру, као и податак
да је већи број људи потврдио да је чешће виђао Трампа на друштвеним мрежама
(Francia, 2017). Међутим, ови налази не потврђују каузалну везу између веће способ-
ности генерисања бесплатне медијске пажње и победе Доналда Трампа на изборима
за председника. Оно што ови налази показују, додуше, је чињеница да су друштвене
мреже, поготово Твитер, постале неизоставан чинилац у политичким процесима, да
кроз њихову ефикасну употребу постоји простор за приступ потенцијалним гласа-
чима ван традиционалних медија, као и да ће њихов значај у будућности неминовно
расти, односно да ћемо засигурно видети политичаре који ће Трамповом стратегијом
коришћења друштвених мрежа покушати да понове његов успех. 543 9 Иако се може чинити нелогичним концепт да приватне институције врше улогу државних
идеолошких апарата, Алтисер предупређује ове критике. По његовим речима „Разлика
између јавног и приватног је разлика унутар буржоаског права и валидна је у (подређеним)
областима у којима буржоаско право извршава своју ’моћ’. Подручје државе му измиче јер је
она ’изнад права’ ... она је предуслов за сваку разлику између јавног и приватног” (Althusser,
2009, str. 37). Када је утврдио такво разумевање односа јавног и приватног, Алтисер
објашњава како се ово односи на државне идеолошке апарате. „Исто се може рећи и за
државне идеолошке апарате. Није битно да ли су институције у којима се реализују ’јавне’
или ’приватне’. Приватне институције могу савршено ’функционисати’ као државни
идеолошки апарати” (Althusser, 2009, 37). На овај начин конципирана разлика између
јавног и приватног не постулира подређеност идеолошких апарата држави као таквој, већ
репродукцији произиводног система. Држава јесте место скупљања моћи, али је и подређена
тој сврси, уколико је буржоаска. Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на... Јанковић, Технофеудализам на... класе, оличене у Доналду Трампу и Џоу Бајдену, у који су, по природи изборних про-
цеса, уплетене и остале друштвене класе, мада без значајног утицаја. Твитер, као при-
ватна друштвена мрежа, одиграо је кључну улогу у овом процесу, па је тако, приме-
ном цензуре, учврстио своју доминантну позицију унутар поља идеолошких апарата,
коју је преузео од традиционалних медија. Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на... „Оно што разликује државне
идеолошке апарате од државних (репресивних) апарата је следећа основна разлика:
државни репресивни апарати функционишу путем насиља, док државни идеолошки
апарати функционишу путем идеологије” (Althusser, 2009, str. 29–30). Тако, за Алтисера, државни репресивни апарати представљају „владу, админи-
страцију, војску, полицију, судове, затворе” (Althusser, 2009, str. 27), односно једин-
ство државних институција које, пре свега, путем репресије могу да санкционишу
противнике. 544 Социолошки преглед, vol. LV (2021), nо. 2, стр. 538–561 С друге стране, државни идеолошки апарати, на пример, религијски, образовни,
породични, правни, и за нас најбитнији, информациони, су бројни и различити, као
и релативно аутономни, али уједињени у својој функцији очувања односа експлоа-
тације путем репродукције и очувања хегемонијског положаја идеологије владајуће
класе (Althusser, 2009). Међутим, овако идеално-типски постављена „подела рада” није сасвим тачна. Алтисер напомиње да не постоје чисто репресивни и идеолошки апарати, већ да
та подела указује на примарни начин функционисања, док оба апарата садрже и
секундарну функцију, односно државни идеолошки апарати секундарно делују путем
репресије, а репресивни секундарно путем идеологије (Althusser, 2009). Релативна
аутономија државних идеолошких апарата, такође, отвара простор, место за класну
борбу. Ова посебност државних идеолошких апарата је условљена „хармонијом (која
понекад шкрипи)” (Althusser, 2009, str. 37) између репресивних и идеолошких апа-
рата. Ако знамо да државни апарат чини јединство репресивног и идеолошког апа-
рата, са лакоћом можемо да увидимо потенцијалне сукобе и начине борбе за пре-
власт над државним апаратом, кроз одвојене „подапарате”. Познавање суштине и функције државних идеолошких апарата нам омогућава
да разумемо дешавања која су се одиграла почетком године у Сједињеним Америч-
ким Државама. Тако, друштвене мреже можемо да сместимо у алтисеровски оквир,
као нову форму, технолошки напредак у информационим државним идеолошким
апаратима9. Иако социјалне мреже представљају технолошки помак и иновацију у комуника-
ционој и информацијској технологији, оне потпадају под исту друштвену функцију,
функцију државних идеолошких апарата. Део савременог информационог идеоло-
шког апарата, друштвена мрежа Твитер, одлучила је да искористи своју секундарни
начин функционисања, репресију, оличену у суспензији. Наводно се Твитер заложио
за заштиту демократског процеса, како би осигурао релативно мирну предају моћи
наредном председнику Џоу Бајдену. Важно је приметити да је, недељу дана након
насилних протеста, активиран и државни репресивни апарат, војска, као гарант пре-
даје власти. Тај чин озваничава власт над целокупним државним апаратом. Оно чему смо присуствовали почетком године у Сједињеним Америчким Држа-
вама је борба за превласт над државним апаратом између две фракције владајуће 545 Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Окршај медијске политике Аустралије са Фејсбуком и Гуглом Почетком 2021. године Аустралијско регулаторно тело за конкуренцију напи-
сало је нацрт закона којим се покушава преусмерити део профита технолошких гига-
ната, као што су Фејсбук и Гугл, ка издавачима (Beta, 2021). Прецизније, законом се
жели прописати „да део новца од сваког плаћеног огласа... мора ићи и медијима уз
чији садржај је оглас постављен” (Ilić, 2021). Гугл је као одговор на овај предлог запре-
тио да ће се повући из Аустралије (Rujević, 2021). Другим речима, Гугл је на почетку реаговао у складу са Слободијановим наво-
дима (Slobodian, 2018, str. 155–156). Претњу повлачењем капитала омогућила је
управо непотпуна интеграција. Без економске интеграције, капитал не би могао
слободно да шета глобалним тржиштем. С друге стране, потпуна интеграција која
би подразумевала и политичку интеграцију, односно стварање европске или светске
„државне” заједнице, омогућила би регулацију токова капитала и значајно ограни-
чила уцењивачки потенцијал приватних актера. У политичко-демократском смислу,
потпуна интеграција омогућила би минимум стабилности политичкој заједници,
спречавајући њене чланове (и њихов капитал) да заједницу напусте у случају да се
не слажу са легитимном већинском одлуком. За разлику од Гугла, Фејсбук је применио другачију стратегију. Претио је бло-
кадом приступа информативном садржају путем своје мреже, а потом своје претње
спровео у дело (Beta, 2021). На тај начин житељима Аустралије „није било омогућено
да деле и гледају садржаје са вестима на овој платформи” (BBC, 2021). Блокирано је
и „неколико налога Владе из домена здравља, као и хитних служби” (Ibid.). Перфидност Фејсбукове стратегије огледа се у томе што челници ове компаније
рачунају на аустралијску демократску опредељеност. Имајући у виду да је инфор-
мисаност житеља један од основних предуслова функционалне демократије, те да
Фејсбук „убрзано постаје један од највећих извора вести на свету” (Zorzi, 2021),
ова компаније ставила је власти у Аустралији у безизлазну позицију. Да бисмо је
разумели, важно је присетити се савременог разумевања концепта суверенитета. У демократијама, било да је суверенитет додељен народу или парламенту, народни
представници могу имати врховни ауторитет само у случају да им га народ додели
демократским путем. Политички представници могу легитимно задржати овај ауто-
ритет само уколико владају у прописаним оквирима и не нарушавају само демократ-
ско начело. Оквири би подразумевали скуп неотуђивих права и слобода, а, примера
ради, фер и слободни избори су један од елемената демократског начела. Перфидност Фејсбукове стратегије огледа се у томе што челници ове компаније
рачунају на аустралијску демократску опредељеност. Окршај медијске политике Аустралије са Фејсбуком и Гуглом Имајући у виду да је инфор-
мисаност житеља један од основних предуслова функционалне демократије, те да
Фејсбук „убрзано постаје један од највећих извора вести на свету” (Zorzi, 2021),
ова компаније ставила је власти у Аустралији у безизлазну позицију. Да бисмо је
разумели, важно је присетити се савременог разумевања концепта суверенитета. б Имајући ово у виду, ево шта свака од опција која се нашла пред аустралиј-
ским властима носи са собом. У првом случају парламент може одбити усвајање
закона и приволети Фејсбук да омогући житељима Аустралије уредно информисање. Овом одлуком сачувала би се веза између демократског легитимитета и врховног 546 Социолошки преглед, vol. LV (2021), nо. 2, стр. 538–561 ауторитета јер се не би нарушио један од основних елемената демократије. Ипак, уко-
лико претпоставимо да су житељи своје представнике бирали како би ови, између
осталог, успешно решили проблем финансирања медија, онда би парламент у првом
случају деловао противно вољи народа. У другом случају, уколико би аустралијски парламент усвојио закон не обази-
рући се на Фејсбукове блокаде, он би довео у питање један од кључних елемената
демократије (информисано грађанство) и ризиковао да поништи извор сопственог
ауторитета. Посланици би и даље задржали власт, али Аустралија више не би била
демократија. Другим речима, Фејсбуков ултиматум на одређени начин кида везу између суве-
ренитета и демократије. Одлуче ли власти у Аустралији да делују суверено и поступе
према својим уверењима, ризиковаће да озбиљно науде демократији. С друге стране,
одлуче ли се да обезбеде својим житељима могућност информисања, чувајући тако
саму срж демократије, власти морају играти по Фејсбуковим правилима, односно
суспендовати сопствени суверенитет. Да ствар буде гора, спасавајући демократију
власт би доносила одлуке противне жељама већине, а у складу са економским инте-
ресом једног приватног актера. Ево како се завршила ова непријатна законодавна епизода. Фејсбук је након пар
дана укинуо блокаду. Један од потпредседника компаније изјавио је да је постигнут
споразум тако да се Фејсбуку и Гуглу омогући да сами одаберу којим медијима ће
пружити финансијску подршку. Одмах након договора „закон је усвојен у оба дома
аустралијског парламента, са новим амандманима који омогућавају да Фејсбук и Гугл
не буду обухваћени новим законом” (BBC, 2021). Завршна разматрања Гашење Твитер профила Доналда Трампа показало је да идеолошки апарати
могу да играју огромну улогу у осигуравању власти над државним апаратом, а да
се као најзначајнији представници информационих државних идеолошких апа-
рата појављују друштвени медији. Како су друштвени медији већ сад један од кључ-
них чинилаца у изборним процесима, можемо закључити да ће њихова моћ над
друштвеним животом у будућности само расти, ако узмемо у обзир значај улоге коју
су одиграли у осигуравању власти над државним апаратом. Значајно је истаћи и да
је Доналд Трамп, у тренутку укидања његовог профила са друштвеног медија Тви-
тер, још увек био председник. Самим тим, одлука Твитера може да се посматра као
напад на суверенитет САД. С друге стране, Гугл и Фејсбук приморали су власти једне државе која при-
пада капиталистичком центру да доноси законе по економској вољи ових компа-
нија. Мада се одлука аустралијског парламента може тумачити као жеља да се сачува
демократија у тој држави, ово тумачење промашило би суштину проблема. А про-
блем не лежи у самој одлуци, већ у понуђеним опцијама. Демократија подразумева
не само избор представника који ће доносити обавезујуће одлуке, већ и ефективну
моћ тих представника да доносе одлуке које утичу на животе свих чланова зајед-
нице. Противници суверенитета прибојавали су се да се суверен неће „покорити
мишљењу оних који трпе последице” (Laski, 1934, str. 63) његових одлука. Ми данас 547 Љубиша М. Бојић, Дамир Г. Зејнулаховић, Милош В. Јанковић, Технофеудализам на.. имамо потпуно супротан проблем. Суверен жели да поступа у складу са преферен-
цијама „оних који трпе последице” и у складу са јавним интересом, али је цена так-
вог поступања превисока. Држава је препустила приватном сектору контролу над ресурсима неопход-
ним за њено функционисање. Док с једне стране Гуглова претња повлачењем капи-
тала представља последицу делимичне интеграције, Фејсбукова реакција на нацрт
закона логичан је след медијске дерегулације (Ilić, 2021). И делимична интеграција и
дерегулација спровођене су са циљем сузбијања моћи државе. С обзиром да држава
има монопол над легитимном применом силе, бројни либерали и неолиберали бри-
нули су се само како да ова сила буде што мања. Процес разбијања државне моћи
није водио њеном распарчавању, већ померању на неухватљиве економске актере
који делују ван права и без легитимитета. На крају процеса, добили смо кобну ком-
бинацију. Према речима Димитријевића, „демократске државе су... изгубиле много
од њихове способности политичке владавине”, а истовремено су „задржале способ-
ност репресије” (Dimitrijević, 2019, str. 78). Завршна разматрања Истовремено, појавили су се моћни при-
ватни актери над којима више ни државе ни грађани немају никакву контролу. ј
ју
у
у
Технолошке компаније узимају од медија финансије неопходне за њихов опста-
нак, иако су само преносиоци садржаја који је други креирао, чиме је угрожена функ-
ција информисања у друштву. Такође, укидање профила Доналда Трампа на Тви-
теру је заправо преузимање судске власти од стране технолошке компаније која, у
овом случају, себи даје за право да одређује шта је говор мржње, иако он није дефи-
нисан америчким законима. Истовремено се овом одлуком угрожава суверенитет
САД, јер је Доналд Трамп још увек био председник у тренутку укидања његовог
профила. На основу наведеног, јасно је да се додатно редефинише концепт сувере-
нитета и назире трансфер моћи између држава и технолошких компанија, што ће
имати велике реперкусије за демократију. Изгледа да ови догађаји указују на гло-
бални улазак у нови поредак доминације технолошки компанија, који можемо на-
звати технократијом или технофеудализмом. Оба разматрана догађаја указују да су
друштвени медији, између осталог, и јавно добро од којег зависи демократија. Препо-
ручује се да даља истраживања буду усмерена на дефинисање друштвених медија као
јавног добра, што би подразумевало разграничење надлежности друштва у односу
на њихове формалне власнике, као што се ради у случају етарских медија са јавном
фреквенцијом. 548 Sociološki pregled / Sociological Review, vol. LV (2021), nо. 2, pp. 538–561 Ljubiša M. Bojić1
Damir G. Zejnulahović2
Miloš V. Janković3
University of Belgrade,
Institute for Philosophy and Social Theory
Belgrade (Serbia) 1 ljubisa.bojic@instifdt.bg.ac.rs 1 ljubisa.bojic@instifdt.bg.ac.rs
2 damir.zejnulahovic@instifdt.bg.ac.rs
3 milos.jankovic@instifdt.bg.ac.rs
4 This paper was realized with the support of the Ministry of Education, Science and Technological
Development of the Republic of Serbia according to the Agreement on realization and financing
of scientific research work. 2 damir.zejnulahovic@instifdt.bg.ac.rs 3 milos.jankovic@instifdt.bg.ac.rsh Introduction Technological development, either reflected in innovations in the production process
or, as in the case considered here, in the emergence of new modes of communication, inev-
itable affects the entire social reality, changes the established forms of social relations and
causes the appearance of new social phenomena that need to be examined. Therefore, as
early as mid-20th century, Debord observes that a spectacle, i.e. “a social relation among peo-
ple, mediated by images” (Debord, 2003, p. 18), is becoming the essence of life in all special
aspects of information. Of course, Debord connects this primarily with the importance of
television that emerged as the most important transmitter of symbols and messages, while
today’s parallel may be found in social media which, as it will be seen further in the paper,
are becoming a transmitter without which the society would be impossible to imagine. At the beginning of 2021, at the peak of the coronavirus pandemic, two events under-
mined the world public, indicating that there was a potential transfer of power between
states and high technological companies. First, at the beginning of January, Twitter Com-
pany decided to suspend the account of the leaving US President Donald Trump on that
social medium due to his alleged hate speech (Twitter, 2021). Then, the multinational
media company Facebook exerted a tremendous pressure on Australia to amend the draft
law that would force this company to pay media publishers for their contents posted on
this social medium (BBC, 2021). These two events reached global proportions, reviving the debate on the globaliza-
tion impact on the sovereignty of national states and witnessing that the world is entering
a new technocratic or technofeudal order. There are three schools of thought with different answers to the matter of state sov-
ereignty in the globalization context. Hyperglobalists think that the state’s role is rather
reduced and its economic sovereignty is particularly threatened. On the other hand, scep-
tics see globalization as a product of the states themselves, claiming that their role and
power have remained unchanged. Between these two theoretical poles there are transfor-
mationalists. The role of the state, according to them, has already changed significantly
(Reddy, 2012, pp. 61–64). y
pp
A particular place is held by the literature focusing on multinational companies. TECHNOFEUDALISM ILLUSTRATED BY TRUMP’S
TWITTER SUSPENSION AND AUSTRALIA VS. GOOGLE
AND FACEBOOK DISPUTE4 (Translation In Extenso) Abstract: Social media are becoming an indispensable communication tool today,
including political communication. Therefore, technological companies running them
have a great power. Every intervention they have in the public sphere may have far-reach-
ing consequences. We will focus on two cases of the influence of technological companies
on media, election and legislative processes as basic factors of democracy. We will consider
the implications of the prohibition of Donald Trump’s use of Twitter, as well as the conflict
of Australia’s media policy with Facebook and Google. We have reached the conclusion
that in these cases technological companies took over the power that used to belong to the
judicial and legislative branch of power, in terms of defining what hate speech, as well as
media regulation is. Accordingly, this threatens the information system and sovereignty
of the countries where these interventions are made. These events indicate that the world
is entering a period of domination of technological companies, which may be called tech-
nocracy or technofeudalism. Further considerations should be directed towards defining
social media as a public good that should be influenced by societies and not only techno-
logical companies as the owners of these communication platforms. Keywords: social media, sovereignty, technological companies, technocracy, techno
feudalism 549 Ljubiša M. Bojić, Damir G. Zejnulahović, Miloš V. Janković, Technofeudalism illustrated by.. Introduction As Varis
(Varis, 2020) reminds us, although some theories, such as semiotic democracy, as well
as those companies that use marketing to present their platforms, try to present social
media as defenders of democracy and the space where free speech is guaranteed, it is
neither their primary function nor intention. In fact, moderation is not a peripheral
but central function of social media, i.e. the way in which social media achieve their set
goals in the market actually determines whether groups and interests are permissible or
not (Gillespie, 2018). The problem of hate speech on the Internet can be observed, on one hand, from the
aspect of the right to the freedom of speech as guaranteed by the US Constitution. On the
other hand, many jurisdictions worldwide clearly define the concept of hate speech. There
is definitely a conflict between the broad understanding of the freedom of speech and the
guarantee of dignity of individuals and groups that may be subject to hate speech (Heldt,
2019). We should also take into account the prohibition of censorship by the state because
it has been prescribed by many countries, thus additionally guaranteeing the freedom
of speech. One of the starting points of this consideration is that states and companies share
responsibility for the regulation of fake news, hate speech and various sabotages that may
appear on the Internet. Here the greatest pressure is exerted on the owners of the leading
social media – technological companies mostly located in the USA. In this case it would be
inappropriate to accuse a priori the companies which are social media owners of censor-
ship, because the absence of regulations has led to the current state of affairs. Of course, it
should be taken into account that this does not justify explicit interference in the election
process in such a way that a technological company transparently takes one of the sides
participating in the election. Such decisions can provoke fierce reactions in the public, and
threaten democracy as well. One of the decisions adopted by Facebook Company refers to fake news, undertak-
ing that it will reduce the visibility of such disinformation so that it will not be widely dis-
tributed, although the Company would be entitled to it in line with the applicable recom-
mendation systems – algorithms that show contents to social media users. Introduction While
some authors recognize the impact of companies on state sovereignty (Vernon, 1971),
others think that such impact has been unjustifiably emphasized (Kline, 2006). There is
also an opinion that in the 1980s the state still had primacy, but the turn of the millennia
brought substantial changes, including new technologies and the “emergence of the elec-
tronically networked world economy”, which definitely brought state sovereignty to ques-
tion (Kobrin, 2009, p. 3). The impact of social media on political processes is constantly growing, and some
studies say that the election candidates in the West increasingly use Twitter to promote
and realize contact with potential voters (Enli, 2017; Enli & Skogerbo, 2013; Graham, Jack-
son, & Broesma, 2016). Apart from the unambiguous significance of social media in every-
day life as one of, or perhaps even primary, mode of communication among people, what
particularly attracts the politicians’ attention is the fact that through social media, chiefly
Twitter, they can realize direct contact with voters, thus bypassing the editorial policy of
traditional media. In that way, politicians have the power to present themselves and their
message much more strongly and with more control, as well as to create the impression 550 Sociološki pregled / Sociological Review, vol. LV (2021), nо. 2, pp. 538–561 of direct communication and responsibility with an individual. This is an important fact
at the modern historical moment, where voices that accuse politicians of alienation from
everyday life of their citizens are growing louder and louder (Enli, 2017; Ouyang & Water-
man, 2020). This role of social media is also observed by Gainous and Wagner (Gainous
& Wagner, 2014) who state that social media are shifting the field of power to the benefit
of politicians, where “Twitting to power” is becoming a political standard, something that
is obligatory at the modern political moment and which will have even more importance
in the future. In that manner social media become an inevitable part of political processes. p
p
p
As we have shown, the impact of social media on political processes can already be
characterized as crucial, while that significance is certain to grow in the following years. However, now our analysis should include the fact that these social media are actually
the product of private companies which reserve the right of their moderation. Ljubiša M. Bojić, Damir G. Zejnulahović, Miloš V. Janković, Technofeudalism illustrated by... Ljubiša M. Bojić, Damir G. Zejnulahović, Miloš V. Janković, Technofeudalism illustrated by... Although the above-listed examples prove that, with respect to legislation, Facebook
establishes a system similar to the state system and thus partially takes over the authorities
of one branch of power, this is only an initiative calling for an urgent reaction to the chal-
lenge emerging in the vacuum of new technologies and obsolete laws. We can classify this
matter within the concept that is defined in the literature as the “problem of many hands”, i.e. the difficulty in pinpointing decisively who is responsible in complex environments, where
many factors are involved in decision-making. Thompson describes this issue in detail, list-
ing a number of examples in an attempt to establish the approach in defining responsibility
(Thompson, 2014). Van Drunen also explains the “problem of many hands” from central-
ized to shared responsibility (van Drunen, 2020). Accordingly, the connected world refers
to online platforms with a far-reaching impact on societies throughout the world. The new
concept of functioning imposed by the Internet causes the transformation of markets, pro-
cedures and democratic processes (Jevtović, 2020). In the analysis of the societies based on
online platforms, the emphasis is placed on the conflict between ideological systems and
social factors, which includes governments, companies and the civil sector, as well as the
allotment of interconnected responsibility, in order to achieve privacy, security, fair environ-
ment, availability and democracy (Van Dijck et al., 2018). These values are actually threat-
ened in the society with a significant impact of global and regional online platforms which
permeate public and private sectors, but also many areas, for example information, trans-
port, healthcare and education. Some of these processes refer to local matters, while many
of them also affect the global sphere. Having this in mind, we should emphasize the con-
flicts between multinational companies, governments and multilateral factors as relevant in
the consideration of power redistribution in the digital technologies era. The phenomenon we focus on in this paper refers primarily to the impact of techno-
logical companies, i.e. of social media, on democracy and sovereignty in the United States of
America and Australia, as illustrated by the suspension of former president Donald Trump’s
Twitter account, and the clash between Australia’s public media policy with technological
giants Facebook and Google. We will perceive all this through the prism of sovereignty. Introduction These posts
are labelled as fake, which is done by independent experts (Facebook, 2021). Moreover,
Facebook has also established the appellate process that enables the decisions of this com-
pany to be disputed by the threatened parties. The appellate body is supervised by a spe-
cial board (Collins, 2021). 551 Sovereignty and globalization In classical texts (Bodin, 2002; Hobbes, 1961), the value of the existence of a sover-
eign usually lies in his power to guarantee peace. In contrast, modern authors speak of
the concept of sovereignty in much more diverse ways. Political theoretician Harold Laski
wonders whether “the state should have ultimate power with no limits of any kind” (Laski,
1934, p. 62). He concludes that “there is no permanent right to power” and that “every gov-
ernment must subordinate to the opinion of those that suffer the consequences of its acts”
(Ibid., 63). Jacques Maritain has a similar opinion in that respect. To him, this concept is
“essentially wrong” (Maritain, 1966, p. 29). The authors who reject the concept of sovereignty (Duguit, 1997) or speak about it in
the negative light (Laski, 1934; Maritain, 1966) usually understand sovereignty in Bodin-
ian terms (Jean Bodin). To that end, it is truly difficult not to be critical towards the con-
cept that does not suit our time. However, it seems wrong to reject the entire concept just
because of one of its ideas. The broadest definition determines sovereignty as an “ultimate authority in a certain
territory” (Philpott, 2011, p. 3). In its contemporary concept, the holder of sovereignty is 552 Sociološki pregled / Sociological Review, vol. LV (2021), nо. 2, pp. 538–561 neither appointed for life nor has absolute competencies in all areas (Philpott, 2011, p. 3). From this perspective, sovereignty itself is not necessarily problematic. We can speak of
an illegitimate sovereign and illegitimate authorities, but if we reject anarchism and man-
age to justify the existence of political authority (Perry, 2012), we can no longer speak of
illegitimate sovereignty. The concept of sovereignty in the globalized world is used in contrast to the “emer-
gence of transnational networks with private interests” and “to express frustration and anger
because of the decreasing area of collective redesigning, creating and reshaping individual
and group identities” (Koskenniemi, 2011, p. 70). Nowadays sovereignty serves to “articu-
late the hope that we will… keep our own lives in our hands” (Ibid.). According to Nenad Dimitrijević, Professor of Political Science, “the essential modern connection has been broken between political power, democracy
as a political form of power and law as an assumed legitimate system of social coordination. Democratic politics is retreating from privatized global management mechanisms that also
exist and function in the unconstitutional environment” (Dimitrijević, 2019, p. Sovereignty and globalization 79). The residents of modern states feel helpless and that is why the narrative of sover-
eignty is present to such an extent, because “sovereignty points to the possibility, no matter
how limited and idealistic it may be, that the man, whatever happens, is not only a pawn in
someone else’s games, but… the master of his own life” (Koskenniemi, 2011, p. 70). If we look at sovereignty from this perspective, we may observe that in the centre of
the narrative there is democratic self-governance and the value of public autonomy, i.e. positive freedom. Even the most liberal interpretation of democracy, which starts from
negative freedom as an ultimate value and understands democracy instrumentally, does
not allow re-examination of the existence of the political community itself (Dimitrije-
vić, 2017, p. 229) or the possibility of stepping out of it. The very fact that the political
community cannot be chosen has made liberal theoreticians to insist on the set of fun-
damental rights and freedoms that must be unconditionally respected by the holder of
sovereignty. According to them, only in this case there is an obligation to respect bind-
ing democratic decisions. g
In other words, even if we maximally reduce the importance of public autonomy man-
ifested in the process of the democratic self-governance, and if we substantially limit the
scope of legitimate decisions that may be made by the sovereign, one thing will still remain
indisputable: we can leave the political community if we do not agree with the decisions of
its majority. This is the minimum guarantee of stability (Ibid.). If we put the whole narrative into a certain ideological context, we will see that the
expansion of neoliberal capitalism has decisively influenced the feeling of helplessness of
the residents of modern states. A global economic area of freedom has been created, but not
a global political community as well. That is what enabled private economic actors to “use
the ever-present threat of capital flight to prevent popular mass expectations from coming
true” (Slobodian, 2018, pp. 155–156). Despite the fact that neoliberals tend to cite the pri-
macy o negative freedoms, the neoliberal project has actually violated at least one condition
of stability of the democratic political community and enabled private actors to step out of it. Suspension of Donald Trump’s Twitter account The power of social media has never been more evident than in the case of the 2016
presidential election in the United States of America, particularly when speaking of the
campaign of Donald Trump, the winner of the election. Although, according to some
experts (Ceaser, Busch, & Pitney, 2017), Trump entered the final stage of the election with
little or no chance to beat the Democratic Party’s candidate Hilary Clinton, he won in the
end and became the 45th president of the United States of America. This unexpected vic-
tory encouraged social scientists and political experts to elaborate theories in relation to
the causes of Trump’s success. One of the theories attempting to explain Trump’s victory is the free media thesis. This
thesis postulates that the key contribution to Trump’s unexpected victory was his use of social
media, through which he managed to avoid advertising costs in traditional media, as well as to
realize direct communication with potential voters and the public (Khan, 2016; Le Miere, 2016;
Yu, 2016). According to Francia, Twitter was often in the centre of Trump’s ability to generate free
media attention” (Francia, 2017, p. 2). This author shows that Trump had more media attention
by as much as one third5 than Hilary Clinton in the final election year (Francia, 2017, p. 8). In
addition to this information, Francia adds that Trump also had a larger number of followers
on Twitter, as well as that a larger number of people confirmed they more often saw Trump in
social media (Francia, 2017). However, these findings do not confirm the causal connection
between a greater ability to generate free media attention and Donald Trump’s victory in the
presidential election. As a matter of fact, these findings show that social media, particularly
Twitter, have become an indispensable factor in political processes, that through their efficient
use there is also space for approaching potential voters outside traditional media, and that their
significance will inevitably grow in the future, i.e. that we will definitely see politicians trying
to repeat Trump’s success by applying his strategy of using social media. Two days after violent protests6 in Capitol7, on 8th January 2021, Donald Trump, still
the President of the United States of America at the time, was permanently suspended from
the social medium thanks to which, as we have seen, he had been elected to that position
for the most part. 5 Shown in absolute numbers, Donald Trump got $4,960,000,000 of free media value, while Hilary
Clinton got $3,240,000,000 of free media value.
6 The very nature of the events on that day has not been completely clarified yet, so that there are
cases of labelling the events as a coup or an attempted coup.
7 Capitol Hill riots, where the name of Capitol as we use it is the usual name for the US Congress,
and where the central scenes of this violent protest took place on 6th January 2020. Sovereignty and globalization The ideological context we have just presented completes the theoretical segment and
establishes the framework for analyzing two recent cases: Twitter vs. Donald Trump, and 553 Ljubiša M. Bojić, Damir G. Zejnulahović, Miloš V. Janković, Technofeudalism illustrated by... Australia vs. Facebook. According to the listed concepts, we will place the power of social
media within the context of the conflicts permeated by the “problem of many hands” and
concerning sovereignty and ideological apparatuses. In that respect, through these exam-
ples we will consider the indications of the transfer of power that may be perceived between
the participants in the political process, the states and technological companies. Australia vs. Facebook. According to the listed concepts, we will place the power of social
media within the context of the conflicts permeated by the “problem of many hands” and
concerning sovereignty and ideological apparatuses. In that respect, through these exam-
ples we will consider the indications of the transfer of power that may be perceived between
the participants in the political process, the states and technological companies. Suspension of Donald Trump’s Twitter account In the official Twitter address, Trump was suspended from this social
medium because of two tweets that by “glorifying violence may inspire others ...to repeat
criminal acts committed in the US Capitol on 6th January 2021” (Twitter, 2021). 554 Sociološki pregled / Sociological Review, vol. LV (2021), nо. 2, pp. 538–561 Namely, Trump lost the election two months earlier, but until the violent protests in
Capitol, he claimed victory, constantly encouraging his followers not to give up. Trump’s
refusal to accept the election results was identified as one of the causes of the events that
day, when his followers stormed the Congress building. What is more problematic than the
actual storming of the Congress is the fact that five people lost their lives and that the pub-
lic could, equally through social and traditional media, actually witness the fatal shot kill-
ing one woman. No matter how Capitol riots may be characterized, it is indisputable that
political violence with fatal outcomes was committed to question the presidential election
results in the United States of America, or the world hegemon. Permanent Twitter’s suspen-
sion of Trump, identified by this social medium as the causative agent of the violent pro-
tests, took away the platform of direct communication with his followers, allegedly in order
to limit the possibility of the repetition of such events, as well as of the potential escalation
of political violence. This suspension provoked a series of critical reactions. On one hand,
conservatives perceived the suspension as an attack on the freedom of speech and as cen-
sorship (Haroun, 2021). Moreover, the suspension was criticized from the liberal camp as
well. In his Guardian article, Kenan Malik claims that Trump’s suspension might lead to
the practice of broad restrictions, which is already abused by authoritarian regimes nowa-
days (Malik, 2021). Jeffrey Howard, Professor of Political Theory, claims that Twitter jus-
tifiably suspended Trump, but, from the moral point of view, it was not justifiable to make
such suspension permanent (Howard, 2021). Of course, there were also those who fully
supported Twitter’s reaction (Romano, 2021; Bensinger, 2021). In order to understand fully the reasons for Trump’s suspension, as well as the func-
tion and essence of social media, we must examine Althusser’s differentiation between state
repressive apparatuses and state ideological apparatuses. 8 Although the concept of private institutions playing the role of state ideological apparatuses may
seem illogical, Althusser warns against such criticism. According to him, “the difference between the
public and the private is the difference within bourgeois law and is valid in (subordinated) areas where
bourgeois law exercises its ‘power’. The area of the state is moving away because it is ‘beyond law’ ... it is
the prerequisite for every difference between the public and the private” (Althusser, 2009, p. 37). Having
established such understanding of the relation between the public and the private, Althusser explains
how it refers to state ideological apparatuses. “The same may also be said about state ideological
apparatuses. It is unimportant whether institutions where they are realized are ’public’ or ’private’.
Private institutions can perfectly ’function’ as state ideological apparatuses” (Althusser, 2009, p. 37).
Such conceived difference between the public and the private does not postulate the subordination
of the ideological apparatus to the state itself, but to the reproduction of the production system. The
state is a place of power concentration, but it is also subordinated to that purpose if it is bourgeois. Suspension of Donald Trump’s Twitter account “What distinguishes state ideo-
logical apparatuses from state (repressive) apparatuses is the following basic difference: state
repressive apparatuses function through violence, while state ideological apparatuses func-
tion through ideology” (Althusser, 2009, pp. 29–30). Therefore, in Althusser’s opinion, state repressive apparatuses constitute “government,
administration, army, police, courts, prisons” (Althusser, 2009, p. 27), i.e. the unity of state
institutions that can sanction opponents primarily through repression. In contrast, state ideological apparatuses, for example, religious, educational, family,
legal and, most importantly to us, information apparatuses, are numerous and diverse, as
well as relatively autonomous, but united in their function of maintaining the exploitation
relationship through reproduction and preservation of the hegemony position of the rul-
ing class ideology (Althusser, 2009). However, this ideal-typical “division of work” is not completely accurate. Althusser
notes that there are no purely repressive and ideological apparatuses, but that the division
points to the primary method of functioning, while both apparatuses also have a secondary
function, i.e. state ideological apparatuses secondarily function through repression, while
repressive apparatuses secondarily unction through ideology (Althusser, 2009). The rel-
ative autonomy of state ideological apparatuses also opens up the space or place for class
struggle. This specific feature of state ideological apparatuses is conditioned by the har-
mony (that sometimes falters)” (Althusser, 2009, p. 37) between repressive and ideological
apparatuses. Knowing that the state apparatus constitutes the unity of the repressive and 555 Ljubiša M. Bojić, Damir G. Zejnulahović, Miloš V. Janković, Technofeudalism illustrated by.. ideological apparatuses, we can easily understand the potential conflicts and methods of
fighting for supremacy over the state apparatus through separate “sub-apparatuses”. Being familiar with the essence and function of state ideological apparatuses enables
us to understand the events at in the United States of America the beginning of the year. Therefore, we can place social media within the Althusserian framework, as a new form,
as technological progress in information state ideological apparatuses8. Although social networks are technological progress and innovation in communica-
tion and information technologies, they belong to the same social function, the function
of state ideological apparatuses. As part of the modern information ideological apparatus,
the social medium Twitter decided to use its secondary mode of functioning, repression
reflected in suspension. Twitter allegedly advocated for the protection of the democratic
process in order to ensure a relatively peaceful handover of power to the new President Joe
Biden. Suspension of Donald Trump’s Twitter account It is important to note that, one week after the violent protests, the state repressive
apparatus, i.e. the army, was activated as a guarantee of power handover. That act formal-
izes power over the entire state apparatus. What we witnessed in the United States of America at the beginning of the year is the
struggle for supremacy over the state apparatus between two factions of the ruling class,
embodied in Donald Trump and Joe Biden, in which, by the nature of election processes,
other social classes are also intertwined, but with no relevant impact. Twitter as a private
social medium played the key role in this process and by applying censorship it strength-
ened its dominant position within the area of the ideological apparatus – the position taken
over from traditional media. Australia’s media policy clash with Facebook and Google At the beginning of 2021, Australian regulatory body for competition prepared the
draft law that attempts to redirect part of the profit of technological giants such as Face-
book and Google, to publishers (Beta, 2021). Specifically, the law is aimed at prescribing
that “part of the money from each paid advertisement… must also be given to the media
with the content of which the advertisement was posted” (Ilić, 2021). Google response to
this proposal was to threaten by its withdrawal from Australia (Rujević, 2021). In other words, Google initially responded in line with Slobodian’s statements (Slobo-
dian, 2018, p. 155-156). The threat by capital withdrawal was made possible by incomplete 556 Sociološki pregled / Sociological Review, vol. LV (2021), nо. 2, pp. 538–561 integration itself. Without economic integration, capital would not be able to move freely
across the global market. On the other hand, complete integration that would also imply
political integration, i.e. creation of the European or world “state” community, would enable
the regulation of capital flows and substantially limit the blackmailing potential of private
actors. In terms of politics and democracy, complete integration would ensure the mini-
mum stability to the political community, preventing its members (and their capital) from
leaving the community in case they did not agree with the legitimate majority decision. Unlike Google, Facebook applied a different strategy. It threatened by blocking the
access to information content through its medium, and then carried out its threats (Beta,
2021). Consequently, the residents of Australia “were not able to share and watch news con-
tents on this platform” (BBC, 2021). Facebook also blocked “several accounts of the Gov-
ernment in the field of healthcare, as well as emergency services” (Ibid.). Perfidiousness of Facebook’s strategy is reflected in the fact that the leaders of this
company relied on the democratic commitment of Australia. Having in mind that people’s
being informed is one of the basic prerequisites of functional democracy, and that Face-
book is “increasingly becoming one of the greatest sources of news in the world” (Zorzi,
2021), this company put the Australian authorities in a hopeless position. In order to com-
prehend it, we should remember the modern understanding of the concept of sovereignty. In democracies, no matter whether sovereignty is assigned to the people or the parliament,
people’s representatives can have supreme authority only if people grant it to the democrat-
ically. Australia’s media policy clash with Facebook and Google Political representatives can legitimately keep such authority only if they rule within
the prescribed frameworks and do not violate the democratic principle itself. The frame-
works would refer to a set of inalienable rights and freedoms and fair and free elections,
for example, are one of the elements of the democratic principle. Considering this, this is what each option before the Australian authorities implied. In the first case, the Parliament can refuse to adopt the law and force Facebook to provide
proper information to Australians. This decision would keep the connection between dem-
ocratic legitimacy and supreme authority because one of the basic elements of democracy
would not be violated. However, if we assume that the people elected their representatives
so that the latter could successfully resolve the problem of media funding, the Parliament
would act contrary to the people’s will in the former case. In the latter case, if the Australian Parliament adopted the law without paying atten-
tion to Facebook’s blockades, it would question one of the key elements of democracy
(informed citizens) and risk cancelling the source of its own authority. The members of
the Parliament would still keep their power, but Australia would no longer be a democracy. In other words, Facebook’s ultimatum in a certain manner breaks the connection
between sovereignty and democracy. If the Australian authorities decided to act in a sover-
eign manner and in line with their beliefs, they would risk causing serious harm to democ-
racy. On the other hand, if they decided to provide the possibility of being informed to Aus-
tralians, thus preserving the very essence of democracy, the authorities would have to play
by Facebook’s rules, i.e. suspend their own sovereignty. To make matters worse, by saving
democracy, the authorities would make decisions contrary to the wishes of the majority,
and in line with the economic interests of a single private actor. g
p
This is how this unpleasant legislative episode ended. After several days, Facebook
lifted the blockade. One of the company’s vice presidents stated that the agreement had 557 Ljubiša M. Bojić, Damir G. Zejnulahović, Miloš V. Janković, Technofeudalism illustrated by.. been reached, enabling Facebook and Google to choose on their own what media to sup-
port financially. Final considerations The suspension of Donald Trump’s account on Twitter has shown that ideological
apparatuses can play an enormous role in ensuring power over the state apparatus, while
social media appear to be the most important representatives of information state ideolog-
ical apparatuses. Since social media are already one of the key factors in election processes,
we may conclude that their power over social life in the future will keep growing, if we take
into account the importance of the role they played in ensuring power over the state appa-
ratus. It is also important to point out that Donald Trump was still the official president at
the moment when his account on social medium Twitter was suspended. Therefore, Twit-
ter’s decision may be seen as an attack on the US sovereignty. On the other hand, Google and Facebook forced the authorities of the country that
belongs to the capitalist centre to enact laws in line with the economic will of these com-
panies. Although the decision of the Australian Parliament may be interpreted like a desire
to preserve democracy in that country, such interpretation would miss the essence of the
problem. The problem does not lie in the decision itself but in the options offered. Democ-
racy implies not only the appointment of representatives who will make binding decisions,
but also effective power of those representatives to make decisions affecting the lives of all
members of the community. The opponents of sovereignty feared that the sovereign would
not “be subordinated to the opinion of those that suffer consequences” (Laski, 1934, p. 63)
of the sovereign’s decisions. Today we have a totally opposite problem. The sovereign wants
to act in line with preferences of “those that suffer consequences” and, in line with the pub-
lic interest, but the prince of such acting is too high. The state has given the private sector control over resources necessary for its func-
tioning. While, on one hand, Google’s threat by withdrawing the capital is a consequence of
partial integration, Facebook’s reaction to the draft law is a logical outcome of media dereg-
ulation (Ilić, 2021). Both partial integration and deregulation were implemented with the
aim of suppressing the power of the state. Since the state has the monopoly over the legit-
imate exercise of power, many liberals and neoliberals took care only to keep this power
as small as possible. Australia’s media policy clash with Facebook and Google Immediately after this agreement, “the law was enacted in both houses of
the Australian Parliament, with new amendments making clear that Facebook and Goo-
gle are not covered by the new law” (BBC, 2021). Final considerations The process of breaking the state power did not lead to its fragmenta-
tion but to its shift to elusive economic actors who proceed outside law and with no legit-
imacy. At the end of the process we got a fatal combination. According to Dimitrijević,
“democratic states have... lost much of their capability of political rule”, while at the same
time they “retained the capability of repression” (Dimitrijević, 2019, p. 78). Simultaneously,
powerful private actors appeared and neither states nor citizens have any control over them. Technological companies take from the media the funds necessary for their survival,
although they are only the transmitters of the content created by others, which threatens
the function of information in the society. Furthermore, the deletion of Donald Trump’s
account on Twitter is actually the takeover of judicial power by the technological com-
pany which, in this specific case, determines at its own discretion what hate speech is, 558 Sociološki pregled / Sociological Review, vol. LV (2021), nо. 2, pp. 538–561 despite the fact that it has not been defined in American laws. At the same time, this deci-
sion threatens the sovereignty of the USA because at the moment when his account was
deleted, Donald Trump was still the official president. Based on the above-mentioned, it is
clear that the concept of sovereignty is being further redefined and the transfer of power
between states and technological companies may be perceived, which will have huge reper-
cussions for democracy. These events seem to indicate a global entry to the new order of
domination of technological companies that may be called technocracy or technofeudal-
ism. Both events show that social media are, among other things, a public good on which
democracy is dependent. The recommendation is that further research should be directed
towards defining social media as a public good, which would involve the separation of the
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Decrease in body mass index: Personal genotyping, individual diet, and exercise plan
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Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 Journal of Health Sciences Open access Mirela Džehverović*1, Anesa Ahatović1, Naris Pojskić1, Naida Lojo-Kadrić1, Amela Pilav1,
Damir Marjanović2, Jasmina Čakar1 1Institute for Genetic Engineering and Biotechnology, University of Sarajevo, Sarajevo, Bosnia and Herzegovina,
2International Burch University, Sarajevo, Bosnia and Herzegovina *Corresponding author: Mirela Džehverović, Institute for Genetic Engineering and Biotechnology, University of Sarajevo, Francuske
Revolucije bb, Sarajevo, Bosnia and Herzegovina. E-mail: mirela.dzehverovic@ingeb.unsa.ba Decrease in body mass index: Personal genotyping,
individual diet, and exercise plan Mirela Džehverović*1, Anesa Ahatović1, Naris Pojskić1, Naida Lojo-Kadrić1, Amela Pilav1,
Damir Marjanović2, Jasmina Čakar1 ABSTRACT Introduction: Single nucleotide polymorphisms (SNPs) have lately been used for prediction of metabolic
processes that may be related to obesity. The aim of our study was to examine the association of SNPs of
several genes with obesity and physical activity in 18 healthy volunteers. Methods: We used buccal swabs to collect and extract DNA from 18 volunteers. Pyrosequencing was
used for molecular analysis of 13 polymorphisms in 10 genes (APOA2, MTHFR, MCM6, peroxisome pro
liferators-activated receptor gamma, FABP2, beta-2-adrenergic receptor (ADRB)2, ADRB3, A-actinin-3,
angiotensin-converting enzyme, and FUT2). The volunteers’ personal data included body mass index
(BMI), dietary practice and information on daily fitness and workout routine. Association between the 13
observed gene polymorphisms and individual BMI status (normal or overweight) was analyzed. Results of
the DNA analysis were used for the expert evaluation by nutritionists and physiologists to obtain optimal
regulation of nutrition and exercise. The volunteers had a dietary and fitness program for 12 months
which they tracked by filling in a suitable study form. Results: 14 volunteers had a moderate genetic predisposition for abdominal adipose-tissue accumula
tion, while 4 of them had genotypes not associated with abdominal fat tissue accumulation. A statistically
significant difference was found between the value of BMI before and after the implementation of per
sonalized training and nutrition plan within the group of overweight volunteers (paired sample t=3.382;
p = 0.006; exact p = 0.015). The single-locus F-test showed no association between the gene polymor
phisms and BMI values. In addition, no correlation was detected between the gene polymorphisms and
amount of BMI reduction prior and after the implementation of the personalized training and nutrition
plan within the overweighed group of volunteers. Conclusion: Optimal nutrition and training plan are crucial for the BMI reduction as observed in the over
weighed volunteers after the 12-month personalized training and individualized nutrition plan. However,
the analyzed polymorphisms were not significantly associated with the obesity in this study. Key words: Single-nucleotide polymorphisms; nutrition; physical activity; body mass inde Submitted: 20 February 2017/Accepted: 28 March 2017 © 2017 Mirela Džehverović, et al; licensee University of Sarajevo - Faculty of Health Studies. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted
use, distribution, and reproduction in any medium, provided the original work is properly
cited. *Corresponding author: Mirela Džehverović, Institute for Genetic Engineering and Biotechnolo
Revolucije bb, Sarajevo, Bosnia and Herzegovina. E-mail: mirela.dzehverovic@ingeb.unsa.ba INTRODUCTION and heat. Some genetic variants are related to physi
cal activity in reducing the amount of adipose tissue
after the endurance training. Significant technological advances of single-nucleo
tide polymorphisms (SNPs) have further strength
ened research methodologies for genetic analyses
used to predict metabolic process that might be asso
ciated with diet and physical activity (1). Obesity is a
major epidemic problem of the public health world
wide, characterized as an excess of adipose tissue. The most commonly used measurement to deter
mine weight status is body mass index (BMI) (2). The World Health Organization recommends the
following BMI cut points to classify weight status
in adults aged 20 or older: <18.5 kg/m2 (under
weight), 18.5-24.9 kg/m2 (normal weight), 25.0-
29.9 kg/m2 (overweight), 30.0-39.9 kg/m2 (obese),
and ≥40 kg/m2 (extremely obese) (3). Unhealthy
diet and physical inactivity have been identified as
primary determinants of increased obesity. Various
studies have identified more than 500 candidate
genes associated with body weight, motor, and
functional abilities as well as their role in the devel
opment of obesity. Therefore, genetic factors might
be important in determining an individual’s sus
ceptibility to obesity (4,5). A number of studies
have reported a correlation between variations of a
DNA sequence in specific genes and the phenotype
of obesity (6,7). Genetic variants that influence an
individual’s response to diet are actually metabolic
pathways of fatty acids and carbohydrates, as well as
the fat cells formation and the production of energy The aim of our study was to examine the utility of the
existing prediction SNP test possibly related to obe
sity and physical activity in 18 healthy volunteers. ABSTRACT 81,9(56,7<2)6$5$-(92
)$&8/7<2)+($/7+678',(6
UNIVERSITY OF SARAJEVO
FACULTY OF HEALTH STUDIES 81,9(56,7<2)6$5$-(92
)$&8/7<2)+($/7+678',(6
UNIVERSITY OF SARAJEVO
FACULTY OF HEALTH STUDIES Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 http://www.jhsci.ba RESULTS abilities of the locomotor system. DNA fragments
in chromosome 1 (APOA2 and MTHFR), chro
mosome 2 (MCM6 LCT-13910 and MCM6
LCT-22018), chromosome 3 (peroxisome prolifera
tors-activated receptor gamma [PPARG]), chromo
some 4 (FABP2), chromosome 5 (beta-2-adrenergic
receptor [ADRB]2 position 1 and position 2), chro
mosome 8 (ADRB3), chromosome 11 (A-actinin-3
[ACTN3]), chromosome 17 (angiotensin-convert
ing enzyme [ACE]), and chromosome 19 (FUT2)
were amplified using the polymerase chain reaction
(PCR). A validated set of reagents (PyroMark PCR
Kit, Qiagen) was used for PCR. Amplicon sequences
were analyzed using pyrosequencing (PyroMark
Q24, Qiagen) which was performed in GENOS
Company. Amplified ACE fragments were sepa
rated using capillary electrophoresis by 3130 genetic
analyzers (Applied Biosystems). The fragment size
was determined based on the familiar molecular
weight standard using GeneMapper® ID-X Software
(Applied Biosystems). abilities of the locomotor system. DNA fragments
in chromosome 1 (APOA2 and MTHFR), chro
mosome 2 (MCM6 LCT-13910 and MCM6
LCT-22018), chromosome 3 (peroxisome prolifera
tors-activated receptor gamma [PPARG]), chromo
some 4 (FABP2), chromosome 5 (beta-2-adrenergic
receptor [ADRB]2 position 1 and position 2), chro
mosome 8 (ADRB3), chromosome 11 (A-actinin-3
[ACTN3]), chromosome 17 (angiotensin-convert
ing enzyme [ACE]), and chromosome 19 (FUT2)
were amplified using the polymerase chain reaction
(PCR). A validated set of reagents (PyroMark PCR
Kit, Qiagen) was used for PCR. Amplicon sequences
were analyzed using pyrosequencing (PyroMark
Q24, Qiagen) which was performed in GENOS
Company. Amplified ACE fragments were sepa
rated using capillary electrophoresis by 3130 genetic
analyzers (Applied Biosystems). The fragment size
was determined based on the familiar molecular
weight standard using GeneMapper® ID-X Software
(Applied Biosystems). The volunteers’ personal genotypes (Table 2) were
subjected to the expert evaluation. Personalized
training and nutrition plans were obtained for each
volunteer. According to the obtained genotypes, only 5 vol
unteers had a genetic predisposition for obesity
development, while 13 were at moderate risk for the
weight increase. The genotypes of 8 volunteers indi
cated a genetic predisposition for weight gain due to
a diet rich in fats, while the genotypes of 10 volun
teers showed moderate risk. Furthermore, 14 vol
unteers reported a moderate genetic predisposition
for abdominal adipose-tissue accumulation, while it
was not the case for the other 4 volunteers whose
genotype was not associated with abdominal fat tis
sue accumulation. RESULTS Regarding the training program,
the personal genotypes of 8 volunteers showed a
genetic predisposition for a more efficient physio
logical response to training based on strength exer
cises. According to the genotypes of 10 volunteers, a
physiological response to training should be equally
efficient regardless of whether the training is based
on strength or endurance. METHODS We conducted the research on a total of 18 healthy
volunteers (50% male and 50% female), aged
20-50. The volunteers were assigned into a group
with normal BMI (7 volunteers) and group with
increased BMI (11 volunteers). Height and weight
were measured with participants dressed in light
weight clothing and without shoes. BMI was calcu
lated with the weight (in kg) divided by the square
of height (in m). All the subjects gave their writ
ten informed consent for the use of their biological
material and data while the ethical approval for this
research was obtained from the Ethics Committee
of the Institute for Genetic Engineering and
Biotechnology, University of Sarajevo (Approval
No. 296-1/14 dated May 13, 2015). DNA was extracted from buccal swabs using Chelex®
100, Bio-Rad, according to the manufacturers pro
tocol. Using public databases, we selected 13 most
common polymorphisms (Table 1) which are related
to obesity development, cardiovascular diseases, and
metabolic disorders, as well as motor and functional TABLE 1. List of polymorphisms of the genes related to diet and exercise
Gene
Polymorphism
Protein
NCBI
FABP2
c. 163A>G
p.Thr55Ala
rs1799883
PPARG
c.‑2‑28078C>G
p.Pro12Ala
rs1801282
APOA2
c.‑323C>T
//////
rs5082
ADRB279
c. 79C>G
p.Gin27Glu
rs1042714
ADRB246
c. 46A>G
p.Gly16Arg
rs1042713
ADRB3
c. 190T>C
p.Trp64Arg
rs4994
ACTN3
c. 1858C>T
p.Arg620Ter
rs1815739
ACE
c. 584‑109_584‑108ins
/////
rs464994
MTHFR677
c. 665C>T
p.Ala222Val
rs1801133
MTHFR1298
c. 1409A>C
p.Glu470Ala
rs1801131
MCM6 (LCT‑13910)
c. 1917+326C>T
/////
rs4988235
MCM6 (LCT‑22018)
c. 1362+117G>A
/////
rs182549
FUT2
c. 461G>A
p.Trp154Ter
rs601338
PPARG: Peroxisome proliferators‑activated receptor gamma; ADRB: Beta‑adrenergic receptor; ACE: Angiotensin‑converting enzyme;
ACTN3: A‑actinin‑3 TABLE 1. List of polymorphisms of the genes related to diet and exercise 92 Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 Statistical analysis
Th
l y
The Kolmogorov–Smirnov test was applied to
estimate the normality of the. To estimate the dif
ference between BMI before and after the imple
mentation of personalized training and nutrition
plan, we used the paired samples t-test. Once the
difference in BMI between overweight and normal
groups was calculated, the independent samples
t-test was performed. The observed sample size was
small, therefore, we applied the exact permutation
test (n = 10000). Biostatistical calculations were per
formed using the paleontological statistics software,
version 3.14 (8). A single-locus case-control test (9)
based on the exact p-value test was performed for
the allele genotypic association between the 13
observed gene polymorphisms and individual BMI
status (normal or overweight). When estimating the
relationship between the gene polymorphisms and
BMI value, a single-locus F-test was used. The same
test was applied to estimate the relationship between
the gene polymorphisms and the amount of BMI
reduction after the implementation of personalized
training and nutrition plan. Both the above-men
tioned analyses were conducted using Powermarker
v3.25 (10). The statistical significance of p < 0.05
was considered significant. Before the 12-month diet and training program,
7 volunteers were in a BMI category with normal
weight, 9 were in the overweight category, while the
remaining 2 volunteers were in the obese BMI cat
egory. All 18 volunteers have followed the recom
mended exercise and diet plans. After 12 months,
BMI values remained unchanged for 8 volunteers. Furthermore, 10 volunteers reduced the BMI value,
and 4 of them even dropped to a lower BMI cate
gory (Figure 1). The Kolmogorov–Smirnov test showed that all BMI
values within observed groups were in a range of
normal distribution (p > 0.05). A statistically sig
nificant difference was noticed between the values
of BMI before and after the implementation of the
personalized training and nutrition plan within
the group of volunteers with overweight BMI val
ues (paired samples t = 3.382; p = 0.006; exact
p = 0.015). This result showed visible BMI reduc
tion within the group of the overweighed volunteers
following the implementation of the personalized
training and nutrition plan. When having included
only the volunteers within the normal BMI range, 93 http://www.jhsci.ba TABLE 2. Statistical analysis
Th
l Body mass index (BMI) values before and after the 12-month program (*individuals who dropped to a lower BMI category). risks for obesity. Sedentary lifestyle and increased
calories intake are prominent issues that often cause
the obesity development and are associated with
many metabolic disorders. the result showed no difference between BMI values
before and after the implementation of the person
alized training and nutrition plan (paired samples
t = 2.006; p = 0.092; exact p = 0.25). The difference
between the volunteers with normal and increased
BMI values was reported before (independent sam
ples t = 5.129; p = 0.000; exact p = 0.000) as well
as after (independent samples t = 4.915; p = 0.000;
exact p = 0.000) the implementation of the person
alized training and nutrition plan. Almost one-third
of the total number of volunteers reduced BMI
from overweighed to normal after applying the
personalized diet and workout program (Table 3). There was no statistically significant allelic and gen
otype association between the 13 observed poly
morphisms and individual BMI status (normal or
overweight) (Table 4). No difference was found in
the allele and genotype frequency of the observed
gene polymorphisms between the male and female
volunteers (Table 4). The single-locus F-test showed
no association between the gene polymorphisms
and BMI values. In addition, no correlation was
detected between the gene polymorphisms and
amount of BMI reduction prior and after the imple
mentation of the personalized training and nutri
tion plan within the overweighed group of volun
teers (Table 5). Recommendations for the diet and training plan
were made according to the genotyping of 18
volunteers from the population of Bosnia and
Herzegovina. Different studies show the associa
tion between obesity development and diet (3-7). According to the studies, FABP2, PPARG, APOA2,
ADBR2, and ADRB3 polymorphisms are related to
nutrition and ADRB2, ADRB3, ACE, and ACTN3
polymorphisms are related to exercise. The intestinal fatty acid binding protein encoded
by FABP2 is involved in lipid metabolism. Polymorphism c.163A>G (p.Thr55Ala) (NCBI:
rs1799883) is related with the increased binding
affinity for the long-chain fatty acid, which can
cause an increase in BMI and the triglycerides level
in the blood (11). A genotype AA of the FABP2
gene is associated with a moderate risk of increased
weight gain. Both polymorphisms were detected in
all the volunteers, regardless of the BMI category. Statistical analysis
Th
l The PPARG is a transcription factor that plays a key
role in the adipocyte gene expression and differenti
ation of adipocytes. Obesity and nutritional factors
are crucial in the expression of PPARG in human
adipocytes. A lower BMI is associated with poly
morphisms c.-2-28078C>G (p.Pro12Ala) (NCBI:
rs1801282) of this gene (12,13). However, CC
homozygosity was reported in all the participants Statistical analysis
Th
l Volunteers’ personal genotypes
Parameters Gene
PY‑113/15 PY‑114/15 PY‑115/15 PY‑116/15 PY‑117/15 PY‑118/15 PY‑119/15 PY‑120/15 PY‑129/15
Genotype Genotype Genotype Genotype Genotype Genotype Genotype Genotype Genotype
Nutrition
FABP2
GA
GG
GG
AA
GG
AA
GA
GA
GG
PPARG
CC
CC
CC
CG
CC
CC
CC
CC
CG
APOA2
TT
TT
TC
TC
TC
TC
TT
TC
TC
ADRB2 79
GG
GG
GC
GC
GC
CC
GC
GC
CC
Nutrition
and
physical
activity
ADRB2 46
GG
GG
GA
GA
GA
AA
GA
GA
GG
ADRB3
TT
TT
TT
TT
TT
TT
TT
TT
TT
Physical
activity
ACTN3
CC
GG
CC
CC
CT
CT
CC
CC
CT
ACE
Ins/Ins
Ins/Del
Ins/Del
Del/Del
Ins/Del
Del/Del
Ins/Del
Ins/Ins
Del/Del
Folate
metabolism
MTHFR 677 CC
CT
CC
CC
TT
CT
CT
CT
CT
MTHFR
1298
AC
AC
AA
AA
AA
AA
AA
AA
AC
Lactose
intolerance
MCM6
(LCT‑13910)
CC
CT
CC
CC
CT
CT
CT
TT
CT
MCM6
(LCT‑22018)
GG
GA
GG
GG
GA
GA
GA
AA
GA
Secretor
status
FUT2
GG
GG
GG
AA
GG
GG
GG
GA
GA
Parameters Genes
PY‑121/15 PY‑122/15 PY‑123/15 PY‑124/15 PY‑125/15 PY‑126/15 PY‑127/15 PY‑128/15 PY‑130/15
FABP2
GA
GA
GA
GA
GA
AA
GG
GG
GG
Nutrition
PPARG
CC
CC
CC
CC
CC
CC
CC
CC
CC
APOA2
TT
CC
TC
TC
CC
TT
TC
TC
TC
ADRB2 79
GC
CC
GC
GG
GC
GG
CC
CC
CC
ADRB2 46
GG
GA
GA
GG
GA
GG
GA
GA
GA
Nutrition
and
physical
activity
ADRB3
TT
CT
TT
TT
TT
TT
TT
TT
TT
ACTN3
CC
CC
CT
CT
CT
CT
CC
CC
CT
Folate
metabolism
ACE
Del/Del
Ins/Ins
Ins/Del
Ins/Del
Ins/Del
Ins/Del
Ins/Del
Ins/Del
Ins/Del
MTHFR 677 CC
CT
CC
TT
TT
CC
TT
CC
CT
Lactose
intolerance
MTHFR
1298
AA
AC
AA
AA
AA
AC
AA
AC
AA
MCM6
(LCT‑13910)
CT
CT
CC
CC
CC
CT
CT
CT
CT
Secretor
status
MCM6
(LCT‑22018)
GA
GA
GA
GG
GG
GA
GA
GA
GA
FUT2
GA
GA
GG
GA
GA
GA
GA
GG
AA
PPARG: Peroxisome proliferators‑activated receptor gamma; ADRB: Beta‑adrenergic receptor; ACE: Angiotensin‑converting enzyme;
ACTN3: A‑actinin‑3 TABLE 2. Volunteers’ personal genotypes 94 Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 http://www.jhsci.ba FIGURE 1. Body mass index (BMI) values before and after the 12-month program (*individuals who dropped to a lower BMI category). FIGURE 1. DISCUSSION Obesity is increasing worldwide, and recent advances
in the genomics technology enable the prediction of 95 Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 http://www.jhsci.ba except for two participants that presented no
changes in BMI values throughout the study. of abdominal fat and obesity development as a
consequence of consuming food rich in saturated
fats (14,15). The volunteers with TC genotype
were recommended to reduce the intake of satu
rated fatty acids. The ADRB2 gene is expressed
in adipocytes and regulates lipid metabolism. Both polymorphic variants of this gene c.79C>G
(p.Gin27Glu) (NCBI: rs1042714) and c.46A>G
(p.Gly16Arg) (NCBI: rs1042713) may lead to a
decrease of lipid metabolism and accumulation of
fat tissue (16). An apolipoprotein gene polymorphism c.-323C>T
(NCBI: rs5082) is associated with the accumulation TABLE 3. BMI values before (BMI‑B) and after (BMI‑A) the
implementation of personalized training and nutrition plan;
BMI reduction (BMI‑diff) (
)
Sample ID
BMI
Sex
BMI‑P
BMI‑A
BMI‑diff
114
O
M
25.1
24.49
0.61
115
O
F
28.4
26.78
1.62
116
O
F
26.56
26.56
0
117
O
M
30.6
29.37
1.23
118
O
M
27.2
27.2
0
120
O
M
28.3
28.3
0
121
O
F
34.78
32.99
1.79
125
O
F
25.31
22.57
2.74
126
O
M
27.1
27.1
0
128
O
F
26.8
25.71
1.09
130
O
M
26
24.93
1.07
113
N
F
20.5
19.84
0.66
119
N
F
23.5
22.52
0.98
122
N
M
22.7
22.7
0
123
N
F
24
22.72
1.28
124
N
M
18.7
18.7
0
127
N
F
20.7
20.7
0
129
N
F
21.7
21.7
0
BMI: Body mass index The ADRB3 gene is predominantly expressed in
the adipose tissue and regulates lipid metabolism
and thermogenesis. A polymorphism c.190T>C
(p.Trp64Arg) (NCBI: rs4994) of the ADRB3
gene may lead to impaired lipid metabolism
which is related to overweight and enlarged waist
circumference. Moreover, it has been reported
that intensive workout decreases BMI in indi
viduals with this genotype (17,18). The associa
tion between c.190T>C (p.Trp64Arg) polymor
phisms and increased BMI is still controversial
(19). In addition, ACE is important in blood
pressure control. ACE gene insertion is related
to a decreased ACE protein activity, therefore,
better physical endurance. Deletion in this gene,
is however, related to an increased ACE protein
activity and the possibility to perform physical TABLE 4. ndex; PPARG: Peroxisome proliferators-activated receptor gamma; ADRB: Beta-adrenergic receptor; ACE BMI: Body mass index; PPARG: Peroxisome proliferators-activated receptor gamma; ADRB: Beta-adrenergic receptor; ACE:
A
i t
i
ti
ACTN3 A
ti i 3 ndex; PPARG: Peroxisome proliferators activated receptor gamma; ADRB: Beta adrenergic receptor; ACE
ing enzyme; ACTN3: A-actinin-3 y
;
p
p
g
;
g
sin-converting enzyme; ACTN3: A-actinin-3 ACKNOWLEDGMENTS Results of this study were obtained from a scientific
project supported by the Ministry of Education
and Science of the Federation of Bosnia and
Herzegovina. DISCUSSION Single-locus case–control test results of the allelic and genotype association between the 13 observed gene
polymorphisms, individual BMI status, and gender se–control test results of the allelic and genotype association between the 13 observed gene
BMI status, and gender polymorphisms, individual BMI status, and gender
Marker
BMI status (normal or overweight)
Gender distribution
Allele exact p
Genotype exact p
Allele exact p
Genotype exact p
FABP2
1.000
0.101
0.739
1.000
PPARG
1.000
1.000
0.473
0.461
APOA2
1.000
1.000
1.000
1.000
ADRB279
0.753
0.372
1.000
0.188
ADRB246
0.721
1.000
0.729
0.789
ADRB3
0.370
0.367
0.453
0.434
ACTN3
1.000
1.000
0.411
0.351
ACE
0.493
0.649
0.508
0.657
MTHFR677
0.493
0.691
0.191
0.107
MTHFR1298
0.686
0.617
1.000
1.000
LCT-13910
0.482
0.788
0.162
0.185
LCT-22018
0.735
0.789
0.168
0.262
FUT2
0.705
0.788
0.724
1.000
BMI: Body mass index; PPARG: Peroxisome proliferators-activated receptor gamma; ADRB: Beta-adrenergic receptor; ACE:
Angiotensin-converting enzyme; ACTN3: A-actinin-3 96 Mirela Džehverović, et al. Journal of Health Sciences 2017;7(2):91-98 http://www.jhsci.ba TABLE 5. Single‑locus F‑test results of the gene
polymorphisms and BMI values association problems is highly recommended, and a genetic
analysis of associated polymorphisms can provide
valuable information for personalized training and
diet programs. 5
S g e ocus
es
esu s
o
e
ge e
polymorphisms and BMI values association
Marker
BMI
BMI‑difference*
F‑statistics
p
F‑statistic
p
FABP2
0.2394
0.7900
0.0015
0.9986
PPARG
0.2420
0.6295
1.1623
0.3090
APOA2
0.2091
0.8137
3.2132
0.0946
ADRB279
3.5841
0.0534
1.0029
0.4086
ADRB246
0.1480
0.8637
0.6025
0.5705
ADRB3
0.5056
0.4873
NaN
NaN
ACTN3
0.1193
0.7343
0.0739
0.79193
ACE
0.8668
0.4403
1.0376
0.39751
MTHFR677
0.8585
0.4436
2.6599
0.13013
MTHFR1298
1.2724
0.2760
0.6140
0.45341
LCT‑13910
0.8285
0.4557
1.0951
0.37985
LCT‑22018
0.6089
0.5569
0.7250
0.51363
FUT2
0.1316
0.8777
0.2477
0.78637
*Group of individuals with an increased BMI. BMI: Body
mass index; PPARG: Peroxisome proliferators‑activated
receptor gamma; ADRB: Beta‑adrenergic receptor; ACE:
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plan are crucial for the BMI reduction as observed
in the overweighed volunteers after the 12-month
personalized training and individualized nutrition
plan. However, the analyzed polymorphisms were
not significantly associated with the obesity in this
study. An extended research including genotyping
of a larger number of participants with the obser
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Vitamin C Intake and Pancreatic Cancer Risk: A Meta-Analysis of Published Case-Control and Cohort Studies
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RESEARCH ARTICLE Yong-Fei Hua1, Gao-Qing Wang1, Wei Jiang1, Jing Huang1, Guo-Chong Chen2, Cai-
De Lu1* 1 Department of Hepatobiliary and Pancreatic Surgery, Ningbo Medical Treatment Center Lihuili Hospital,
Ningbo, 315000, China, 2 Department of Nutrition and Food Hygiene, School of Public Health, Soochow
University, Suzhou, 215123, China * lucaide@nbu.edu.cn Results Our final analyses included 20 observational studies comprising nearly 5 thousand cases of
pancreatic cancer. When comparing the highest with the lowest categories of vitamin C
intake, the summary odds ratio/relative risk for case-control studies (14 studies), cohort
studies (6 studies) and all studies combined was 0.58 (95% CI: 0.52–0.66), 0.93 (95% CI:
0.78–1.11) and 0.66 (95% CI: 0.58–0.75), respectively. The difference in the findings
between case-control and cohort studies was statistically significant (P < .001). Possible
publication bias was shown in the meta-analysis of case-control studies. Copyright: © 2016 Hua 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. Background Observational studies inconsistently reported the relationship between vitamin C intake and
risk of pancreatic cancer. We conducted a meta-analysis of published case-control and
cohort studies to quantify the association. Methods Citation: Hua Y-F, Wang G-Q, Jiang W, Huang J,
Chen G-C, Lu C-D (2016) Vitamin C Intake and
Pancreatic Cancer Risk: A Meta-Analysis of
Published Case-Control and Cohort Studies. PLoS
ONE 11(2): e0148816. doi:10.1371/journal. pone.0148816 Potentially eligible studies were found on PubMed and EMBASE databases through May
31, 2015. A random-effects model was assigned to compute summary point estimates with
corresponding 95% confidence intervals (CIs). Subgroup and meta-regression analyses
were also performed to explore sources of heterogeneity. Vitamin C Intake and Pancreatic Cancer Risk:
A Meta-Analysis of Published Case-Control
and Cohort Studies Yong-Fei Hua1, Gao-Qing Wang1, Wei Jiang1, Jing Huang1, Guo-Chong Chen2, Cai-
De Lu1* Introduction Globally, pancreatic cancer represents the 4th leading cause of cancer death. Pancreatic cancer
has a poor prognosis and high fatality rate, with a 5-year survival rate of less than 5%[1]. Poten-
tial risk factors include chronic pancreatitis, cigarette smoking, family history, and diabetes[1,
2]. Dietary factors may also pay a role in the development of pancreatic cancer, but few certain-
ties have been achieved[3]. Oxidative stress is implicated in the pathogenesis of acute and chronic pancreatitis[4]. Both
in vitro and in vivo researches demonstrate an important role of inflammation in the initiation
and progression of pancreatic cancer[5]. Vitamin C is a strong antioxidant, and is shown to
inhibit preneoplastic lesions in animals’ pancreas[6]. In experimental studies, vitamin C has
been found to induce apoptosis, enhance immune function, and protect free radicals-induced
DNA damage[3, 7]. Thus, vitamin C intake is biologically plausible to protect against pancre-
atic cancer. Recently, an expert panel convened by the Word Cancer Research Fund and the American
Institute for Cancer Research concluded that the evidence for a beneficial effect of fruit against
pancreatic cancer was limited and inconsistent, and the evidence for vegetable and vitamin C
was judged as ‘limited-no conclusion’[8].On the contrary, a more recent meta-analysis of 17
observational studies (13 case-control studies and 4 cohort studies) suggested a significant
29.5% reduction in the risk of pancreatic cancer for high-versus-low vitamin C intake[9]. How-
ever, results from this meta-analysis could be limited because of including duplicate publica-
tions from the same population[10, 11], analyzing data of dietary vitamin C together with
those of circulating vitamin C[12], pooling risk estimates expressed as continuous vitamin C
intake in the high-versus-low analysis[13], and missing a number of eligible studies[14–19]. Given the inconsistent evidence, we performed a meta-analysis of published observational
studies to better quantify the association of vitamin C intake with risk of pancreatic cancer. Case-control studies and prospective cohort studies were separately analyzed throughout the
meta-analysis because they are considerably different in many aspects. Literature search and selection A literature search was performed on PubMed and EMBASE databases through May 31, 2015
using the search strategy as follows: (vitamin C OR ascorbate) and (pancreatic cancer OR pan-
creatic carcinoma OR cancer of pancreas). No language restrictions were imposed. The refer-
ence lists of retrieved full-text publications were also carefully screened to identify any further
studies. Studies that fulfilled the following criteria were considered eligible: (i) case-control or
cohort study design; (ii) vitamin C intake as the exposure of interest; (iii) pancreatic cancer as
the outcome of interest; and (iv) odds ratio (OR) or relative risk (RR) or hazard ratio (HR) esti-
mates with corresponding 95% confidence interval (CI) were available. Conclusion There is insufficient evidence to conclude any relationship between vitamin C intake and
risk of pancreatic cancer. The strong inverse association observed in case-control studies
may be affected by biases (eg, recall and selection biases) that particularly affect case-con-
trol studies and/or potential publication bias. Future prospective studies of vitamin C intake
and pancreatic cancer are needed. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: The authors have no support or funding to
report. Competing Interests: The authors have declared
that no competing interests exist. 1 / 10 PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Meta-Analysis of Vitamin C and Pancreatic Cancer Study characteristics A flow chart of study selection is reported in Fig 1. Our final analysis included 14 case-control
studies[10, 16–19, 23, 27–34] and 6 cohort studies[14, 15, 35–38]. The 14 case-control studies
were published between 1988 and 2013, covering 3,818 pancreatic cancer cases and 10,115 con-
trols. Geographic regions of these studies ranged from North America (N = 8), Europe (N = 3)
to Asia (N = 3). Most of the case-control studies selected control subjects from general popula-
tions (11/14), and recruited both men and women (12/14). Ten of the 14 studies only reported
results for dietary vitamin C, 2 studies merely investigated supplementary vitamin C, and 2
studies involved vitamin C of different sources. The 6 prospective cohort studies were pub-
lished between 2002 and 2013, with a total of 1,140 cancer events and 278,000 participants. The length of follow-up ranged from 7.1 to 21 years. Four studies only reported results for die-
tary vitamin C, and 2 studies contained vitamin C of different sources. Four of the 6 studies
included both sexes, 1 study included men only, and the remaining 1 consisted entirely of
women. Half of the 6 cohorts were from the US, and the others were conducted in Europe. The
characteristics of the included case-control studies and cohort studies are, respectively, summa-
rized in S1 and S2 Tables. Data extraction The following data were extracted from each included study by use of a standardized data-col-
lection form: the first author’s last name, publication year, country, source of controls (for
case-control studies), length of follow-up (for cohort studies), sex of subjects, sample size,
source of vitamin C, categorized vitamin C intake and corresponding risk estimates that
reflected the greatest degree of adjustment, and variables accounted for in the statistical model. Literature search, study selection and data extraction were carried out independently by two
authors (YFH and WJ), with any disagreement resolved by consensus. 2 / 10 PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Meta-Analysis of Vitamin C and Pancreatic Cancer Statistical analysis In this meta-analysis, the common measure of association was OR in case-control studies, and
RR in cohort studies. Results from case-control and cohort studies were separately presented. A random-effects model[20] which considers both within-and between-study variation was
assigned to combine study-specific risk estimates. Several studies presented results for different
sources of vitamin C intake (total, diet and supplement), and the results for total intake were
included in the main analysis. Subgroup analysis were performed according to geographic area,
source of control (for case-control studies), sex of subjects, years of follow-up (for cohort stud-
ies), number of events, and source of vitamin C. Considering the distinct cutoffs across studies, we conducted a dose-response analysis with
the method of Greenland and Longnecker[21] and Orsiniet al.[22]. The method requires that
the number of cases and controls (or person-years) and the risk estimates with their variance
for at least 3 quantitative exposure categories are known. For every study, the median/mean
level of the intake for each category was assigned to each corresponding risk estimate. When
the median/mean intake per category was not provided, the midpoint of the upper and lower
boundaries in each category was assigned as the average intake. If the highest/lowest category
was open-ended, we assumed the width of the interval to be the same as in the closest category. Because of limited number of eligible studies in case-control studies[16, 18, 23]., we only con-
ducted the dose-response analysis for prospective cohort studies. Heterogeneity test was performed using Q and I2 statistics [24]. For the Q statistic, level of
significance was set at P<0.1; and for the I2, a value of <25%, 25–75% and >75% represents lit-
tle/no, moderate, and considerable heterogeneity. Potential publication bias was investigated
with both Begg correlation test and Egger regression test[25, 26],. All statistical analyses were
performed using STATA software, version 12.0 (STATA Corp., College Station, TX, USA). Meta-analysis of case-control studies The multivariable-adjusted OR of pancreatic cancer from individual case-control studies and
all studies combined are reported in Fig 2. All studies showed an inverse association between
vitamin C intake and risk of pancreatic cancer, among which 11 reported significant results. 3 / 10 PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Meta-Analysis of Vitamin C and Pancreatic Cancer Fig 1. Flow chart of literature search and selection. doi:10.1371/journal.pone.0148816.g001 Fig 1. Flow chart of literature search and selection. doi:10.1371/journal.pone.0148816.g001 doi:10.1371/journal.pone.0148816.g001 Results of the meta-analysis conferred a summary OR of 0.58 (95% CI: 0.52–0.66) for the high-
est compared with the lowest intake of vitamin C, with no evidence of heterogeneity (Phetero-
geneity = 0.57, I2 = 0%). Subgroup analysis stratified by predefined study and population
characteristics showed consistent results (Table 1). Source of control was found to be an effect
modifier (Pdifference = 0.04), with a more pronounced effect among hospital-based case-control
studies (OR = 0.46) than population-based ones (OR = 0.63). Vitamin C from diet (OR = 0.58)
also showed a stronger protection than supplement (OR = 0.79), but the between-group differ-
ence was statistically nonsignificant (Pdifference = 0.29). Dose-response analysis were not per-
formed due to limited number of eligible studies[16, 18,23]. doi:10.1371/journal.pone.0148816.g002 Meta-Analysis of Vitamin C and Pancreatic Cancer Fig 3. Relative risks of pancreatic cancer for the highest compared with the lowest categories of vitamin C intake in cohort studies. d i 10 1371/j
l
0148816 003 Fig 3. Relative risks of pancreatic cancer for the highest compared with the lowest categories of vitamin C in of pancreatic cancer for the highest compared with the lowest categories of vitamin C intake in cohort studie Fig 3. Relative risks of pancreatic cancer for the highest compared with the lowest categories of vitamin C intake in cohort studies. doi:10.1371/journal.pone.0148816.g003 doi:10.1371/journal.pone.0148816.g003 analysis was not performed due to limited studies. Dose-response meta-analysis of all cohorts
showed a RR of 0.97 (95% CI: 0.89–1.05) for each 100-mg/day increment in vitamin C intake. Publication bias Egger’s test indicated possible publication bias in the meta-analyses of case-control studies
(PEgger = 0.07) and all studies (PEgger = 0.06), but notin the analysis of cohort studies (PEgger =
0.61). Begg’s test excluded such a bias (PBegg>0.20). Meta-analysis of all studies A combined analysis of the 20 observational studies (4,958 cancers) yielded a summary OR of
0.66 (95% CI: 0.58–0.75), with moderate heterogeneity among studies (Pheterogeneity = 0.05, I2 =
35.8%). Meta-regression analysis suggested a statistically significant difference in the results
between case-control and cohort studies (Pdifference<0.001). PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Meta-analysis of cohort studies Fig 3 presents multivariable-adjusted risk estimates of pancreatic cancer from each cohort and all
cohorts combined. Three of the 6 cohorts (accounting for 36.1% of total cases) reported an
inverse association between vitamin C intake and risk of pancreatic cancer (RR ranged between
0.79 and 0.91), but none showed statistical significance. Overall, the summary RR for the highest-
versus-lowest intake of vitamin C was 0.93 (95% CI: 0.78–1.11), with no evidence of heterogeneity
(Pheterogeneity = 0.95, I2 = 0%). The null association persisted in the subgroup analysis (Table 2). Supplementary vitamin C showed a nonsignificant inverse association with pancreatic cancer
(RR = 0.83, 95% CI: 0.64–1.07), but only 2 studies were included in the analysis. Sex-specific 4 / 10 PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Meta-Analysis of Vitamin C and Pancreatic Cancer Fig 2. Odds ratios of pancreatic cancer for the highest compared with the lowest categories of vitamin
C intake in case-control studies. doi:10.1371/journal.pone.0148816.g002 Fig 2. Odds ratios of pancreatic cancer for the highest compared with the lowest categories of vitamin
C intake in case-control studies. Fig 2. Odds ratios of pancreatic cancer for the highest compared with the lowest categories of vitamin
C intake in case-control studies. doi:10.1371/journal.pone.0148816.g002 Fig 2. Odds ratios of pancreatic cancer for the highest compared with the lowest categories of vitamin
C intake in case-control studies. Table 1. Results of stratified analysis for case-control studies. N
OR (95% CI)
P for heterogeneity
I2 (%)
P for differences
Area
North America
8
0.60 (0.51–0.70)
0.36
9.6
0.46
Europe
3
0.54 (0.36–0.83)
0.22
34.7
Asia-pacific
3
0.53 (0.40–0.72)
0.83
0.0
Source of control
Population
11
0.63 (0.55–0.73)
0.79
0.0
0.04
Hospital
3
0.46 (0.37–0.59)
0.73
0.0
Sex
Men
5
0.61 (0.44–0.86)
0.02
66.7
0.70
Women
5
0.59 (0.47–0.73)
0.90
0.0
No. of cases
200
9
0.58 (0.51–0.66)
0.42
2.3
0.90
<200
5
0.59 (0.45–0.79)
0.53
0.0
Source of vitamin C
Diet
12
0.58 (0.49–0.69)
0.11
33.4
0.29
Supplement
4
0.70 (0.60–0.82)
0.57
0.0
doi:10.1371/journal.pone.0148816.t001 Table 1. Results of stratified analysis for case-control studies. PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 5 / 10 Meta-Analysis of Vitamin C and Pancreatic Cancer Table 2. Results of stratified analysis for cohort studies. N
RR (95% CI)
P for heterogeneity
I2 (%)
P for differences
Area
North America
3
0.86 (0.66–1.13)
0.80
0
0.49
Europe
3
0.99 (0.78–1.25)
0.94
0
Length of follow-up
10 years
3
0.98 (0.78–1.24)
0.96
0
0.51
<10 years
3
0.86 (0.65–1.14)
0.76
0
No. of cases
200
2
1.00 (0.78–1.28)
0.97
0
0.49
<200
4
0.87 (0.68–1.12)
0.90
0
Source of vitamin C
Diet
5
0.92 (0.73–1.16)
0.97
0
0.56
Supplement
2
0.83 (0.64–1.07)
0.96
0
doi:10.1371/journal.pone.0148816.t002 Table 2. Results of stratified analysis for cohort studies. control studies showed an inverse association. It is more likely that the distinct findings were
due to differences in methodologies they applied. Case-control studies relative to cohort studies
are more prone to biases such as recall bias and selection bias. For instance, those foods rich in
vitamin C (e.g., fruit and vegetables) have been widely considered beneficial for public health
and also for cancer prevention. In this condition, patients with pancreatic cancer probably
underreported their dietary intakes of these foods, leading to an overestimation of the associa-
tion. Further, the temporal sequence between exposure and outcome is difficult to determine
in case-control studies. In other words, cases may have altered their dietary intakes after the
diagnosis of cancer. In addition, potential selection bias also merits a particular consideration
when studying pancreatic cancer, a malignancy characterized by high fatality rates. On the
other hand, both case-control and cohort studies are subject to exposure misclassification
when investigating dietary factors and health outcomes, because they mostly used food fre-
quency questionnaires to collect diet information. For cohort studies that generally made a sin-
gle measurement of dietary intakes at baseline, additional misclassification of exposure could
occur because participants may change their diet habits during a long-term follow-up period. Circulating vitamin C concentrations represent a better indicator of vitamin C status than
dietary intakes. However, current evidence linking circulating vitamin C to pancreatic cancer
risk has been limited and inconclusive. Results from the European Prospective Investigation
into Cancer and Nutrition (EPIC)-Norfolk study[35] showed a strong inverse association
between serum vitamin C and pancreatic cancer during 17 years of follow-up (RR for inter-
quartile comparison = 0.42, 95% CI: 0.20–0.91, 76 cancers). Discussion In this meta-analysis of published observational studies that involved nearly 5,000 pancreatic
cancers, high vitamin C intake was significantly associated with a 42% reduction in the risk of
pancreatic cancer in case-control studies, whereas no association was found in cohort studies. Fruit and vegetables are a rich source of dietary vitamin C, and have long been suspected to
prevent several cancers including pancreatic cancer[8]. However, recent cumulative evidence
showed that the protection of fruit and vegetables on pancreatic cancer was observed in case-
control studies but not in cohort studies[39], which agreed with the findings of this meta-
analysis. The considerable differences between results from case-control studies and those from
cohort studies may be attributed to several reasons. There was a suggestion of publication bias
in case-control studies, which indicated that some small studies or studies with null effects may
have been unpublished. However, such a bias was unlikely to fully explain why especially case- 6 / 10 PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Conversely, a more recent case-
control study nested in the whole EPIC study contradicted the previous findings (RR for inter-
quartile comparison = 0.91, 95% CI: 0.55–1.51, 442 cancers)[12]. Long-term, double-blind, randomized controlled trials (RCTs) provide the most robust esti-
mates of causal effects. However, such RCTs examining the effect vitamin C supplement on
pancreatic cancer are also limited. A Cochrane systematic review[40] reported a null effect, but
only 1 trial of vitamin C supplementation (combined with vitamin E and beta-carotene) and
pancreatic cancer was included. The Physicians’ Health Study (PHS) II randomized trial[41]
showed a nonsignificant 14% reduction in pancreatic cancer death (50 deaths) associated with
vitamin C supplement after a mean follow-up duration of 8.0 years (RR = 0.86, 95% CI: 0.49–
1.49). Subsequently, a posttrial observation[42] with additional 3.8 years of follow up strength-
ened the RR to be 0.50 (95% CI: 0.22, 1.18). This observation might raise the problem of a low 7 / 10 PLOS ONE | DOI:10.1371/journal.pone.0148816
February 9, 2016 Meta-Analysis of Vitamin C and Pancreatic Cancer statistical power resulting from short durations in these RCTs. Although well-designed RCTs
provide the best evidence, the trials are expensive and only the most promising candidate can
be tested in such a way. Given these null findings and possibly increased mortality associated
with antioxidants supplements in clinical trials[40], it appears imprudent to specifically investi-
gate the effects of vitamin C supplement on the prevention of pancreatic cancer in large RCTs
before the possible benefits are consistently showed in large prospective observational studies. This meta-analysis comprehensively quantified current evidence from published case-con-
trol and cohort studies comprising nearly 5,000 cases of pancreatic cancer and therefore largely
strengthened the power of the analyses. However, we also acknowledged that there were several
limitations to our study. Our results may have been affected by residual or unmeasured con-
founders because higher dietary vitamin C often positively corrected with better lifestyle pat-
terns. What is more, as was discussed above, potential methodological flaws inherit in the
original studies may bias our findings towards either direction. In addition, since the meta-
analysis is on the basis of published literature, our results, in particular those from case-control
studies may have been affected by publication bias. In sum, this meta-analysis showed a significant inverse association between vitamin C
intake and risk of pancreatic cancer in case-control studies but not in prospective cohort stud-
ies. S2 Table. Characteristics of the included cohort studies of vitamin C intake and risk of pan-
creatic cancer.
(DOCX) S2 Table. Characteristics of the included cohort studies of vitamin C intake and risk of pan-
creatic cancer. (DOCX) Author Contributions Conceived and designed the experiments: YFH CDL. Performed the experiments: GQW WJ. Analyzed the data: GQW WJ GCC. Contributed reagents/materials/analysis tools: CDL. Wrote
the paper: YFH. Helped to develop the search strategy: GCC. Helped to revise the Introduction
and Discussion sections during the first revision of the manuscript: JH. S1 PRISMA Checklist. PRISMA Checklist.
(DOCX) S1 Table. Characteristics of the included case-control studies of vitamin C intake and risk
of pancreatic cancer. Thus, there is insufficient evidence to conclude any relationship between vitamin C intake
and risk of pancreatic cancer. PLOS ONE | DOI:10.1371/journal.pone.0148816
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25008853; PubMed Central PMCID: PMC4135500. 10 / 10
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Cicloturismo como promotor do desenvolvimento de áreas rurais: Possibilidades na região do Baixo Parnaíba Maranhense
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Turismo: visão e ação/Turismo : visão e ação
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Rodrigo: Graduando em Turismo na Universidade Federal do Maranhão, São Bernardo, Maranhão, Brasil.
E-mail: rod20sousa@gmail.com. Orcid: 0000-0003-0706-1415
Karoliny: Mestre em Cultura e Turismo, Universidade Federal do Maranhão, São Bernardo, Maranhão, Brasil.
E-mail: karolinydiniz@gmail.com. Orcid: 0000-0001-7059-5087 CICLOTURISMO COMO PROMOTOR DO DESENVOLVIMENTO
DE ÁREAS RURAIS: POSSIBILIDADES NA REGIÃO DO BAIXO
PARNAÍBA MARANHENSE CICLOTURISMO COMO PROMOTOR DO DESENVOLVIMENTO
DE ÁREAS RURAIS: POSSIBILIDADES NA REGIÃO DO BAIXO
PARNAÍBA MARANHENSE Licença CC BY:
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a fonte original. CYCLOTOURISM AS A PROMOTER OF DEVELOPMENT OF RURAL
AREAS: POSSIBILITIES IN THE BAIXO PARNAÍBA MARANHENSE
REGION CICLOTURISMO COMO PROMOTOR DEL DESARROLLO DE LAS
ZONAS RURALES: POSIBILIDADES EN LA COMARCA DEL BAIXO
PARNAÍBA MARANHENSE http://dx.doi.org/10.14210/rtva.v23n2.p329-349 CICLOTURISMO COMO PROMOTOR DEL DESARROLLO DE LAS
ZONAS RURALES: POSIBILIDADES EN LA COMARCA DEL BAIXO
PARNAÍBA MARANHENSE RODRIGO OLAVO COSTA SOUSA¹
KAROLINY DINIZ CARVALHO¹
¹ UNIVERSIDADE FEDERAL DO MARANHÃO, SÃO BERNARDO, MARANHÃO, BRASIL. DATA DE SUBMISSÃO: 24/04/2020 – DATA DE ACEITE: 03/03/2021 RESUMO: Uma das modalidades inseridas no âmbito do turismo no espaço rural consiste nos
passeios de bicicleta, segmento que permite aos visitantes um modo mais estreito e particular
de vivenciar o espaço e que alia recreação, lazer e educação ambiental, gerando práticas de
hospitalidade ao longo dos percursos. O presente artigo aborda o cicloturismo como elemento
da oferta de turismo rural no território do Baixo Parnaíba Maranhense. Como objetivos específicos,
a pesquisa volta-se para compreender a dinâmica do turismo rural, identificar os sentidos e
significados do cicloturismo, e verificar como ocorre a prática do cicloturismo no Baixo Parnaíba,
seus aspectos favoráveis e limitantes, com vistas a problematizar a viabilidade ou não desta prática
como produto turístico potencial. Trata-se de uma pesquisa orientada pelos condicionantes
da investigação qualitativa, possuindo um caráter exploratório e descritivo. Na construção do
referencial teórico, valeu-se das contribuições de Tulik (2003), Rodrigues (2001) e Kageyama (2008)
sobre a dinâmica do turismo rural; as análises acerca do cicloturismo foram realizadas a partir dos
estudos de Han et al. (2017), Cavallari (2012) Lima (2015), Carvalho et al. (2013); a relação entre
cicloturismo e desenvolvimento local foi tecida a partir dos estudos de Buarque (2002), Vázquez
Barquero (2001) e Duarte (2008). Na pesquisa de campo, fez-se uso da técnica de observação
direta e sistemática (Cervo, 2007), realizada por meio do acompanhamento de grupos de ciclistas
nos roteiros de cicloturismo local. Evidenciou-se práticas de hospitalidade e de acolhimento e a
abertura de pequenos negócios de alimentação ao longo das rotas desenvolvidas, sinalizando
para o empreendedorismo comunitário, no entanto, a pesquisa aponta para algumas fragilidades,
como a ausência de políticas públicas sistemáticas, a fim de organizar e estruturar a oferta de
turismo rural, consoante às expectativas e demandas comunitárias. ISSN: 1983-7151 ur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil PALAVRAS-CHAVE: Turismo Rural; Cicloturismo; Desenvolvimento Local; Território do Baixo
Parnaíba Maranhense. PALAVRAS-CHAVE: Turismo Rural; Cicloturismo; Desenvolvimento Local; Território do Baixo
Parnaíba Maranhense. ABSTRACT: One of the modalities in the field of tourism in rural areas is cycling, a segment that
gives visitors a more narrow and particular way of experiencing the space, while combining
recreation, leisure and environmental education, generating practices of hospitality along the
cycling routes. This article focuses on cycling as an element of the rural tourism offer in the Baixo
Parnaíba Maranhense region. DATA DE SUBMISSÃO: 24/04/2020 – DATA DE ACEITE: 03/03/2021 The specific objectives of this research are to understand the
dynamics of rural tourism, to identify the senses and meanings of cycling tourism, and to examine
how cycling occurs in the Baixo Parnaiba and the factors that favor or limit this practice, in order
to question the viability of this practice as a potential tourist product. This study uses qualitative
research, having an exploratory and descriptive character. In the construction of the theoretical
framework, reference was made to the authors Tulik (2003), Rodrigues (2001) and Kageyama
(2008) in relation to the dynamics of rural tourism; the studies of Han et al. (2017), Cavallari (2012)
Lima (2015), Carvalho et al. (2013) on the analyses of cycling tourism; the studies of Buarque
(2002), Vázquez Barquero (2001) and Duarte (2008) on the relationship between cycling and local
development. In the field research, the technique of direct and systematic observation was used
(Cervo, 2007). This involved monitoring groups of cyclists on the local cycling tours. The were signs
of hospitality and practices of welcoming, and the opening of small food businesses along the
developed routes, signaling community entrepreneurship. However, the research points to some
weaknesses, such as the absence of systematic public policies, that hinder the organization and
structuring of the offer of rural tourism in the region, according to the community’s expectations
and demands. KEYWORDS: Rural Tourism; Cycling tourism; Local Development; Territory of Baixo Parnaíba
Maranhense. RESUMEN: Una de las modalidades insertadas en el campo del turismo en el medio rural consiste
en los paseos en bicicleta, segmento que permite al visitante una forma más estrecha y particular
de vivir el espacio y que combina recreación, ocio y educación ambiental, generando prácticas
de hospitalidad a lo largo de las rutas. Este artículo aborda la bicicleta como elemento de la
oferta turística rural en el territorio del Baixo Parnaíba Maranhense. Como objetivos específicos,
la investigación tiene como objetivo comprender la dinámica del turismo rural, identificar los
significados y significados del cicloturismo, y verificar cómo se da la práctica de la bicicleta
en el Baixo Parnaiba, sus aspectos favorables y limitantes, con el fin de cuestionar la viabilidad
o no de esta práctica como producto turístico potencial. Es una investigación guiada por las
condiciones de la investigación cualitativa, que tiene un carácter exploratorio y descriptivo. INTRODUÇÃO O turismo é um fenômeno complexo que se transforma devido às
modificações históricas, socioculturais e às mudanças científicas e tecnológicas, tais
como a evolução dos meios de transporte e comunicação e a própria globalização
que vem impactando a atividade. É formado por elementos materiais e imateriais,
os quais sofrem um processo de agregação econômica, e promove a articulação
dos públicos e privados, com o fim de proporcionar aos visitantes/turistas uma
experiência de viagem ao mesmo tempo espacial, cultural, educativa e ambiental. A importância adquirida pelo turismo na atualidade reforça a sua aproximação com
as áreas rurais, onde os visitantes podem interagir com os elementos dos ecossistemas
e com o cotidiano das comunidades, suas diferentes formas de expressão cultural
e formas de relacionamento com o meio ambiente, seguindo a perspectiva de
sustentabilidade e desenvolvimento local. A associação entre atividades agrícolas e
não agrícolas é sinalizada como estratégia de diversificação das atividades locais,
fortalecimento e valorizando o patrimônio local. O turismo no meio rural abrange diversas modalidades de consumo de
experiências, tais como o turismo rural, o agroturismo, sendo compreendido como uma
das alternativas voltadas ao aproveitamento econômico das áreas rurais que agregam
valor à produção e ao cotidiano local ao organizar atividades de lazer e hospitalidade
relacionadas às vivências rurais (Zimmermann, 2000; Tulik, 2003). Uma das atividades inseridas no âmbito do turismo no espaço rural consiste nos
passeios de bicicleta, segmento que permite aos visitantes um modo mais estreito e
particular de vivenciar o espaço e que alia recreação, lazer e educação ambiental,
gerando práticas de hospitalidade ao longo dos percursos. Os roteiros e trilhas de
cicloturismo podem se configurar num modo sustentável de se praticar o turismo no
espaço rural, dando visibilidade aos atores sociais, suas histórias e tradições (Soares,
2010; Lima, 2015; Han et al.,2017). Estas são as reflexões que propiciaram a realização deste estudo, delimitando
o recorte espacial para os municípios que abrangem a microrregião do Baixo Parnaíba
Maranhense. A escolha desses municípios como objeto de estudo deve-se à existência
de um diversificado patrimônio ambiental e cultural, e pelo fato das comunidades
locais estarem sofrendo um processo de marginalização com o estabelecimento de
projetos agroexportadores de soja e eucalipto, os quais produzem impactos negativos
nos modos de vida e nas práticas de reprodução material e simbólica local (Costa,
2016). http://dx.doi.org/10.14210/rtva.v23n2.p329-349 http://dx.doi.org/10.14210/rtva.v23n2.p329-349 DATA DE SUBMISSÃO: 24/04/2020 – DATA DE ACEITE: 03/03/2021 En la construcción del marco teórico, Tulik (2003), Rodrigues (2001) y Kageyama (2008)
contribuyeron sobre la dinámica del turismo rural; los análisis sobre cicloturismo se realizaron a
partir de los estudios de Han et al. (2017), Cavallari (2012) Lima (2015), Carvalho et al. (2013); la
relación entre la bicicleta y el desarrollo local se tejió a partir de los estudios de Buarque (2002),
Vázquez Barquero (2001) y Duarte (2008). En la investigación de campo se utilizó la técnica de
observación directa y sistemática (Cervo, 2007), realizada a través del seguimiento de grupos de
ciclistas en los recorridos ciclistas locales. Se evidenciaron prácticas de hospitalidad y acogida
y apertura de pequeños negocios alimentarios a lo largo de las rutas desarrolladas, señalando
el emprendimiento comunitario, sin embargo, la investigación apunta a algunas debilidades,
como la ausencia de políticas públicas sistemáticas, con el fin de organizar y estructurar la oferta
de turismo rural de acuerdo con las expectativas y demandas de la comunidad. PALABRAS CLAVE: Turismo Rural; Cicloturismo; Desarrollo local; Territorio del Baixo Parnaíba
Maranhense. WWW.UNIVALI.BR/PERÍODICOS TURISMO RURAL E CICLOTURISMO: DIÁLOGOS CONCEITUAIS O turismo rural é uma atividade que vem se desenvolvendo desde o século XX
(Brasil, 2010) e pode ser entendido como o segmento que valoriza os aspectos naturais e
culturais de localidades rurais. Embora o conceito de turismo rural não seja consensual,
posto que apresenta diferentes contornos teóricos, como o Turismo no Espaço Rural,
Agroturismo e o Turismo Rural na Agricultura Familiar (TRAF), de um modo geral, e segundo
o Ministério do Turismo (Brasil, 2010), o turismo rural abrange as atividades turísticas que
são desenvolvidas no meio rural com o objetivo de agregar valor aos produtos e serviços,
à produção agropecuária e promover o patrimônio cultural e natural das comunidades. Trata-se de um conceito amplo e que leva em consideração aspectos relacionados aos
territórios, aos recursos naturais e culturais e às formas de aproveitamento das áreas
rurais pelo e para o turismo. Tal imprecisão conceitual é analisada por Tulik (2010), ao indicar a existência
de nuances diferenciadoras entre o turismo em áreas rurais e o turismo rural. Enquanto
aquele se refere ao conjunto de atividades desenvolvidas no espaço rural, este
pressupõe o ambiente rural como motivo principal da atratividade turística, ou seja, as
especificidades do rural são fatores determinantes na caracterização deste segmento
de mercado. Rodrigues (2001) aborda essa questão de modo semelhante, entendendo
que o turismo rural estaria relacionado aos elementos que conferem à paisagem a
sua fisionomia nitidamente rural: as produções agrárias, a paisagem e os ecossistemas
ricos em biodiversidade. Outros autores que auxiliam na compreensão do turismo
rural são Matias e Sardinha (2002), os quais identificam características inerentes a esta
modalidade de turismo, com destaque para as vivências dos turistas no cotidiano e no
modo de vida rural, para o contato direto e a interação com a natureza. Compartilham
ainda a visão de que o referido segmento é praticado em escala reduzida, com baixo
impacto ambiental. Assim como os demais segmentos de turismo dito alternativos, o
turismo rural propicia um contato mais próximo dos visitantes com o cotidiano do meio
rural: paisagens campestres, produções agrícolas, práticas de sociabilidade, patrimônio
material e simbólico (Schetino, 2006; Oliveira, 2018). O turismo pode se converter num fator de ressignificação das paisagens e das
comunidades rurais, fortalecendo suas particularidades e ampliando as opções de
práticas econômicas e de convivência intercultural, com o estreitamento das relações
entre o rural e o urbano. INTRODUÇÃO Nesse cenário de conflitos, a atividade turística é projetada como fator de
promoção cultural, manutenção das famílias nas zonas rurais, dinamização da renda
familiar e aproveitamento sustentável dos recursos naturais e dos bens simbólicos
representativos do patrimônio destas comunidades. Assim, busca-se neste artigo, tecer
algumas considerações sobre o cicloturismo como elemento da oferta de turismo
rural no território do Baixo Parnaíba Maranhense, passível de articular os atores sociais
locais (comunidade, gestores públicos e privados) em torno de práticas solidárias
de organização do espaço rural com vistas à estruturação de produtos turísticos
sustentáveis. Como objetivos específicos, a pesquisa volta-se para compreender a
dinâmica do turismo rural, identificar os sentidos e significados do cicloturismo, e verificar
como ocorre a prática do cicloturismo no Baixo Parnaíba, seus aspectos favoráveis e ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Bras limitantes, com o intuito de problematizar a viabilidade, ou não, desta prática como
produto turístico potencial. TURISMO RURAL E CICLOTURISMO: DIÁLOGOS CONCEITUAIS Kageyama (2008) expressa bem essas mudanças, apontando
a hibridez do espaço rural com a diversidade de ocupações, serviços, atividades
produtivas, em estreita associação com as iniciativas ligadas ao ócio, ao lazer e ao
turismo. Tal como estas reflexões teóricas permitem compreender, o espaço rural deixa
de ser percebido como local de produção, de abastecimento das cidades e passa
a ser visto como espaço polissêmico e agregador de múltiplos setores econômicos. Nesse contexto, o turismo intensifica o processo de novas ruralidades ao propiciar a
revalorização do rural por meio de produtos, equipamentos e serviços. WWW.UNIVALI.BR/PERÍODICOS http://dx.doi.org/10.14210/rtva.v23n2.p329-349 A atividade turística ressignifica o rural, torna funcional os espaços cotidianos e
de trabalho, transformando-os em espaços de lazer e de consumo cultural. As paisagens,
tradições, visões de mundo, religiosidade e demais expressões culturais, e subjetividades,
são alçadas a elementos diferenciadores do cotidiano. Busca-se uma associação entre
atividades agrícolas e não agrícolas que estabelecem novas relações e dinâmicas,
por meio de ações de turistificação do espaço rural: trilhas ecológicas, contato dos
agricultores rurais com turistas nacionais e internacionais, visitas às propriedades rurais,
roteiros gastronômicos, são algumas das possibilidades que o turismo acena para as
zonas rurais, contribuindo para a multifuncionalidade e pluriatividade do meio rural. No processo turístico de valorização das paisagens, destaca-se também os seus
componentes culturais. O patrimônio material e simbólico das comunidades rurais são
fatores que atraem os visitantes na perspectiva de intercâmbio e interpretação cultural. Dessa forma, o turismo rural também se caracteriza pelo interesse na valorização do
patrimônio cultural e natural como elementos da oferta turística. Os empreendedores
locais tendem a conferir originalidade aos seus produtos e serviços, contemplando
manifestações socioculturais e práticas tradicionais – artesanato, música, arquitetura No processo turístico de valorização das paisagens, destaca-se também os seus
componentes culturais. O patrimônio material e simbólico das comunidades rurais são
fatores que atraem os visitantes na perspectiva de intercâmbio e interpretação cultural. Dessa forma, o turismo rural também se caracteriza pelo interesse na valorização do
patrimônio cultural e natural como elementos da oferta turística. Os empreendedores
locais tendem a conferir originalidade aos seus produtos e serviços, contemplando
manifestações socioculturais e práticas tradicionais – artesanato, música, arquitetura
– além de primar pela conservação do ambiente natural, da paisagem e da cultura
(Carvalho & Moesch, 2013). Dentre os impactos positivos do turismo rural podemos
destacar: as vivências socioeducativas e uma maior interação entre turistas e
comunidades locais, conservação do patrimônio ambiental, valorização da
herança cultural, dos simbolismos e dos saberes e fazeres tradicionais, aumento
da autoestima dos moradores, agregação de valor às atividades econômicas,
mediante a organização de bens, produtos e serviços ligados aos setores de
turismo e hospitalidade. A dinâmica do turismo no meio rural ocasiona processos de
transformação, induzindo o desenvolvimento em bases comunitárias (Figura 1). – além de primar pela conservação do ambiente natural, da paisagem e da cultura
(Carvalho & Moesch, 2013). Dentre os impactos positivos do turismo rural podemos
destacar: as vivências socioeducativas e uma maior interação entre turistas e
comunidades locais, conservação do patrimônio ambiental, valorização da
herança cultural, dos simbolismos e dos saberes e fazeres tradicionais, aumento
da autoestima dos moradores, agregação de valor às atividades econômicas,
mediante a organização de bens, produtos e serviços ligados aos setores de
turismo e hospitalidade. A dinâmica do turismo no meio rural ocasiona processos de
transformação, induzindo o desenvolvimento em bases comunitárias (Figura 1). – além de primar pela conservação do ambiente natural, da paisagem e da cultura
(Carvalho & Moesch, 2013). Dentre os impactos positivos do turismo rural podemos
destacar: as vivências socioeducativas e uma maior interação entre turistas e
comunidades locais, conservação do patrimônio ambiental, valorização da
herança cultural, dos simbolismos e dos saberes e fazeres tradicionais, aumento
da autoestima dos moradores, agregação de valor às atividades econômicas,
mediante a organização de bens, produtos e serviços ligados aos setores de
turismo e hospitalidade. A dinâmica do turismo no meio rural ocasiona processos de
transformação, induzindo o desenvolvimento em bases comunitárias (Figura 1). Figura 1- Exemplos de oferta do Turismo Rural Figura 1 Exemplos de oferta do Turismo Rural
Fonte: Guia da Chapada Diamantina, 2020. Fonte: Guia da Chapada Diamantina, 2020. ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil ur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil No cenário de novas ruralidades e de novos paradigmas em torno da
mobilidade sustentável (Maneze, 2018), o cicloturismo apresenta-se como uma prática
turística que possibilita vivenciar os espaços urbanos/naturais de modo sustentável,
na qual o contato com a dinâmica sociocultural ocorre num tempo e no espaço
particulares. Caracteriza-se pelo deslocamento motivado pela busca do contato
com o diferente, com as paisagens e modos de vida específicos, num percurso pela
memória, patrimônio e imaginário dos lugares (Lima, 2015); aliado ao movimento
físico, os ciclistas promovem a circulação de bens culturais, ideias e representações
dos locais visitados. Na visão de Schetino (2006, p. 192) o cicloturismo compreende: […] Qualquer viagem ou passeio turístico no qual se utilize a bicicleta
como meio de transporte. http://dx.doi.org/10.14210/rtva.v23n2.p329-349 importantes ao desvelar as motivações dos visitantes, destacando-se a busca pela
aventura, emoção e por experiências diferenciadoras. importantes ao desvelar as motivações dos visitantes, destacando-se a busca pela
aventura, emoção e por experiências diferenciadoras. De modo complementar, Pedrini (2013, p. 32) aponta as motivações que
direcionam o comportamento dos cicloturistas: aventura (percorrem caminhos que não
conhecem), competição (estão em busca de superação, de quebrar marcas pessoais),
vertigem (estão correndo riscos ao atingir altas velocidades nas descidas, muitas vezes
em lugares que o celular não pega e sem socorro por perto) e fantasia (ao conviver
com habitantes locais, ao incorporar o simples, pois tudo que carregam é peso extra). Com base nesses estudos, observa-se que a estruturação de roteiros, rotas e
circuitos cicloturísticos no meio rural pode se constituir em fator de valorização dos
espaços onde estão inseridos, conferindo visibilidade aos patrimônios ambientais e
urbanos, fortalecendo as comunidades em prol de um desenvolvimento econômico
balizado nas expectativas locais. Ruschel (2008, p. 70) ressalta também que o uso da
bicicleta possibilita a inclusão social no âmbito do turismo, posto que permite ao ciclista
desenvolver a sociabilidade, conhecer aspectos diferentes dos seu cotidiano e inserir-se
em atividades culturais na busca por conhecimento e educação. Nessa direção, Lima (2015) frisa que os cicloturistas, ao percorrerem os
caminhos rurais, produzem também sentidos e significados aos locais; fragmentos da
memória e das narrativas orais, as paisagens adquirem significância à medida que
os cicloturistas abrem caminhos para a valorização do espaço material e simbólico
dos espaços visitados. Maneze (2018) acrescenta ainda que os passeios de bicicleta
conferem autonomia e protagonismo aos viajantes, provocando transformações nas
subjetividades, favorecendo laços afetivos com o meio ambiente. Assim, ao reforçar os laços sociais, o sentido do lugar (Pires, 2001; Yazigi,
2002), a atividade e o turismo, de um modo geral, possibilitam ações de mobilização,
sinergia, autonomia e articulação dos atores locais em prol de novas perspectivas de
desenvolvimento local. Nesse norte, Duarte (2008, p. 25) assinala que o cicloturismo
figura como elemento indutor do desenvolvimento socioeconômico, em virtude de
mobilizar os atores sociais em iniciativas sustentáveis. Segundo o autor, este processo
pode ocorrer de maneiras distintas em cada país, seja por meio do Estado, seja pelo
envolvimento e participação de instituições que detêm um forte compromisso com a
sustentabilidade e de empresas que atuam de forma participativa e corresponsável no
planejamento e gestão dos seus produtos e serviços. Essa definição contempla não só as grandes
viagens solitárias ou em grupos contidas em livros e relatos como também
a nova e crescente demanda do mercado, da utilização de bicicletas
em pequenos passeios e roteiros turísticos. No cicloturismo os turistas/visitantes podem deslocar-se por períodos inferiores
a 24 horas, caracterizando o ciclolazer, ou realizar longos percursos fora do seu local
de moradia com vistas ao consumo de diversas experiências – contemplação, lazer,
recreação, contato cultural, aventura –, sendo a bicicleta elemento indispensável nas
cicloviagens. Han et al. (2017) pontuam seis variáveis que caracterizam o cicloturismo:
1) É um deslocamento distante do local de residência; 2) A duração pode variar de um
a vários dias; 3) É uma prática não competitiva; 4) A viagem é a principal motivação;
5) É desenvolvido dentro de um contexto ativo e desportivo e 6) Representa uma forma
de lazer e entretenimento. A partir desse entendimento, o cicloturismo pressupõe um contato mais estreito
entre visitantes/turistas e comunidades, por meio do intercâmbio de saberes e práticas
de hospitalidade presentes ao longo dos percursos e no aumento da percepção
ambiental, uma vez que a bicicleta, como modal de transporte, aguça os sentidos:
audição, tato, visão, paladar, olfato são potencializados para desvelar a complexidade
do meio ambiente, propiciando novas maneiras de perceber, estranhar e experienciar
a paisagem, mesmo aquelas consideradas familiares (Oliveira, 2018). Embora haja uma aproximação com as atividades de lazer, o cicloturismo
não equivale necessariamente a uma prática esportiva e não deve ser apreendido
meramente como uma atividade física realizada ao ar livre. Nesse patamar, Olinto e
Asprino (2014, s/p) esclarecem que no cicloturismo a busca pela quebra de recordes ou
grandes velocidades é substituída pelo desafio, pela recreação e pelo conhecimento. Roldan (2000, p. 22) segue em sentido semelhante, argumentando que o prazer do
cicloturista está na experiência, no significado emocional do viajar, independentemente
da duração do percurso ou do destino escolhido. Pedrini, Flores e Cavalcante (2012) abordam a segmentação de mercado
no turismo, observando que o cicloturismo aproxima-se dos segmentos de turismo de
aventura e do ecoturismo. Eles entendem o cicloturismo como uma prática responsável
e capaz de ocasionar benefícios sociais e movimentar setores importantes da economia
rural. Para tanto, os autores analisaram o perfil dos cicloturistas do Circuito Vale Europeu,
localizado no Estado de Santa Catarina, trazendo para o debate contribuições WWW.UNIVALI.BR/PERÍODICOS A diversificação das atividades produtivas é um dos fatores que justificam a
mobilização do poder público, iniciativa privada e comunidades locais em torno de
projetos de turismo local, em que a atividade detém vínculos com as identidades
culturais e os aspectos simbólicos das populações que residem nos locais onde os
passeios de bicicleta são promovidos. Os roteiros de cicloturismo tendem a contribuir,
portanto, na diversificação das economias regionais, valorização da herança cultural,
conservação do patrimônio, além de incentivar fluxos turísticos no período de baixa
temporada (Carvalho et al., 2013). Apesar das possibilidades que os segmentos de turismo em áreas rurais têm em
favorecer novas perspectivas de desenvolvimento social e econômico, não podemos ur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil desconsiderar os efeitos negativos que podem surgir das relações entre turismo, meio
ambiente e comunidades, tais como a degradação ambiental, a mercantilização do
patrimônio cultural, alteração nos valores e estilos de vida local, prostituição e aumento
da violência. A atividade turística, quando não acompanhada de um planejamento
sistemático, pode ocasionar impactos negativos de diversas ordens, como, por
exemplo, conflitos sociais, degradação da natureza, perda da demanda, dentre outros,
inviabilizando, dessa forma, o ciclo de vida do destino (Dreher, 2003). A implantação de determinado segmento turístico implica ações de avaliação
e monitoramento constante das atividades desenvolvidas, mediante instrumentos de
planejamento e gestão. A relação contraditória entre turismo e áreas rurais enseja a
adoção de instrumentos de planejamento e gestão – participação da comunidade por
meio de fóruns, instâncias de governança e demais espaços de diálogo, zoneamento
ambiental, elaboração de planos de manejo, determinação da capacidade de carga
ecológica – com vistas a minimizar os impactos negativos desta atividade. Ressalta-se a necessidade de ordenamento territorial e planejamento dos
espaços rurais, com vista a minimizar os impactos negativos, acompanhar a dinâmica
da atividade e ampliar os seus benefícios para as comunidades. A gestão e organização
das ofertas de turismo no meio rural devem levar em consideração as energias e
sinergias comunitárias, as quais podem se articular em vínculos solidários, a fim de
ofertar atrações turísticas baseadas nas especificidades locais, em termos de história,
oralidade, religiosidade, gastronomia, e nas práticas de lazer e trabalho cotidianos. Desse modo, o turismo ressignifica as culturas na perspectiva de viabilização de projetos
de transformação local (Vázquez-Barquero, 2001). METODOLOGIA Trata-se de uma pesquisa orientada pelos condicionantes da investigação
qualitativa, possuindo um caráter exploratório e descritivo, uma vez que se propôs
a compreender as características do fenômeno cicloturismo no contexto de sua
produção. A pesquisa qualitativa possui como foco a apreensão dos significados do
objeto de estudo por meio de técnicas variadas de interpretação, tais como entrevistas
e observação participante, valendo-se em grande medida do método indutivo em suas
abordagens. De acordo com Silva e Menezes (2001, p. 20), na pesquisa qualitativa: [...] Há uma relação dinâmica entre o mundo real e o sujeito, isto é, um
vínculo indissociável entre o mundo objetivo e a subjetividade do sujeito
que não pode ser traduzido em números. A interpretação dos fenômenos
e a atribuição de significados são básicas no processo de pesquisa
qualitativa. Não requer o uso de métodos e técnicas estatísticas. O
ambiente natural é a fonte direta para coleta de dados e o pesquisador
é o instrumento-chave. É descritiva. Os pesquisadores tendem a analisar
seus dados indutivamente. O processo e seu significado são os focos
principais de abordagem. Nas pesquisas qualitativas, a ênfase ocorre nos significados das práticas sociais,
valores, percepções e visões de mundo dos diferentes atores, não se detendo, portanto,
nos aspectos quantificáveis ou numéricos. Diversas técnicas de coletas de dados podem
e devem ser utilizadas no desenvolvimento das pesquisas qualitativas, em especial, as
entrevistas, o grupo focal, a observação participante. Assim, o pesquisador pode utilizar
instrumentos que se complementam e possibilitam maior aprofundamento do objeto de
estudo; nesse sentido, a triangulação metodológica torna-se uma proposta apropriada
nos estudos descritivos e exploratórios, uma vez que torna possível uma compreensão
holística acerca do fenômeno analisado (Lakatos & Marconi, 2006). Em face dos objetivos propostos, a pesquisa foi realizada em dois momentos: a
pesquisa bibliográfica e a pesquisa de campo. Na pesquisa bibliográfica, inicialmente
foi realizado o levantamento sistemático das publicações sobre a temática cicloturismo
nos principais bancos de dados – Scielo, portal de periódicos da Coordenação de
Aperfeiçoamento de Pessoal de Nível Superior (CAPES) e Biblioteca Digital de Teses e
Dissertações – e nos periódicos internacionais, a fim de compor um quadro teórico-
conceitual sobre as relações entre cicloturismo e turismo rural. Desse modo, alcançou-se o entendimento sobre cicloturismo e turismo rural por
meio das contribuições de Tulik (2003), Rodrigues (2001) e Kageyama (2008); as análises
acerca do cicloturismo foram realizadas a partir dos estudos de Han et al. http://dx.doi.org/10.14210/rtva.v23n2.p329-349 como a plantação de soja e eucalipto. Estas contribuem para um processo de exclusão
das populações locais e disputas pela legitimação de terras. Por meio do cicloturismo,
assistem-se às transformações recentes nos povoados rurais, cujos resultados podem
ocasionar, em longo prazo, novas (re)configurações no referido território, na busca de
novas oportunidades econômicas e sociais para as comunidades. Considera-se na presente discussão o conceito de desenvolvimento local de
Buarque (2002), entendido como um processo endógeno que possui o objetivo de
promover o dinamismo econômico e a melhoria da qualidade de vida da população. Dialogando com este pensamento, na visão de Martins (2002), o desenvolvimento local
deve ser entendido como aquele que satisfaz as necessidades humanas, sendo que
um de seus maiores desafios consiste em criar as condições para o pleno exercício do
protagonismo comunitário, tendo em vista que o cenário contemporâneo se caracteriza
por algumas fragilidades, como a ausência da cidadania, da identificação sociocultural
e territorial e do sentido de vizinhança. Diante da argumentação desenvolvida, o enquadramento teórico proposto
adequa-se à realidade cicloturística dos municípios do Baixo Parnaíba Maranhense,
onde a bicicleta é utilizada para a realização de percursos cotidianos, idas ao trabalho
ou ao comércio, para a atividade de lazer ou desportiva ou como elemento de suporte
para a visitação de locais de interesse turístico, sendo categorizado por Segovia (2017)
como ciclolazer. Diante do exposto, as reflexões enunciadas voltam-se para este território, aqui
entendido como espaço físico e simbólico, com práticas tradicionais convivendo
dialeticamente com atividades globalizadas de produção e consumo dos espaços. Atualmente, o Baixo Parnaíba Maranhense vem passando por desafios decorrentes da
implantação de atividades agrícolas que comprometem o meio ambiente local, tais WWW.UNIVALI.BR/PERÍODICOS METODOLOGIA (2017),
Cavallari (2012) Lima (2015), Carvalho et al. (2013) e Pedrini, Flores e Cavalcante (2012). ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Bras A relação entre cicloturismo e desenvolvimento local foi tecida a partir dos estudos de
Buarque (2002), Vázquez Barquero (2001) e Duarte (2008). Na pesquisa de campo, fez-se uso da técnica de observação direta e sistemática,
ou seja, uma “observação estruturada, planejada ou controlada, tendo como
característica básica o planejamento prévio e a utilização de anotações e de controle
tempo” (Cervo, 2007, p. 31), realizada por meio do acompanhamento de grupos de
ciclistas nos roteiros de cicloturismo. Ressalta-se que um dos pesquisadores faz parte do
grupo Pedal Livre, um coletivo de ciclistas do município de São Bernardo que promove
rotas de cicloturismo pela região do Baixo Parnaíba, além de eventos competitivos
e beneficentes em parceria com o poder público local. A participação neste grupo
facilitou a entrada no campo, com o estabelecimento de contatos prévios com outros
grupos de ciclismo existentes e, consequentemente, a coleta de informações sobre a
relação entre os cicloturistas e o patrimônio rural ao longo das rotas desenvolvidas. O acompanhamento dos grupos ocorreu nos meses de agosto a novembro
de 2019, aos finais de semana, nos turnos matutino e vespertino, períodos em que os
roteiros de cicloturismo são realizados com maior frequência. Realizou-se também a
observação participante de grupos de ciclistas amadores e profissionais ao longo dos
eventos beneficentes e competitivos nas zonas rurais dos municípios de São Bernardo,
Magalhães de Almeida, Tutóia e Santana do Maranhão. Nesses momentos, utilizaram-se
roteiros de observação e anotações de campo, a fim de identificar as relações entre
cicloturistas, meio ambiente e comunidades locais, a dinâmica do cicloturismo nas
modalidades recreativa e competitiva, e as possíveis contribuições do cicloturismo para
o desenvolvimento social e econômico das localidades abrangidas pelos roteiros. A matriz de observação (Quadro 1) sintetiza as principais categorias e os
aspectos que orientaram as anotações de campo, entendendo que o observador
participante é consciente da sua influência nos resultados e no significado do
fenômeno observado. Buscou-se integrar a experiência vivenciada pelos atores
sociais – os cicloturistas – dando ênfase ao significado, ao agenciamento e à
reflexão (Alcântara, 2008). Quadro 1- Matriz de observação do fenômeno cicloturístico. Quadro 1- Matriz de observação do fenômeno cicloturístico. METODOLOGIA Dimensões
Evidências
Significados da
experiência
Significados do fenômeno cicloturístico: prática esportiva e de lazer,
intercâmbio e trocas culturais, aprendizado, interação com o cotidiano
e o patrimônio das comunidades visitadas. Percepções sobre uso da
bicicleta (transporte, autonomia, liberdade). Hospitalidade
Situações de acolhimento aos cicloturistas, interações dos visitantes com
os moradores dos povoados. Conservação ambiental
Conservação dos atrativos naturais; identificação de elementos do
patrimônio rural que agregam valor às rotas cicloturísticas. Sustentabilidade
econômica
Focos de empreendedorismo comunitário, existência de serviços de
apoio (restaurantes, meios de hospedagem, aluguel de bicicleta,
oficinas/borracharia nas rotas e trajetos percorridos; existência de
parcerias público-privadas. Fonte: Elaborado pelos autores (2019). Fonte: Elaborado pelos autores (2019). WWW.UNIVALI.BR/PERÍODICOS http://dx.doi.org/10.14210/rtva.v23n2.p329-349 Posteriormente, as etapas de organização, análise e tratamento das
informações coletadas no campo seguiram as orientações de Minayo, Deslandes e
Gomes (2007), interpretando-as com base no referencial teórico adotado pela pesquisa. A arregimentação de fontes primárias e secundárias possibilitou a compreensão dos
aspectos físicos e simbólicos do território do Baixo Parnaíba Maranhense, bem como
da dinâmica do cicloturismo nos povoados ali existentes, tendo em vista que esta
modalidade de turismo rural pode se converter em estratégia de manutenção das
famílias, valorização da paisagem local e de dinamização econômica. A PRÁTICA DO CICLOTURISMO E A VALORIZAÇÃO DO
TERRITÓRIO DO BAIXO PARNAÍBA MARANHENSE O território denominado Baixo Parnaíba Maranhense (Figura 2) consiste numa
“[...] ampla extensão de terras, com cobertura florestal característica do Cerrado
ou integrando também áreas de transição entre Cerrado e Caatinga, envolvendo
distintos municípios [...], objeto de distintas classificações, obedecendo a diferentes
nomenclaturas” (Oliveira, 2015, p. 66, grifo do autor). Atualmente, o território do Baixo
Parnaíba Maranhense é formado por 13 municípios: Araióses, Tutóia, Santana do
Maranhão, Água Doce do Maranhão, Santa Quitéria do Maranhão, São Bernardo,
Magalhães de Almeida, Anapurus, Mata Roma, Chapadinha, São Benedito do Rio
Preto, Urbano Santos e Belágua. Figura 2- Mapa de localização do Território do Baixo Parnaíba Maranhense. Figura 2- Mapa de localização do Território do Baixo Parnaíba Maranhense. Fonte: Brasil, 2005. Fonte: Brasil, 2005. ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil ur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil Nesse território, predominam feições eminentemente rurais, com a presença de
povoados que possuem características materiais e simbólicas que expressam elementos
de ruralidade. O termo povoado é assumido na pesquisa como a unidade territorial,
delimitada por fronteiras consensualmente acatadas por seus moradores e reconhecida
pelos vizinhos, onde estão situadas as moradias e demais edificações (casas de forno, casas
de festa, igrejas, escolas, estabelecimentos comerciais, postos de saúde, quando existentes,
e outros) e as áreas de trabalho. Em algumas situações, as áreas de trabalho das famílias de
um povoado podem se encontrar em outras localidades (Paula Andrade, 2008). De acordo com o Ministério do Turismo (Brasil, 2010, p. 17) “a ruralidade
contempla as características mais gerais do meio rural: a produção territorializada de
qualidade, a paisagem, a biodiversidade, a cultura e certo modo de vida, identificados
pela atividade agrícola, a lógica familiar, a cultura comunitária, a identificação com os
ciclos da natureza”. http://dx.doi.org/10.14210/rtva.v23n2.p329-349 como espaços de confluência e constantes diálogos, enfatizando o sentido de novo
rural ou novas ruralidades. Tal característica é evidenciada no território do Baixo Parnaíba
Maranhense, uma vez que o meio rural apresenta um diálogo permanente com a área
urbana, seja no sentido econômico, por meio do comércio de bens e produtos oriundos
da zona rural, seja no sentido da população rural utilizar serviços, estar empregada ou
ainda estudar nas sedes municipais, revelando as inter-relações entre o rural e o urbano. como espaços de confluência e constantes diálogos, enfatizando o sentido de novo
rural ou novas ruralidades. Tal característica é evidenciada no território do Baixo Parnaíba
Maranhense, uma vez que o meio rural apresenta um diálogo permanente com a área
urbana, seja no sentido econômico, por meio do comércio de bens e produtos oriundos
da zona rural, seja no sentido da população rural utilizar serviços, estar empregada ou
ainda estudar nas sedes municipais, revelando as inter-relações entre o rural e o urbano. Mesmo nas sedes municipais que apresentam feições mais urbanizadas, as
relações cotidianas são marcadas por elementos rurais, como as relações de compadrio,
confiança e solidariedade comunitária. No município de São Bernardo, por exemplo,
evidenciam-se práticas de agricultura urbana nos quintais de alguns moradores que
trouxeram esse hábito da zona rural e cultivam frutas como banana, acerola, alface,
manga, mamão; hortaliças como pimentão, pimenta-de-cheiro e criam pequenos
animais (galinha, pato, porco), revelando, assim, a continuidade de práticas do meio
rural no perímetro urbano (Oliveira & Leal, 2013). Nas festas em homenagem aos santos padroeiros, as trocas materiais e
simbólicas entre os devotos, romeiros, e demais atores que transitam nos espaços
festivos tradicionais contribuem para reforçar esse intercâmbio; a dinâmica dos festejos
religiosos “[...] produzem e dão corpo a um repertório simbólico e cultural que conforma
as experiências populares do sagrado, proporcionando trocas e sociabilidades
importantes à constituição das identidades locais e da memória coletiva no Baixo
Parnaíba Maranhense” (Sousa, Pinto & Júnior, 2018, p. 510). A PRÁTICA DO CICLOTURISMO E A VALORIZAÇÃO DO
TERRITÓRIO DO BAIXO PARNAÍBA MARANHENSE Paisagens naturais conservadas, relações sociais marcadas por laços de coesão
e solidariedade comunitária, as vivências cotidianas entre os moradores e os espaços
naturais, a organização das suas práticas econômicas, com destaque para os saberes
e fazeres artesanais, como a produção de farinha e cachaça artesanal (Figura 3) são
elementos que significam este território, entendido como espaço de vivência, trabalho,
conflitos e lazer “[...] um lugar de vida, isto é, lugar onde se vive (particularidades do
modo de vida e referência “identitária”) e lugar de onde se vê e se vive o mundo
[...]”(Wanderley, 2001, p. 32). Figura 3- Paisagens rurais do Baixo Parnaíba Maranhense. Fonte: Marques, 2019. Fonte: Marques, 2019. Fonte: Marques, 2019. Na contemporaneidade, a dicotomia entre os meios rural e urbano é
suplantada por uma visão dinâmica que os entende não como entes separados, mas WWW.UNIVALI.BR/PERÍODICOS Guardadas as especificidades da dinâmica socioeconômica e cultural dos
municípios que integram o Baixo Parnaíba Maranhense, atualmente, o território é
cenário de tensões e conflitos agrários, bem como de estratégias de resistência do
campesinato local, face ao avanço de um modelo agroexportador de soja e eucalipto
que se estabeleceu nos municípios a partir da década de 1980, que tem promovido
reconfigurações e impactado as relações entre os atores locais e os seus espaços
socioambientais, “[...] essas comunidades continuam na busca do desenvolvimento do
bem viver dos povos em meio ao enfrentamento político, aos conflitos e às relações
com a natureza” (Costa, 2016, p. 29, grifo do autor). A atividade turística e excursionista vem sendo utilizada como estratégia de
valorização do território por meio de políticas públicas endereçadas à organização de
ofertas e serviços de hospitalidade, dotação de infraestrutura e promoção dos municípios
como destinos nos segmentos de turismo ecológico, sol e praia e turismo de aventura. No mapa de regionalização do turismo do Estado do Maranhão, os municípios de Água
Doce do Maranhão, Araióses, Paulino Neves e Tutóia compõem o polo turístico Delta
das Américas, e já figuram como destinos turísticos em expansão. Nesse norte, assiste-se também ao movimento de grupos de ciclistas que
percorrem o território do Baixo Parnaíba na busca por experiências de lazer, aventura,
e contato com as paisagens e comunidades. Esses grupos se organizam de forma
solidária, promovendo passeios e eventos esportivos e atividades beneficentes, em
parceria com os gestores públicos municipais. Ao mesmo tempo, incentivam o uso da
bicicleta como forma sustentável do consumo turísticos dos lugares e promoção do
bem-estar e qualidade de vida. ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Bras Dentre os motivos que levam à prática de cicloturismo destacam-se as
características geomorfológicas e às condições climáticas e hidrográficas que
permeiam o Baixo Parnaíba Maranhense, somadas ao diversificado patrimônio cultural
existente no meio rural. No que concerne às características geomorfológicas, e pelo fato
do Estado do Maranhão estar situado numa área de transição, encontramos diversos
tipos de vegetação, como o cerrado, a caatinga, e a floresta estacional perenifólia;
já os ecossistemas de manguezais, dunas, praias, ilhas e ilhotas são encontrados nos
municípios de Tutóia e Araióses. Nessa área predominam solos do tipo Latossolo Amarelo
e Podzólico Vermelho Amarelo Concrecionário (Bandeira, 2013). Em relação aos aspectos climáticos, o clima característico dos municípios do
Baixo Parnaíba é o subúmido, com exceção dos municípios de São Bernardo, Magalhães
de Almeida e parte de Araióses, Santana do Maranhão e Santa Quitéria do Maranhão,
nos quais ocorre o clima subúmido seco (Brasil, 2005). Ao reunir tais condições, os
municípios do Baixo Parnaíba tornam-se áreas propícias para o desenvolvimento de
roteiros cicloturísticos. Os roteiros e eventos de cicloturismo direcionam-se às áreas
rurais, em especial aos povoados, onde as características dos ecossistemas e o ritmo
cadenciado de vida dos moradores compõem uma atmosfera compatível com as
atividades de lazer e aventura ao ar livre. Nesses locais, é comum a organização de
eventos que atraem um público significativo de visitantes, dentre ciclistas amadores,
profissionais, além de espectadores, os quais movimentam e promovem o meio rural
como oferta turística do Baixo Parnaíba Maranhense (Figura 4). Figura 4- Roteiros de Cicloturismo nas zonas rurais . Fonte: Pesquisa de campo (2019). Fonte: Pesquisa de campo (2019). Os cicloturistas normalmente realizam percursos de um dia, caracterizando
a modalidade de ciclolazer, ou percorrem longos percursos, abrangendo rotas
intermunicipais. Ao longo dos roteiros e das rotas cicloturísticas, os visitantes percorrem
estradas de terra, envoltas por dunas e/ou manguezais, e entram em contato
com paisagens campestres, plantações, festejos tradicionais, produção artesanal,
gastronomia, remanescentes dos antigos engenhos de cana-de-açúcar, e demais
elementos do patrimônio histórico e cultural (Figuras 5 e 6). WWW.UNIVALI.BR/PERÍODICOS http://dx.doi.org/10.14210/rtva.v23n2.p329-349 http://dx.doi.org/10.14210/rtva.v23n2.p329-349 Figura 5- Paisagem Rural do município de
São Bernardo, Maranhão
Figura 6- Produção de farinha artesanal no
povoado Cajueiro em São Bernardo
F
t
P
i
d
(2019) Figura 6- Produção de farinha artesanal no
povoado Cajueiro em São Bernardo Figura 5- Paisagem Rural do município de
São Bernardo, Maranhão Fonte: Pesquisa de campo (2019). Fonte: Pesquisa de campo (2019). Os eventos esportivos tendem a fomentar ações de/para o cicloturismo,
dinamizando também a economia local por meio da venda de acessórios, equipamentos,
alimentos e bebidas, além de material de apoio ao desenvolvimento desta atividade. Rotas cicloturísticas, como a Rota Caldo de Cana, Trilha Racha Coco e Rally do Sol
impulsionam a valorização dos povoados do Baixo Parnaíba Maranhense, ao tempo
em que atraem um público significativo de participantes e espectadores. Além da proximidade com o patrimônio geológico, ambiental e cultural dos
municípios, os cicloturistas interagem com os moradores, sendo comuns as atividades
de acolhimento dos moradores das áreas rurais nas suas residências, oferta de
serviços de apoio, como reparos das bicicletas e dos equipamentos utilizados, ou de
informações sobre os atrativos existentes na região. Tal como mostrou Schetino (2006),
as situações de intercâmbio e de trocas culturais entre os cicloturistas e os moradores
do Baixo Parnaíba caracterizam o cicloturismo como oportunidade para a vivência
crítica e criativa do lazer. De acordo com o autor, o locais de percurso ganham novos
usos e semânticas com a presença destes visitantes, os quais recebem em troca
generosidade e hospitalidade. De modo complementar, não raro, observa-se a abertura de pequenos negócios
de alimentação ao longo das rotas desenvolvidas. Em algumas, como a rota Caldo de
Cana, localizada no povoado São Raimundo, são vendidos gêneros alimentícios como
sucos, vitaminas, caldo de cana, sinalizando para o empreendedorismo comunitário. Em
alguns municípios pode-se encontrar uma cadeia produtiva da bicicleta em formação,
com lojas especializadas na venda de acessórios e equipamentos para bicicletas, o
que estimula a economia local (Figura 7). ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil ur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Brasil Figura 7- Práticas de hospitalidade no meio rural. g
p
Fonte: Pesquisa de campo (2019). Fonte: Pesquisa de campo (2019). No contexto da multifuncionalidade e pluriatividade do meio rural,
destacamos a importância de valorização de atividades que concorram para
elevar a qualidade de vida dos moradores, facilitando o acesso a serviços de
infraestrutura básica e de serviços. Como demonstra Souza (2019), o cicloturismo
traduz oportunidades de enriquecimento da vida cultural de áreas urbanas e rurais,
uma vez que os cicloturistas aproveitam a infraestrutura disponível ao longo das rotas,
impulsionam negócios comunitários, distribuindo a renda de modo mais uniforme se
comparado ao outros perfis de turistas. http://dx.doi.org/10.14210/rtva.v23n2.p329-349 a articulação institucional com vistas a incentivar o turismo/excursionismo em áreas
rurais, bem como a ausência de roteiros oficiais de cicloturismo de forma integrada. Nesse horizonte, Souza (2019) pontua que as iniciativas de cicloturismo no contexto
brasileiro são gestadas, em sua maioria, pela iniciativa privada, não ocorrendo um
envolvimento mais contundente da gestão pública estadual e federal no estímulo à
atividade mediante a inserção de planos de desenvolvimento de rotas e circuitos,
como acontece em outros países. Além destes entraves, destacam-se as fragilidades no planejamento turístico
municipal, com a ausência de ações estratégicas de diversificação da oferta turística,
ações de marketing, estruturação de um calendário de eventos, instrumentos necessários
para a organização e gestão da atividade turística. Outro entrave diz respeito à baixa
qualidade na prestação de serviços nos setores de turismo e hospitalidade, o que pode
comprometer a qualidade da experiência turística na região e, consequentemente, a
imagem e o posicionamento mercadológico dos destinos. Fonte: Pesquisa de campo (2019). Soares (2010) complementa essa afirmação, quando observa que os passeios
de bicicleta valorizam também as especificidades gastronômicas das regiões, face
a necessidade dos cicloturistas em consumir a culinária tradicional dos destinos,
estimulando, portanto, o turismo gastronômico e a produção associada ao turismo. Os roteiros de cicloturismo ampliam a permanência dos visitantes nas comunidades,
estimulando o protagonismo comunitário no âmbito da atividade turística, além disso,
associado a um planejamento responsável, pode se configurar numa fonte de renda
complementar para as famílias e incentivar o desenvolvimento territorial (Gonçalves,
2018). No entanto, algumas ameaças à consolidação deste cenário favorável ao
turismo precisam ser consideradas: inicialmente, ressaltamos as condições de acesso
à região do Baixo Parnaíba Maranhense, o que dificulta a mobilidade dos turistas e,
consequentemente, o acesso aos atrativos. Especificamente no segmento cicloturismo, constata-se a ausência de
políticas públicas voltadas à mobilidade sustentável, ao incentivo ao uso da bicicleta, WWW.UNIVALI.BR/PERÍODICOS CONSIDERAÇÕES FINAIS O turismo figura na contemporaneidade como um fenômeno social complexo
e heterogêneo que articula as especificidades dos locais na estruturação de produtos
e serviços para satisfazer as necessidades de lazer, evasão, cultura e busca por
conhecimentos, por parte de diferentes atores sociais. Ao mesmo tempo, a atividade
é pensada como estratégia de valorização dos aspetos naturais e dos bens simbólicos
das comunidades, as quais percebem o turismo como fator de promoção cultural e do
desenvolvimento econômico e social. Essa realidade é percebida nas zonas rurais, onde o turismo ressignifica o meio
rural e intensifica os diálogos entre as esferas local e global, posto que o patrimônio
rural passa a ser entendido como locus de atração de visitantes, especificamente no
âmbito do Turismo Rural. Caracterizado como um segmento sustentável, o turismo rural
vem sendo incentivado em inúmeras localidades, cujas repercussões materizalizam-
se não somente na dinamização econômica dos espaços rurais, mas em situações de
intercâmbio e de circulação de saberes entre visitantes e visitados. Dentre as possbilidades da oferta de turismo rural, os passeios de bicicleta,
caracterizados como ciclolazer e cicloturismo aproximam os visitantes dos locais
visitados, ampliam a percepção ambiental ao dar ênfase às paisagens e as relações
sociais que são gestadas durante os percursos. O cicloturismo desenvolvido em áreas
rurais é pensado como uma mobilidade turística sustentável e também como alternativa
de consumo dos espaços rurais de modo a aproximar os turistas e as comunidades, suas
memórias, histórias e tradições. O cicloturismo no meio rural promove os patrimônios ambientais e das
identidades culturais, ao mesmo tempo em que dinamiza as atividades não agrícolas
com o estímulo à construção de novas ruralidades. Já ao movimento de vivenciar as
localidades, o cicloturismo propicia o estreitamento dos laços de afetividade entre os
moradores e seus locais de vivência e convivência. Desse modo, o cicloturismo reforça ISSN: 1983-7151 Tur., Visão e Ação, v23, n2, p329-349, Mai./Ago. 2021 - Balneário Camboriú, Santa Catarina, Bras o turismo como fator de desenvolvimento socioeconômico no meio rural Estes foram os fios condutores da pesquisa ora realizada, tendo como objeto
privilegiado de estudo os municípios que integram a região do Baixo Parnaíba Maranhense. A expansão das atividades turísticas locais vem possibilitando novas formas de vivenciar
os povoados, antes distantes dos lugares centralizados da práxis turística. http://dx.doi.org/10.14210/rtva.v23n2.p329-349 no planejamento da atividade turística, de forma a gerar benefícios para as comunidades
e novas perspectivas de desenvolvimento includente e qualidade de vida. no planejamento da atividade turística, de forma a gerar benefícios para as comunidades
e novas perspectivas de desenvolvimento includente e qualidade de vida. CONSIDERAÇÕES FINAIS Por meio de
atividades espontâneas de grupos de ciclistas, ocorrem processos de apropriação e
valorização turística dos povoados rurais; roteiros e trilhas de cicloturismo revigoram os
patrimônios desses locais, e geram focos de empreendedorismo comunitário, realização
de eventos, os quais movimentam a economia e produzem novos sentidos ao meio rural
do Baixo Parnaíba. A expansão das atividades cicloturísticas fomenta novas formas de vivenciar os
povoados, antes distantes dos lugares centralizados da dinâmica do turismo no Baixo
Parnaíba. Dentre os benefícios verificados, destacam-se os processos de apropriação e
valorização turística dos povoados rurais. Os roteiros cicloturísticos incentivam não apenas o fluxo de visitantes, mas
promovem novos sentidos ao meio rural, enriquecendo a vida cotidiana dos moradores
e o estreitamento dos seus laços com o patrimônio local. Os passeios favorecem
comportamentos pró-ambientais, maior conexão e apego emocional em relação às
localidades percorridas, traduzindo situações de aprendizado, afeto e experiências. Ao longo da pesquisa realizada, constatou-se a viabilidade de desenvolver o
cicloturismo como oferta do turismo rural nos municípios do Baixo Parnaíba Maranhense,
face às condições geomorfológicas e climáticas, patrimônio ambiental conservado,
e aos elementos do patrimônio cultural – paisagens campestres, plantações, festejos
tradicionais, produção artesanal, gastronomia, remanescentes dos antigos engenhos
de cana-de-açúcar, dentre outros bens simbólicos. Enquanto
estratégia
de
desenvolvimento,
o
reconhecimento
das
potencialidades locais pelos cicloturistas impulsiona novas dinâmicas que vêm
promovendo uma re-localização dos lugares de vida e de suas funções, explicitando
uma valorização das zonas rurais pelo turismo. Sinaliza, em longo prazo, para a
promoção do turismo rural na região. No entanto, a pesquisa ressaltou também a
necessidade de se estabelecer políticas públicas direcionadas ao turismo rural e ao
cicloturismo, tendo em vista que a maioria dos municípios carecem de estruturas
básicas e de serviços, além de ações sistemáticas de formatação e comercialização
de produtos rurais, a fim de inserir os municípios na dinâmica turística. O processo de elaboração de roteiros cicloturísticos pressupõe a alocação de
infraestrutura, em especial a sinalização indicativa, turística e interpretativa, pontos de
apoio ao cicloturismo e serviços específicos, como o aluguel de bicicleta. Para tanto,
o envolvimento dos gestores públicos, empresariado e comunidade local, constitui
fator primordial para que a região desenvolva a prática do cicloturismo em atenção às
normativas deste segmento. Ressalva-se que os interesses e demandas locais, bem como a dinâmica das
relações e os laços de afetividade estabelecidos com o meio rural devem ser considerados WWW.UNIVALI.BR/PERÍODICOS REFERÊNCIAS Alcântara, D. De (2008). Abordagem experiencial e revitalização dos centros históricos: os casos do
Corredor Cultural no Rio de Janeiro e do Gaslamp Quarter em San Diego. Rio de Janeiro: UFRJ/
FAU, 2008. Bandeira, I. C. N. (2013). Geodiversidade do Estado do Maranhão. Teresina: CPRM. Brasil. Ministério do Turismo. (2010). Turismo rural: orientações básicas. Brasília: Ministério do Turismo. Brasil. Ministério de Desenvolvimento Agrário. SDT – Secretaria de Desenvolvimento Territorial Território
Baixo Parnaíba. (2005). Plano territorial de desenvolvimento rural sustentável. São Luís. Buarque, S. C. (2002). Construindo o desenvolvimento local sustentável. Metodologia de planejamento. Rio de Janeiro: Garamond. Carvalho, T. J. L., Ramos, J. L. & Sydow, E. (2013). O cicloturismo como fator de desenvolvimento da
atividade turística nas cidades de Araguaína e Nova Olinda (TO). Anais do IX Congresso Nacional
de Ecoturismo e do V Encontro Interdisciplinar de Turismo em Unidades de Conservação. Revista
Brasileira de Ecoturismo, São Paulo, 6(4), pp. 63-82. Carvalho, M.S. & Moesch, M.M. (2013). Turismo como fenômeno social e suas implicações no espaço
rural. Revista Brasileira de Ecoturismo. São Paulo, 6 (2), pp. 442-457. Costa, S. B. da. (2016) Chapadas e lutas: resistência camponesa no Baixo Parnaíba Maranhense na
rota do agronegócio silvicultor – conflitos territoriais e “usos” da natureza. [Tese de Doutorado,
Universidade Federal de Pernambuco]. Cavallari, G. (2012). Manual de mountain bike & cicloturismo. 1ª ed. São Paulo:Ed. Kalapalo. Cervo, A. L. (2007). Metodologia científica. São Paulo: Pearson Prentice Hall. Dreher, M.T. (2003) Planejamento do turismo em áreas não urbanas: envolvendo a comunidade. Anais
do Congresso Internacional sobre Turismo Rural e desenvolvimento sustentável. Joinville. pp. 241- 249. Recuperado em: http://www.ufrgs.br/pgdr/arquivos/623.pdf. Acesso em 29/03/2020. Duarte, J. C. de R. D. (2008). Cicloturistas e suas percepções ambientais: um estudo na Estrada Real. Director Dr. Nelson Antônio Quadros Vieira Filho. (Tesina degrado inédita). Centro universitário
UNA. Gonçalves, M. L. R. (2018) O cicloturismo como uma ferramenta estratégica para o desenvolvimento
territorial de Nova Veneza – SC. [Dissertação de Mestrado, Universidade do Estado de Santa
Catarina]. Guia da Chapada Diamantina. Recuperado em: http://www.guiachapadadiamantina.com.br/
Acesso em 23 de fevereiro de 2020. Han, H., Meng, B. & Kim, W. (2017). Bike-traveling as a growing phenomenon: Role of attributes, value,
satisfaction, desire, and gender in developing loyalty. Tourism Management, 59, pp. 91-103. ISSN: 1983-7151 Kageyama, A. A. (2008) Desenvolvimento rural: conceitos e aplicação ao caso brasileiro. Porto Alegre:
Editora da UFRGS. Lakatos, E. M., Marconi, M. A. (2006). Técnicas de pesquisa. REFERÊNCIAS 6. ed. São Paulo: Atlas. Lima, B. L. (2015). Estrada Geral do Sertão: potenciais turísticos de um caminho quase esquecido. [Dissertação de Mestrado, Universidade de Brasília]. Maneze, C. A.L. (2018) A transformação humana nas viagens: encontro de si e busca de ser. [Dissertação de Mestrado, Universidade de Brasília]. Marques, S. K. (2019). Visita Técnica `nos municípios do Baixo Parnaíba Maranhense. Universidade
Federal do Maranhão, São Bernardo. Matias, A., Sardinha, R. Avanços em Economia e Gestão do Turismo. Lisboa: Colecção Sociedade e
Organizações/48, 2002. Minayo, M. C.S., Deslandes, S.F. & Gomes, R. (2007). Pesquisa social: teoria, método e criatividade. Petrópolis: Vozes. Martins, S. R. O. (2002). Desenvolvimento Local: questões conceituais e metodológicas. Interações,
Campo Grande, 3(5}, pp. 13-20. Olinto, A., Asprino, R. (2014). Cicloturismo no Brasil. Recuperado em: <http://www.olinto.com.br/index. php/guia-livro-dvd-viagem-bicicleta/mantiqueira/>. Acesso em 23 de fevereiro de 2020. Oliveira, R. R. de. (2018). Devagar quase parando: o uso da bicicleta como ferramenta para o
estudo da paisagem. In: Oliveira, R. R. de, Ruiz, A. E. (Orgs.) Geografia histórica do café [recurso
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MA. Anais do 14º. Encontro de Geógrafos da América Latina- Lima, pp. 1-18. Oliveira, D. M. V. (2015). Das varedas das encostas aos variantes da firma no Baixo Parnaíba Maranhense:
as (re) organizações territoriais como forma de manutenção camponesa diante da ação de
uma grande empresa – Suzano celulose. Rio de janeiro: Niterói. Silva, E. L., Menezes, E. M. (2001) Metodologia da Pesquisa e Elaboração de Dissertação. Florianópolis:
UFSC. Paula Andrade, M. de. (2008). Os gaúchos descobrem o Brasil: projetos agropecuários contra a
agricultura camponesa. São Luís: EDUFMA. Pedrini, L., Flores, L. C. da S. & Cavalcante, L. de S. (2012). Cicloturistas no circuito do Vale Europeu:
perfil e percepção ambiental. Anais do IX Seminário da Associação Nacional Pesquisa e Pós-
Graduação em Turismo. Universidade Anhembi Morumbi, São Paulo. Pedrini, L. (2013). Cicloturismo no Circuito do Vale Europeu Catarinense: Um estudo do comportamento
do cliente. [Dissertação de Mestrado, Universidade do Vale do Itajaí ]. Pires, P. dos S. (2001) Caracterização e análise visual da paisagem rural com enfoque turístico: uma
contribuição metodológica. Turismo-Visão e Ação, 4 (8), pp. 83-98. WWW.UNIVALI.BR/PERÍODICOS Rodrigues, A. B. (Org.). (2001). Turismo Rural: práticas e perspectivas. São Paulo: Contexto (Coleção
Turismo Contexto). Roldan, T. R. R. (2000). Cicloturismo: planejamento e treinamento. [ Monografia, Universidade Estadual
de Campinas]. Ruschel, D. (2008). A bicicleta como meio de transporte sustentável no turismo. [Monografia, Pontifícia
Universidade Católica do Rio Grande do Sul]. Schetino, A. M. (2006). Cicloturismo como vivência crítica e criativa de lazer. [Monografia, Universidade
Federal de Minas Gerais]. Segovia, Y. N. S. (2017). O desenvolvimento do cicloturismo na perspectiva da gestão urbana. [Dissertação de Mestrado, Universidade Católica do Paraná]. Soares, A. (Org.). (2010) Circuitos de Cicloturismo: manual de incentivo e orientação para os
municípios brasileiros. Recuperado em: http://www.clubedecicloturismo.com.br/arquivos/
Manual-Circuitos-Cicloturismo.pdf Acesso em 29 de abril de 2020. Sousa, R., Pinto, E. R. & Júnior, C. C. de M. (2018) “Agosto em festa se enfeita”: religiosidade, práticas devocionais
e representações simbólicas no Festejo de São Bernardo – MA. In: Revista Interdisciplinar em Cultura
e Sociedade (RICS). São Luís, 4, pp. 495-516. Souza, F. H. P. de. (2019) O ciclismo como incremento do turismo em Fortaleza: propostas de
cicloturismo. [Dissertação de Mestrado, Universidade Estadual do Ceará). Turismo Rural. São Paulo: Aleph (Coleção ABC do Turismo). Tulik, O. (2003). Turismo Rural. São Paulo: Aleph (Coleção ABC do Turismo). Vázquez Barquero, A. (2001) Desenvolvimento endógeno em tempos de globalização. Porto Alegre:
Editora UFRGS, 278 p. Zimmermann, A. (2003). Planejamento e organização do turismo rural no Brasil. In: Almeida, J. A. A.,
Froehich, J. M.& Riedl, M. (Orgs.). Turismo rural e desenvolvimento sustentável. Campinas: Papirus. (Coleção Turismo). 3a. edição, pp. 127-163. Wanderley, M. N. B. (2001 A ruralidade no Brasil moderno: por um pacto social pelo desenvolvimento
rural. Giarraca, N. (Comp.) ¿Una nueva ruralidade en América Latina? Buenos Aires: CLACSO/
ASDI, pp. 31-44. Disponível em: http://bibliotecavirtual.clacso.org.ar/ar/libros/rural/ wanderley. pdf. Recuperado em 27 de janeiro de 2020. Yazigi, E. (Org). (2002). Turismo e Paisagem. São Paulo: Contexto. CONTRIBUIÇÃO DOS AUTORES Rodrigo Olavo Costa Sousa: Concepção teórica do estudo; pesquisa bibliográfica,
pesquisa de campo, sistematização dos resultados da pesquisa e revisão textual. Karoliny Diniz Carvalho: Orientadora; revisão textual. ISSN: 1983-7151
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Material/element-dependent fluorescence-yield modes on soft X-ray absorption spectroscopy of cathode materials for Li-ion batteries
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RESEARCH ARTICLE | MARCH 07 2016
Material/element-dependent fluorescence-yield modes on
soft X-ray absorption spectroscopy of cathode materials for
Li-ion batteries RESEARCH ARTICLE | MARCH 07 2016 Daisuke Asakura; Eiji Hosono; Yusuke Nanba; Haoshen Zhou; Jun Okabayashi; Chunmei Ban;
Per-Anders Glans; Jinghua Guo; Takashi Mizokawa; Gang Chen; Andrew J. Achkar; David G. Hawthron
Thomas Z. Regier; Hiroki Wadati AIP Advances 6, 035105 (2016)
https://doi.org/10.1063/1.4943673 Material/element-dependent fluorescence-yield modes
on soft X-ray absorption spectroscopy of cathode materials
for Li-ion batteries Daisuke Asakura,1,a Eiji Hosono,1 Yusuke Nanba,1,b Haoshen Zhou,1
2
3
4
4 5 Daisuke Asakura,1,a Eiji Hosono,1 Yusuke Nanba,1,b Haoshen Zhou,1
O
2 C
3
G
4
G
4 5 Takashi Mizokawa,6,c Gang Chen,7 Andrew J. Achkar,8 David G. Hawth Thomas Z. Regier,9 and Hiroki Wadati10
1Energy Technology Research Institute, National Institute of Advanced Industrial Science
and Technology, Tsukuba, Ibaraki 305-8568, Japan Thomas Z. Regier,9 and Hiroki Wadati10
1Energy Technology Research Institute, National Institute of Advanced Industrial Science
and Technology, Tsukuba, Ibaraki 305-8568, Japan 2Research Center for Spectrochemistry, The University of Tokyo, Bunkyo-ku,
Tokyo, 113-0033, Japan 2Research Center for Spectrochemistry, The University of Tokyo, Bunkyo-ku,
Tokyo, 113-0033, Japan
3 3The Chemical and Materials Science Center, National Renewable Energy Laboratory,
Golden, Colorado, 80401, USA 3The Chemical and Materials Science Center, National Renewable Energy Laboratory,
Golden, Colorado, 80401, USA 4Advanced Light Source, Lawrence Berkeley National Laboratory, Berkeley,
California, 94720, USA
5 4Advanced Light Source, Lawrence Berkeley National Laboratory, Berkeley,
California, 94720, USA
5 5Department of Chemistry and Biochemistry, University of California, Santa Cruz,
California, 95064, USA. 5Department of Chemistry and Biochemistry, University of California, Santa Cruz,
California, 95064, USA. 6 6Department of Complexity Science and Engineering, The University of Tokyo, Kashiwa,
Chiba, 277-8561, Japan 6Department of Complexity Science and Engineering, The University of Tokyo, Kashiwa,
Chiba, 277-8561, Japan p
7College of Physics/State Key Laboratory of Superhard Materials, Jilin University, p
7College of Physics/State Key Laboratory of Superhard Materials, Jilin University, 7College of Physics/State Key Laboratory of Superha Changchun, 130012, People’s Republic of China Changchun, 130012, People’s Republic of China 8Department of Physics and Astronomy, University of Waterloo, Waterloo,
Ontario, N2L 3G1, Canada 8Department of Physics and Astronomy, University of Waterloo, Waterloo,
Ontario, N2L 3G1, Canada 9Canadian Light Source, University of Saskatchewan, Saskatoon, 9Canadian Light Source, University of Saskatchewan, Saskatoon, Saskatchewan, S7N 0X4, Canada 24 October 2024 05:21:04 10Institute for Solid State Physics, The University of Tokyo, Kashiwa, Chiba, 277-8581, Japan (Received 1 December 2015; accepted 25 February 2016; published online 7 March 2016) (Received 1 December 2015; accepted 25 February 2016; published online 7 March 2016) We evaluate the utilities of fluorescence-yield (FY) modes in soft X-ray absorption
spectroscopy (XAS) of several cathode materials for Li-ion batteries. Articles You May Be Interested In Site-specific intermolecular interaction in α-phase crystalline films of phthalocyanines studied by soft x-ray
emission spectroscopy Preparation and characterization of yttrium-doped high voltage spinel LiNi0.5Mn1.5O4 for lithium-ion
batteries 24 October 2024 05:21:04 AIP Conference Proceedings (November 2021) Cerium doped LiNi0.5Mn1.5O4 composite with improved high temperature performance as a cathode
material for Li-ion batteries AIP Advances (February 2019) AIP ADVANCES 6, 035105 (2016) aAuthor to whom correspondence should be addressed. Electronic mail: daisuke-asakura@aist.go.jp
bPresent affiliation: Inamori Frontier Research Center, Kyushu University, Fukuoka, 819-0395, Japan
cPresent affiliation: Department of Applied Physics, Waseda University, Tokyo, 169-8555, Japan 035105-2
Asakura et al. AIP Advances 6, 035105 (2016) AIP Advances 6, 035105 (2016) In LIB research, TM K-edge X-ray absorption spectroscopy in hard X-ray region is widely
used to investigate the electronic structures of cathode materials.1,2 The redox reactions of TMs
can be clarified by the edge/peak shift in the TM K-edge absorption spectra. However, the TM
K-edge X-ray absorption spectroscopy is less sensitive to the 3d electronic states of TMs than the
TM L2,3-edge (i.e. the 2p-3d transition) X-ray absorption spectroscopy, because the 1s-4p dipole
transition is dominant at the TM K edges. To obtain the detailed information of the 3d orbitals, i.e. electronic-structure parameters such
as charge-transfer energy, soft X-ray absorption spectroscopy (XAS) covering the TM L2,3 edges
(i.e. the 2p-3d transition) has been widely used for various fields including solid state physics.3,4
Total-electron yield (TEY) is the most conventional detection mode for the XAS experiments in the
soft X-ray region, while the probing depth is approximately 5 nm at most. The surface sensitivity
of the TEY mode is frequently inappropriate for investigating the redox reaction in the cathode
materials. In contrast, total-fluorescence-yield (total FY: TFY) XAS can probe the bulk electronic
structures as deep as ∼100 nm from the sample surface. However, the TM L3-edge TFY XAS
spectra tend to be distorted by self-absorption and saturation effects.5 These effects are depen-
dent on the density, particle size (for powder) and thickness (for thin film) of the sample and the
measurement geometry such as normal/grazing incidence. In addition, the distortion in the line
shapes of TM L3-edge TFY XAS is enhanced in case where the target sample does not contain
heavy elements such as rare earth.6 Thus, powdered Li-TM oxides and related compounds used for
cathode materials of LIB are frequently affected by these effects.7 The distortion is significant when
the O Kα fluorescent emission is strongly dependent on the incoming photon energies at the TM
L2,3 regions. To reduce the distortion in spectral line shapes, partial-fluorescence-yield (PFY) and
inverse partial-fluorescence-yield (IPFY) modes have been utilized in previous works,6–14 although
the mechanisms of PFY and IPFY are still under debate.6,8,9,15–19 The PFY detection mode using a
silicon-drift detector (SDD) can select a specific emission, e.g. TM Lα,β, suppressing the influence
of the O Kα emission. Material/element-dependent fluorescence-yield modes
on soft X-ray absorption spectroscopy of cathode materials
for Li-ion batteries In the case of
total-FY (TFY) XAS for LiNi0.5Mn1.5O4, the line shape of the Mn L3-edge XAS was
largely distorted by the self-absorption and saturation effects, while the distortions
were less pronounced at the Ni L3 edge. The distortions were suppressed for the
inverse-partial-FY (IPFY) spectra. We found that, in the cathode materials, the IPFY
XAS is highly effective for the Cr, Mn, and Fe L edges and the TFY and PFY modes
are useful enough for the Ni L edge which is far from the O K edge. C 2016 Au-
thor(s). All article content, except where otherwise noted, is licensed under a Creative
Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). [http://dx.doi.org/10.1063/1.4943673] Electronic-structure analyses for the electrode materials of Li-ion batteries (LIBs) are essential
to understand the charge-discharge properties, which is capable of leading to improvements of
the battery performance. The 3d transition metals (TMs) are the major elements in the cathode
materials for LIBs, such as TM oxides and phosphates. The TMs in the LIBs cathode materials
experience the oxidation and reduction during charging/discharging process (i.e. Li-ion extrac-
tion/insertion). The redox chemistry determines the electrochemical properties of the electrode
materials. Thus, element-selective electronic-structure analyses are indispensable for the applica-
tion of LIBs. © Author(s) 2016. 6, 035105-1 2158-3226/2016/6(3)/035105/8 035105-2
Asakura et al. 035105-2 035105-2
Asakura et al. The TFY spectra AIP Advances 6, 035105 (2016) 035105-3
Asakura et al. FIG. 1. (a) The Fe L2,3-edge XAS spectra for LiFePO4 taken by TEY, TFY, PFY and IPFY detection modes. Calculated
spectrum for Fe2+ HS state is also shown. (b) Emitted-photon-energy (hνout) profiles for several incident photon energies
(hνin). The corresponding incident energies are indicated in the inset: TEY spectrum. FIG. 1. (a) The Fe L2,3-edge XAS spectra for LiFePO4 taken by TEY, TFY, PFY and IPFY detection modes. Calculated
spectrum for Fe2+ HS state is also shown. (b) Emitted-photon-energy (hνout) profiles for several incident photon energies
(hνin). The corresponding incident energies are indicated in the inset: TEY spectrum. were measured with a channel plate detector. The IPFY spectra were measured using an SDD
with an energy width of ∼120 eV. The energy resolution of incident photon energies was set to
5000. All the XAS measurements were performed at room temperature. Configuration-interaction
full-multiplet (CIFM) calculations were adopted for the analysis of the L2,3-edge XAS spectra.25–28
Ligand-to-metal charge transfer (LMCT) was taken into account in the calculation. 24 October 2024 05:21:04 g
g
Figure 1(a) shows the Fe L2,3-edge TEY, TFY, PFY, and IPFY XAS spectra for LiFePO4. The
main peak at 708.5 eV in the TEY spectrum is assigned to Fe2+ high-spin (HS) state from the
multiplet calculation while the peak at 710.5 eV is slightly larger than the calculated Fe2+ HS spec-
trum. Most likely, a small fraction of Fe3+ HS should coexist according to previous reports.29,30 The
TFY spectrum exhibits a dip-like structure at 706.5 eV and less pronounced L3 peaks at 708.4 and
710.5 eV. The L3 peak intensity is similar to that in the L2 edge. In the PFY spectrum corresponding
to the Fe Lα,β emission, the dip-like structure at 706.5 eV was not observed although the L3/L2
intensity ratio is similar to that in the TFY spectrum and smaller than that in TEY. On the other
hand, the IPFY spectrum which is the inverse of the O Kα emission shows the TEY-like intensity
ratio of L3/L2. Furthermore, the profile of the IPFY spectrum is almost the same as that of TEY,
suggesting the bulk and surface electronic structures are identical. These results indicate that the
saturation and self-absorption effects are emphasized at the Fe L edge of this material. IPFY can be
the most appropriate method to detect the bulk Fe 3d states. 035105-2
Asakura et al. The distortions in the line shape of L3-edge XAS can be further reduced by
use of IPFY detection that is the inversed intensity of O Kα emission.6–12 24 October 2024 05:21:04 y
In this study, we select LiFePO4 and LiNi0.5Mn1.5O4 as model examples to investigate those
effects in TFY mode and utilities of PFY and IPFY modes. LiFePO4 is a promising cathode material
because of the low-cost constituent element and the highly stable charge-discharge properties.20 In
the olivine-type crystal structure, the Fe atoms are located in the FeO6 octahedrons and should be
divalent. Spinel-type LiNi0.5Mn1.5O4 is an attractive cathode material in terms of the high voltage of
∼4.8 V vs. Li/Li+.21 The Ni and Mn atoms also form the (Ni,Mn)O6 octahedrons with Oh symmetry. The formal valences of Ni and Mn for the initial state are considered as 2+ and 4+, respectively. In
addition, we performed the Cr L-edge XAS for Li0.35Mn4+0.65Cr3+0.35O222 to judge the utility of FY
modes at Cr L edges. g
We demonstrate TFY, PFY and IPFY XAS for those as-synthesized typical cathode materials in
order to discuss appropriate use of the FY modes for each material/element. In this study, we focus
on trends in the TMs of the cathode materials as observed in the FY XAS spectra. LiFePO4 was synthesized with a solid-state reaction method.23 LiNi0.5Mn1.5O4 was synthe-
sized by an electrospinning method.24 We confirmed the successful syntheses of the cathode
materials using powder X-ray diffraction and electrochemical experiments. The fabrication pro-
cess of Li0.35Mn0.65Cr0.35O2 has been described elsewhere.22 We also prepared a charged sam-
ple of LiNi0.5Mn1.5O4. The electrochemical experiments were performed by the same procedures
described in Ref. 24. For LiFePO4 and LiNi0.5Mn1.5O4, TEY, PFY, and IPFY XAS measurements were performed
at BL-7A of the Photon Factory. The energy resolution of incident photon energies for the XAS
measurements was E/∆E ∼1500. An SDD was used for the PFY and IPFY detection. The energy
width of SDD profile for fixed incident energies is approximately 100 eV. TFY XAS measurements
were carried out at BL7.0.1 and BL8.0.1 of the Advanced Light Source with an energy resolution
of E/∆E ∼2000 for the incident photon energies. A photodiode was used for the detection of TFY
system. For Li0.35Mn0.65Cr0.35O2, TEY, TFY PFY, and IPFY XAS experiments were performed at
11ID-1 Spherical Grating Monochromator (SGM) of the Canadian Light Source. 035105-2
Asakura et al. The results are consistent with the data
collected by Yang et al.7 Figure 1(b) shows the emitted-photon-energy (hνout) profiles taken at three incident photon
energies (hνin). Each profile was measured for 1 min. Although the energy width of the SDD profile
is about 100 eV, the O Kα and Fe Lα,β emissions can be distinguished. The O Kα and Fe Lα,β emis-
sions were not observed for hνin = 520 eV because 520 eV is lower than the O K edge absorption
threshold. For hνin = 699 eV (below the Fe L3 edge), only the O Kα emission is detected. The Fe
Lα,β emission (for 600 < hνout < 800 eV) is enhanced for hνin = 708.5 eV corresponding to the
Fe L3 edge, while O Kα emission (for 420 < hνout < 600 eV) is considerably reduced. The ∼40%
reduction of O Kα emission causes the apparent reduction of Fe L3 peak in the TFY spectrum. In
addition, compared with the profile for hνin = 708.5 eV, the Fe Lα,β and O Kα emission intensities
were reduced and unchanged for hνin = 734 eV, respectively. This is consistent with the Fe L2 TFY
and PFY spectra which show high intensities. As Fig. 2(a) shows, the Mn L2,3-edge TEY spectrum is attributed to a Mn4+ state. However,
the TFY spectrum exhibits a considerable deformation at the Mn L3 edge, suggesting that the
self-absorption and saturation effects strongly affect the Mn L3-edge TFY spectrum. The IPFY 035105-4
Asakura et al. AIP Advances 6, 035105 (2016) FIG. 2. (a) The Mn L2,3-edge and (b) Ni L2,3-edge XAS spectra for LiNi0.5Mn1.5O4 taken by TEY, TFY, PFY and IPFY
detection modes. Calculated spectra are also shown. (c) Emitted-photon-energy (hνout) profiles for several incident photon
energies (hνin). The corresponding incident energies are indicated in the insets: TEY spectra. 24 October 2024 05:21:04 24 October 2024 05:21:04 FIG. 2. (a) The Mn L2,3-edge and (b) Ni L2,3-edge XAS spectra for LiNi0.5Mn1.5O4 taken by TEY, TFY, PFY and IPFY
detection modes. Calculated spectra are also shown. (c) Emitted-photon-energy (hνout) profiles for several incident photon
energies (hνin). The corresponding incident energies are indicated in the insets: TEY spectra. spectrum displays a clear Mn L3-edge structure although the L3/L2 intensity ratio is slightly smaller
than that in TEY. The IPFY spectrum is also assigned to the Mn4+ state. 035105-2
Asakura et al. In the case of Ni L2,3 edges, the TFY and PFY detection modes should be more
appropriate than IPFY mode in terms of the S/N ratio. Most likely, Co L2,3 edges for Li-TM oxides
(and phosphates) including Co would be positioned as the intermediate character between Fe and Ni
L2,3 edges. As Fig. 2(c) indicates, the hνin dependence of O Kα emission weakens as hνin increases. To further verify this tendency, we also performed the Cr L-edge XAS for Li0.35Mn0.65Cr0.35O2
(Fig. 3(a)). The TEY spectrum is attributed to the Cr3+ state. On the other hand, not only the L3
edge, but also the L2 edge is reversed with negative sign in the TFY spectrum, which is more
problematic than the case of Mn L-edges (Fig. 3(b)). The Cr L edges (∼575 to ∼595 eV) are so
close to the O K edge (∼525 to ∼560 eV) that the Cr Lα,β emission cannot be separated from the O
Kα emission within the energy width of SDD (∼100 eV) (Fig. 3(c)). The Cr L-edge IPFY spectrum
in Fig. 3(a) is composed by extracting the structure below 570 eV in Fig. 3(c) as the OKα emission. However, the S/N ratio and L3/L2 intensity ratio are not ideal. If the energy resolution of the
detector is improved, for example by using a high-resolution soft X-ray emission spectrometer,31,32
then the separation of Cr Lα,β emissions from O Kα emission should be facilitated. 24 October 2024 05:21:04 β
Figure 4 summarizes the utilities of TFY, PFY and IPFY for each TM L edge of Li-TM
oxides/phosphates. Note that the tendency is limited to powdered Li-TM oxides/phosphates with
particle sizes between 10 nm and 10 µm generally used as cathode materials of LIB. The IPFY
mode can be useful for Cr, Mn, and Fe L edges for those materials. For L edges with higher
energies, TFY and PFY are more suitable than IPFY. In addition, TFY and PFY should be available
for Ti and V without any problems because these early TMs’ L edges are located below the O K
edge. Appropriate choice of the FY modes is inevitable to study the bulk electronic structures of
Li-TM oxides and related materials. As Fig. 5 shows, the bulk electronic structure is often different
from the surface electronic structure in particular for charged (or discharged) samples. In the case
of LiNi0.5Mn1.5O4 (Fig. 035105-2
Asakura et al. The similarity between
TEY and IPFY spectra indicates that the surface and bulk electronic structures are almost identical. p
The Ni L2,3-edge TEY spectrum exhibits the Ni2+ HS multiplet structure (Fig. 2(b)). In contrast
to the Mn L edge, the distortions of the Ni L3 edge TFY and PFY spectra are suppressed. Although
the L3/L2 intensity ratios of TFY and PFY are slightly smaller than that for TEY, the TFY and PFY
spectra are available for the analysis using the multiplet calculations. The IPFY spectrum is also
similar to the TFY and PFY spectra. However, the signal-to-noise (S/N) ratio of IPFY spectrum is
lower than those of TFY and PFY spectra. Thus, the IPFY detection mode is less advantageous for
the analysis of Ni L2,3 edges of this material. Figure 2(c) shows the hνout profiles of emissions taken at several hνin. The O Kα, Mn Lα,β
and Ni Lα,β emissions can be observed. The Mn Lα,β emissions (for 600 < hνout < 720 eV) are 035105-5
Asakura et al. Asakura et al. AIP Advances 6, 035105 (2016) enhanced at hνin = 644 eV. However, the degree of enhancement is lower than the degree of reduc-
tion of the O Kα emission, leading to the deformation at the Mn L3 edge in the TFY spectrum. On
the other hand, at the Ni L3 edge, the degree of reduction of the O Kα emission becomes small and
the Ni Lα,β emission (for 750 < hνout < 970 eV) increases considerably, such that the deformations
at the Ni L3 edge in the TFY and PFY spectra are less pronounced. The Mn L3-edge TFY XAS spectrum for LiNi0.5Mn1.5O4 exhibits the large distortions in XAS
line shapes, suggesting that the XAS line shapes of Mn L3 edge in Li-TM oxides (and phosphates)
should be very sensitive to the self-absorption and saturation effects, while these effects depend
on the density and composition of sample and experimental geometries. This is consistent with
the Mn L3 edge/Lα,β emission (∼640 to ∼660 eV) being very near O K edge/Kα emission (∼525
to ∼560 eV) in photon energy. The Fe L3 edge XAS is also sensitive, although the influence of
self-absorption and saturation effects should be smaller than that in the MnL3 edge. Considering the
present results, the IPFY detection mode can become powerful tools for the Mn and Fe L2,3-edge
measurements. 035105-2
Asakura et al. 5), the degree of oxidation of Ni due to the charge reaction is different
between the surface and bulk. The Ni L-edge TFY XAS spectrum for the charged state shows
enhanced peaks at 856 and 873 eV, indicating partial oxidation reaction of Ni2+ →Ni3+33 in the
bulk region. On the other hand, in the surface-sensitive TEY mode, the line shape attributed to
the Ni2+ state is almost maintained for the charged state, suggesting existence of redox-inactive Ni
and/or some side reactions such as NiO formation near the surface. Thus, a combined use of TEY
and FY is essential for the electronic-structure analyses of the electrode materials. In conclusion, we demonstrated TEY, TFY, PFY and IPFY XAS studies for powdered several
Li-TM oxides and a phosphate which are cathode materials for LIBs. The utilities of FY modes
strongly depend on the element (edge) and material (composition). The FY modes should be care-
fully chosen for each material. The distortion of Ni L3-edge TFY XAS line shapes is not large
whereas Cr, Mn and Fe L3-edge TFY XAS are greatly affected. We conclude that, in the FY XAS
studies of the cathode materials, the IPFY XAS is most appropriate for the Cr, Mn, and Fe L edges
and the TFY and PFY XAS modes are available enough for the Ni L edge which is far from the
O K edge. This consideration will contribute to TM L-edge FY XAS studies of charged/discharged
samples for novel electrode materials. AIP Advances 6, 035105 (2016) 035105-6
Asakura et al. FIG. 3. (a) The Cr L2,3-edge and (b) Mn L2,3-edge XAS spectra for Li0.35Mn0.65Cr0.35O2. (c) Emitted-photon-energy
(hνout) profiles for several incident photon energies (hνin). The Cr Lα,β emission should be around 580 eV, which cannot be
separated from the O Kα emission in the present energy resolution. 24 October 2024 05:21:04 24 October 2024 05:21:04 FIG. 3. (a) The Cr L2,3-edge and (b) Mn L2,3-edge XAS spectra for Li0.35Mn0.65Cr0.35O2. (c) Emitted-photon-energy
(hνout) profiles for several incident photon energies (hνin). The Cr Lα,β emission should be around 580 eV, which cannot be
separated from the O Kα emission in the present energy resolution. FIG. 4. A scheme of utilities of TFY, PFY and IPFY for each TM L edge of powdered Li-TM oxides/phosphates (Ti, V, Co
and Cu L edges are not investigated here). The color scales of the arrows indicate the utilities of each XAS mode. 035105-2
Asakura et al. FIG. 4. A scheme of utilities of TFY, PFY and IPFY for each TM L edge of powdered Li-TM oxides/phosphates (Ti, V, C
and Cu L edges are not investigated here). The color scales of the arrows indicate the utilities of each XAS mode. AIP Advances 6, 035105 (2016) 035105-7
Asakura et al. FIG. 5. The Ni L-edge XAS spectra for the pristine and charged LiNi0.5Mn1.5O4 recorded by (a) the TEY and (b) TFY
modes. The spectra were normalized at 854.2 eV to emphasize the differences at 856 and 873 eV in (b). FIG. 5. The Ni L-edge XAS spectra for the pristine and charged LiNi0.5Mn1.5O4 recorded by (a) the TEY and (b) TFY
modes. The spectra were normalized at 854.2 eV to emphasize the differences at 856 and 873 eV in (b). ACKNOWLEDGEMENTS This work was performed under the approvals of the Photon Factory Program Advisory Com-
mittee (Proposal Nos. 2012G107, 2013G169 and 2014G100) and the Advanced Light Source
(Proposal No. 04907R). The Advanced Light Source is supported by the Director, Office of Sci-
ence, Office of Basic Energy Sciences, of the U.S. Department of Energy under Contract No. DE-AC02-05CH11231. Research described in this paper was partly performed at the Canadian
Light Source, which is supported by CFI, NSERC, the University of Saskatchewan, the Government
of Saskatchewan, WD, NRC, and CIHR. The synthesis work at NREL was supported by the NREL
LDRD Program. This work was also conducted based on the Japan-U.S. cooperation project for
research and standardization of Clean Energy Technologies. 24 October 2024 05:21:04 3 F. de Groot and A. Kotani, Core Level Spectroscopy of Solids (Advances in Condensed Matter Science) (CRC Press Taylor
& Francis Group, Boca Raton, FL, 2008). 5 S. Eisebitt, T. Boske, J.-E. Rubensson, and W. Eberhardt, Phys. Rev. B 47, 14103 (1993). H. Wadati, A. J. Achkar, D. G. Hawthorn, T. Z. Regier, M. P. Singh, K. D. Truong, P. Fournier, G. Chen, T. Mizokawa, and
G. A. Sawatzky, Appl. Phys. Lett. 100, 193906 (2012). 7 S. Yang, D. Wang, G. Liang, Y. M. Yiu, J. Wang, L. Liu, X. Sun, and T.-K. Sham, Energy Environ. Sic. 5, 7007 (2012). 8 A. J. Achkar, T. Z. Regier, H. Wadati, Y.-J. Kim, H. Zhang, and D. G. Hawthorn, Phys. Rev. B 83, 081106 (2011). 9 A. J. Achkar, T. Z. Regier, E. J. Monkman, K. M. Shen, and D. G. Hawthorn, Sci. Rep. 1, 182 (2011). 10 10 S. I. Bokarev, M. Dantz, E. Suljoti, O. Kühn, and E. F. Aziz, Phys. Rev. Lett. 111, 083002 (2013). 11 P. Wernet, K. Kunnus, S. Schreck, W. Quevedo, R. Kurian, S. Techert, F. M. F. de Groot, M. Odelius, and A. Fohlisch,
Phys. Chem. Lett. 3, 3448 (2012). 12 D. Perk and T. Regier, Environ. Sci. Technol. 46, 3163 (20 12 D. Perk and T. Regier, Environ. Sci. Technol. 46, 3163 (2012). 13 C. Yogi, D. Takamatsu, K. Yamanaka, H. Arai, Y. Uchimoto, K. Kojima, I. Watanabe, T. Ohta, and Z. Ogumi, J. Pow
Sources 248, 994 (2014). 14 14 H. Wadati, D. G. Hawthorn, T. Z. Regier, G. Chen, T. Hitosugi, T. Mizokawa, A. Tanaka, and G. A. Sawatzky, Appl. Phy
Lett. 97, 022106 (2010). 15 E. F. 1 Y. Shiraishi, I. Nakai, T. Tsubata, T. Himeda, and F. Nishikawa, J. Solid State Chem. 133, 587 (1997). (
2 A. Ito, Y. Sato, T. Sanada, M. Hatano, H. Horie, and Y. Osawa, J. Power Sources 196, 6828 (2011). 3 F. de Groot and A. Kotani, Core Level Spectroscopy of Solids (Advances in Condensed Matter Science) (CRC Press Tayl
& Francis Group, Boca Raton, FL, 2008).
4 p
4 F. M. F. de Groot, J. Electron Spectrosc. Relat. Phenom. 67, 529 (1994).
5 035105-8
Asakura et al. AIP Advances 6, 035105 (2016) AIP Advances 6, 035105 (2016) AIP Advances 6, 035105 (2016) 24 E. Hosono, T. Saito, J. Hoshino, Y. Mizuno, M. Okubo, D. Asakura, K. Kagesawa, D. Nishio-Hamane, T. Kudo, and H. S. Zhou, CrystEngComm 15, 2592 (2013). 25 y
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25 Y. Nanba and K. Okada, J. Phys. Soc. Jpn. 79, 114722 (2010). 26 26 Y. Nanba and K. Okada, J. Electron Spectrosc. Relat. Phenom. 185, 167 (2012). 27 27 Y. Nanba, D. Asakura, M. Okubo, Y. Mizuno, T. Kudo, H. S. Zhou, K. Amemiya, J.-H. Guo, and K. Okada, J. Phys. Chem
C 116, 24896 (2012). 28 28 Y. Nanba, D. Asakura, M. Okubo, H. S. Zhou, K. Amemiya, K. Okada, P.-A. Glans, C. A. Jenkins, E. Arenholz, and J.-H
Guo, Phys. Chem. Chem. Phys. 16, 7031 (2014). y
y
29 X. Liu, J. Liu, R. Qiao, Y. Yu, H. Li, L. Suo, Y.-s. Hu, Y.-D. Chuang, G. Shu, F. Chou, T.-C. Weng, D. Nordlund, D. Sokaras,
Y J Wang H Lin B Barbiellini A Bansil X Song Z Liu S Yan G Liu S Qiao T J Richardson D Prendergast Z y
y
29 X. Liu, J. Liu, R. Qiao, Y. Yu, H. Li, L. Suo, Y.-s. Hu, Y.-D. Chuang, G. Shu, F. Chou, T.-C. Weng, D. Nordlund, D. Sokaras,
Y. J. Wang, H. Lin, B. Barbiellini, A. Bansil, X. Song, Z. Liu, S. Yan, G. Liu, S. Qiao, T. J. Richardson, D. Prendergast, Z. Hussain, F. M. F. de Groot, and W. Yang, J. Am. Chem. Soc. 134, 13708 (2012). y
y
29 X. Liu, J. Liu, R. Qiao, Y. Yu, H. Li, L. Suo, Y.-s. Hu, Y.-D. Chuang, G. Shu, F. Chou, T.-C. Weng, D. Nordlund, D. Sokaras, X. Liu, J. Liu, R. Qiao, Y. Yu, H. Li, L. Suo, Y.-s. Hu, Y.-D. Chuang, G. Shu, F. Chou, T.-C. Weng, D. Nordlund, D. Sokaras,
Y. J. Wang, H. Lin, B. Barbiellini, A. Bansil, X. Song, Z. Liu, S. Yan, G. Liu, S. Qiao, T. J. Richardson, D. Prendergast, Z. g
g
Hussain, F. M. F. de Groot, and W. Yang, J. Am. Chem. Soc. 134, 13708 (2012). 30 S. Kurosumi, N. Nagamura, S. Toyoda, K. Horiba, H. Kumigashira, M. Oshima, S. Furutsuki, S.-i. Nishimura, A. Yamada,
and N. Mizuno, J. Phys. Chem. C 115, 25519 (2011). 30 S. Kurosumi, N. Nagamura, S. Toyoda, K. Horiba, H. K and N. Mizuno, J. ACKNOWLEDGEMENTS Aziz, M. H. Rittmann-Frank, K. M. Lange, S. Bonhommeau, and M. Chergui, Nature Chem. 2, 853 (2010). 16 16 T. Z. Regier, A. J. Achkar, D. Peak, J. S. Tse, and D. G. Hawthorn, Nature Chem. 4, 765 (2012). 17 17 F. M. F. de Groot, Nature Chem. 4, 766 (2012). 17 F. M. F. de Groot, Nature Chem. 4, 766 (2012). 18 (
)
18 E. F. Aziz, K. M. Lange, S. Bonhommeau, and M. Chergui, Nature Chem. 4, 767 (2012). 19 R K
i
K K
P W
t S M B t
i
P Gl t
l
d F M F d G
t J Ph
C
d
M tt
24 4522 18 E. F. Aziz, K. M. Lange, S. Bonhommeau, and M. Chergui, Nature Chem. 4, 767 (2012). 19 F. Aziz, K. M. Lange, S. Bonhommeau, and M. Chergui, Natu 19 R. Kurian, K. Kunnus, P. Wernet, S. M. Butorin, P. Glatzel, and F. M. F. de Groot, J. Phys. Condens. Matter 24, 45220
(2012). 20 A. Padhi, K. Nanjundaswamy, and J. B. Goodenough, J. Electrochem. Soc. 144, 1188 (1997). Padhi, K. Nanjundaswamy, and J. B. Goodenough, J. Electroc 21 Q. M. Zhong, A. Bonakdarpour, M. J. Zhang, Y. Gao, and J. R. Dahn, J. Electrochem. Soc. 144, 205 (1997). 22 F. Du, Z.-F. Huang, C.-Z. Wang, X. Meng, and G. Chen, J. Appl. Phys. 102, 113906 (2007). 23 23 C. Ban, W.-J. Yin, H. Tang, S.-H. Wei, Y. Yan, and A. C. Dillon, Adv. Energy Mater. 2, 1028 (2012). 035105-8
Asakura et al. 035105-8
Asakura et al. Phys. Chem. C 115, 25519 (2011). 31 y
31 G. Ghiringhelli, A. Piazzalunga, C. Dallera, G. Trezzi, L. Braicovich, T. Schmitt, V. N. Strocov, R. Betemps, L. Patthey, X. Wang, and M. Grioni, Rev. Sci. Instrum. 77, 113108 (2006). 32 31 G. Ghiringhelli, A. Piazzalunga, C. Dallera, G. Trezzi, L Wang, and M. Grioni, Rev. Sci. Instrum. 77, 113108 (2006 32 Y. Harada, M. Kobayashi, H. Niwa, Y. Senba, H. Ohashi, T. Tokushima, Y. Horikawa, S. Shin, and M. Oshima, Rev. Sc
Instrum. 83, 013116 (2012). 33 Instrum. 83, 013116 (2012). 33 C. Piamonteze, F. M. F. de Groot, H. C. N. Tolentino, A. Y. Ramos, N. E. Massa, J. A. Alonso, and M. J. Martínez-Lope,
Phys Rev B 71 020406(R) (2005) 33 C. Piamonteze, F. M. F. de Groot, H. C. N. Tolentino, A. Y. Ramos, N. E. Massa, J. A. Alonso, and M. J. Martínez-Lop
Phys. Rev. B 71, 020406(R) (2005). 24 October 2024 05:21:04
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REVIEWS REVIEWS Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. View Article Online / Journal Homepage / Table of Contents for this issue View Article Online / Journal Homepage / Table of Contents for this issue 137 View Article Online / Journal Homepage / Table of Contents for this issue View Article Online / Journal Homepage / Table of Contents for this issue Reviews. A TEXT BOOK OF ,hALYSIS OF ISORG-4NIC SUBSTASCES. By S. A. KAI-, D.SC. Pp. viii+80. London: Gurney & Jackson. 1921. Price 7s. 6d. net. Yet another book on Quantitative Analysis, but one which can be thoroughly
recommended for classwork with beginners. Not too big (eighty pages only), nor
overloaded with unnecessary detail, it deals adequately with the commoner metallic
and non-metallic radicals, and clearly sets out the usual ,methods of inorganic
analysis. The book opens with a few pages of general instruction, followed by an
explanation of the grouping of radicals for analytical purposes, with some useful
preliminary exercises. The remaining sixty pages are devoted to systematic
analysis of the ordinary type, with the addition of special paragraphs on alloys,
minerals, glasses, etc. The main text is fully interspersed with notes, so that the
student should have no difficulty in understanding thoroughly the reason for each
step, and in avoiding many pitfalls that beset the beginner’s path; in this way
much time is likely to be saved, and the student will not be so dependent on the
teacher as is frequently the case. More attention is directed to the preliminary
examination of substances than many would consider desirable, and no less than
six types of dry test are described. On the other hand only three organic acids
receive notice ; subsequent editions would probably be improved by the inc1usio:i
of one or two more. The book contains a short index, and some blank pages for additional notes;
furthermore it is well printed in clear type-a
point of importance in a manual for
laboratory work. &4. F. KITCHISG. &4. F. KITCHISG SOME MICRO-CHENICAL
TESTS FOR ALK.4LOIDS. CHARLES H. STEPIIESSOS. 1’1). 110, with 27 plates. London: Charles Griffin & Co. 1921. Price 21s. net. There are but few books which deal with the identification of alkaloids, and
the most important of them is written in German, namely, “Beitrage XZLY nzikro-
chemischen Analjw Einiger Alknloide zrnd Drogen,” Alide Grutterink, 1910. The SOME MICRO-CHENICAL
TESTS FOR ALK.4LOIDS. CHARLES H. STEPIIESSOS. 1’1). 110, with 27 plates. London: Charles Griffin & Co. 1921. Price 21s. net. There are but few books which deal with the identification of alkaloids, and
the most important of them is written in German, namely, “Beitrage XZLY nzikro-
chemischen Analjw Einiger Alknloide zrnd Drogen,” Alide Grutterink, 1910. Reviews. The View Article Online 138 REVIEWS present volume will prove helpful to all interested in the subject, the more so in
that it contains the result of much original work. In it will be found a description
of the crystalline precipitates which alkaloids give with such reagents as gold,
plat hum, palladium, mercury and zinc chlorides, p hospho t ungs tic, phosphomo -
lybdic and picric acids, etc. The micro-chemical appearance of the crystals is
described, as well as the best conditions for their formation, and the value of the
book is greatly enhanced by a series of beautiful micro-photographs, some 162
in all. present volume will prove helpful to all interested in the subject, the more so in
that it contains the result of much original work. In it will be found a description
of the crystalline precipitates which alkaloids give with such reagents as gold,
plat hum, palladium, mercury and zinc chlorides, p hospho t ungs tic, phosphomo -
lybdic and picric acids, etc. The micro-chemical appearance of the crystals is
described, as well as the best conditions for their formation, and the value of the
book is greatly enhanced by a series of beautiful micro-photographs, some 162
in all. It is very difficult in the case of many alkaloids to identify them when only
small amounts are available. Apart from physiological tests, it is customary to
rely upon colour reactions and upon the crystalline and amorphous precipitates
resulting from the addition of various reagents, but, especially where the material
tested is likely to be contaminated with impurities, such chemical tests can, as a
rule, only provide contributory evidence of identity, and, unfortunately, extracted
alkaloids, as obtained in the course of analysis, are generally impure. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. This book, described on the title page as a “Text Book of Micro-organisms
General and Applied,” is written by no less than 25 contributors, mostly Pro-
fessors of American Universities and Colleges, but representing also France
and Germany, each with special knowledge of his subject, under the general editor-
ship of Professor Marshall. p
Since the publication of the first edition in 1911 (reprinted with corrections
in 1912) this book has been considerably enlarged and improved, and now contains
992 pages excluding the index. It is divided into three distinct parts:-1. Morpho-
logical and Cultural ; 2. Physiological ; and 3. Applied. General principles and
the key to part 3 are thus dealt with in the first two parts, and part 3, the most
interesting and generally useful, is unencumbered with preliminary detail. g
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Part 1.-The
cytology of the living cell generally, and of moulds, yeasts,
bacteria and protozoa in particular, is admirably dealt with by Guilliermond and
Todd with excellent illustrations. In this part, also, the distinctive features of the
principal types of moulds and yeasts are described, and the recent classification
of bacteria adopted by the Society of American Bacteriologists is given. Part II. opens with a discussion of the bearing of phenomena in the realm
of physical chemistry upon microbial activity, and a brief account is given of ionisa-
tion and dissociation, leading up to the true definition of acidity, neutrality and
alkalinity, and its determination by means of the hydrogen electrode; surface
tension; adsorption; osmosis; and colloidal phenomena. It is to be regretted
that a table showing the colour changes of indicators and another showing solutions
,of known H ion concentration, together with their application to the adjustment
*of culture media, are not included. The rest of Part 11. deals with chemical studies of the contents of microbial
cells; nutrition and metabolism-enzymes
and their action, products of metabol-
ism, etc. ; physical influences-osmosis, desiccation, temperature, light, electricity,
etc. ; chemical influences ; and mutual influences-symbiosis,
etc. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. y
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In the hands of those with much experience of alkaloids the information given
in this book will prove of great value. There is, however, a danger lest the un-
initiated may place too great reliance upon the superficial appearance of the
crystals obtained. The appearance and characteristics of groups of crystals vary
greatly according to the degree of purity, concentration and temperature of the
liquid in which they form, so that, apart from actual goniometric measurements,
crystalline form is apt to prove deceptive. The reviewer places greater reliance
upon determinations of melting point of such crystalline deposits, and it is
surprising how minute an amount may suffice for this purpose in careful The book contains a record of a very large amount of experimental work which
has not been published elsewhere. The precipitates of some 51 different alkaloids
are described, and in most cases the reactions with 35 different reagents have been
tried. It is consequently a notable contribution to the subject of which it
treats. The
question whether an amorphous or crystalline precipitate is obtained cannot
always be regarded as conclusive evidence. For instance, in the famous Crippen
murder case it was stated that hyoscine salts gave an amorphous precipitate with
bromine water, and in the evidence much reliance was placed upon this test, but
it has subsequently been shown that, even at dilutions of 1 in 1000, the precipitate
obtained on the addition of bromine water to hyoscine salts rapidly changes from
the amorphous to the crystalline state. A distinction is made between amorphous and crystalline precipitates. In addition to the description of crystalline precipitates, a full account is given
of the melting points and chemical examination of the various alkaloids employed
in the investigations. The book is excellently printed and the plates are well produced. p
FRANCIS
H. CARR. View Article Online View Article Online 139 REVIEWS MICROBIOLOGY. Edited by CHARLES E. MARSHALL. 3rd Edition. Pp. xxviii +
1043. London: J. & A. Churchill. 1921. Price 21s. net. MICROBIOLOGY. Edited by CHARLES E. MARSHALL. 3rd Edition. Pp. xxviii +
1043. London: J. & A. Churchill. 1921. Price 21s. net. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. Artificial
culture media are dealt with in a single short paragraph in Part I., and not under
the heading “ nutrition.”
The author has intentionally eliminated laboratory
features as far as possible, but, in excluding a discussion upon culture media with
special reference to those which have been introduced in recent years (with ex-
amples of suitable media for the isolation and study of special types of micro-
.organisms), this elimination has been carried too far. Part III., which occupies the major portion of this volume, is made up of 10
“Divisions,” as follows:-Microbiology
(1) of the Air, (2) of Water and Sewage,
(3) of the Soil, (4) of Milk and Milk Products, (5) of Foods, (6) of Alcoholic Fermenta-
tion and Derived Products, (7) of Special Industries, (8) of Diseases of Man and
Domestic Animals, (9) of Diseases of Insects, and (10) of Diseases of Plants. The scope is, of course, enormous, covering as it does almost the whole field of
bacteriological science, and it would be unreasonable to expect to find a full treat-
.merit of all the subjects dealt with. The contributors have, however, given a View Article Online 140 REVIEWS very able presentation of the general principles and more important features of
their subjects, and a considerable amount of,recent work is included. very able presentation of the general principles and more important features of
their subjects, and a considerable amount of,recent work is included. j
Nothing has been
added since 1912, no reference is made, as regards water, to the recent work of
Clark, Lubs, and Levene on the differentiation of the colon-aerogenes group,
sterilisation by hypochlorite and chlorine is barely mentioned, and the books
recommended for a fuller presentation of the subject do not include the standard
works of Houston and Thresh, nor the latest book, “Food and Water,” of Savage. The activated sludge process of sewage purification is not mentioned at all. The section on Water and Sewage is rather disappointing. The section dealing’with the Microbiology of Soil was well revised in 1917,
and then included a useful discussion of the function of the genus Actinomyces
and Protozoa; now further new matter on the colloidal nature of the soil, soil
reaction and H ion concentration, and the function of the Moulds in ammonification
has been added. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. A description of the morphology and cultural characteristics of
only a few of the soil micro-organisms is given, whereas the usefulness of this book
would have been considerably enhanced had a concise but up-to-date description
of the distinctive features of such organisms as B. butyricus, B. megatheriztm and
varieties, B. mesentericus, B. mycoides, B. protezts and varieties, B. putrificus, B,
Welchii, B. sporogenes, and other micro-organisms less well known, been included
either in this section or elsewhere. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. The section on Milk and Milk Products might have been brought more up to
date by the incorporation of some of the work of Orla Jensen on theLactic Acid
Bacteria (published in English 1919) and by co-ordinating his work with the work
of others, e.g. the identity of S t y . cremoris (Jensen) the predominant type of the
so-called “ pure cultures ’’ for butter-making and Str. Zacticus (Kruse) should have
been pointed out, and the fermentation tests given by which this streptococcus
may be distinguished from Str. Zactis (Jensen) and other streptococci. The function
of his Tetracoccus Ziquefaciens in producing flavour in certain classes of cheese might
have been alluded to, and a description given of suitable media for the isolation
and study of micro-organisms of importance in dairy processes, such as whey agar
and calcium lactate broth, fat-agar emulsion, etc. g
Under the head-
ing “ Controlling Factors in Successful Canning,” instructive graphs showing
the influence of temperature, number of spores, and speed of rotation upon steril. ising time are given by Bigelow. This section includes also Compressed Yeast,
Bread, Vegetables preserved by fermentaion, Silage fermentation, etc. A good
account of recent work upon the distribution in nature and occurrence in canned
vegetables and other foods of B. botulinus has been given. In this section the sub-
ject of Microbial Food Poisoning is dealt with. As in most German literature, no
distinction is made between B. paratyphosus B, B. aertryche, and B. suipestifer, and
one finds reference only to B. paratyphosus, whereas the last two are distinguish-
able from the first by absorption of agglutinin tests and have quite a distinct
etiological connection, the symptoms of paratyphoid fever and of microbial food
poisoning being altogether different. No reference is made to the work of Savage,
The section on the Microbiology of Foods is full of interest. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. View Article Online View Article Online 141 REVIEWS and his recent work “ Food Poisoning and Food Infections ” (1920) is not included
amongst the references at the end of the chapter. American authors have an
unfortunate tendency to overlook English literature. and his recent work “ Food Poisoning and Food Infections ” (1920) is not included
amongst the references at the end of the chapter. American authors have an
unfortunate tendency to overlook English literature. y
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The section dealing with the Microbiology of Alcohol and Derived Products
(Div. VI.) is ably contributed by Bioletti ,and includes Wine, Beer, Cider and
Perry, Hydromel or Mead, Distilled Alcohol and Acetic Fermentation. y
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The Microbiology of Special Industries (Div. VIII.) is quite new, and includes
Acetone and Acetic Acid, Lactic Acid, Citric Acid, White Lead, Leather, Indigo
and Retting. A little more space might have been devoted to this interesting
section, and a fuller description given of the micro-organisms concerned. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. View Article Online 142 REVIEWS general arrangement, as well as the main bulk of the text, being unchanged, and
the actual volume being increased only from 103 to 113 pages. general arrangement, as well as the main bulk of the text, being unchanged, and
the actual volume being increased only from 103 to 113 pages. g
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The manner in which the subject matter is dealt with is attractive, and the
ok constitutes a connected and readable account of the diverse processes by which g
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The manner in which the subject matter is dealt with is attractive, and the
book constitutes a connected and readable account of the diverse processes by which
the fixation of nitrogen from the air is effected, and also of the fundamental
principles underlying these processes. Theory, indeed, occupies a predominant
position throughout the book, which is consequently of especial value to the more
advanced chemical student. In view of the great developments made in the fixation of nitrogen since 1914,
expansion of the treatment of certain portions of the subject would seem desirable. Moreover, the bibliography, although moderately complete, contains compara-
tively few references to the large amount of work published during the past few
years. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. y
The author is one of the few writers of chemical text-books who possess
the ability to express themselves in fluent and correct English, and he has
exercised care to avoid typographical errors. yp g
p
It is unfortunate that it has been found necessary to double the original price
of the book, but, even in this respect, the latter compares favourably with many
scientific publications of the present day. T. H. POPE. ably with man
T. H. POPE SYNTHETIC
TANNINS. By G. GRASSER Translated by F. G. A. ENNA
Pp. viii. +143. London: Crosby Lockwood. 1922. Price 12s. net. To the chemist this book is a valuable and useful collection of work on syn-
thetic tannins, but is of very little use to the purely practical leather man from a
works’ standpoint. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. p
g
g
“Division VIII.” on the Microbiology of Diseases of Man and Domestic
Animals covers 246 pages, and includes chapters on Channels of Infection, Immu-
nity and Susceptibility, Manufacture of Vaccines, Manufacture of Anti-sera, etc,
Control of Infectious Diseases (giving American Public Health Regulations), and
Microbial Diseases of Man and Domestic Animals. The last chapter of this section
gives a description of some 90 diseases and of their causative organisms (when
known) with cultural characters ; these descriptions are necessarily brief, but
exceptionally good. The fermentation tests for B. pullorurn should have been
given and contrasted with those for B. sanguinarium (not given), and the use of
bile salt agar for its isolation might have been indicated. Gordon and Hine’s
legumin-trypagar for the cultivation of the meningococcus and gonococcus should
certainly have been given, and Matthew’s trypsinised blood agar for B. influenzae. A table showing the cultural reactions of the Typhoid-Paratyphoid-Dysentery
group would be a useful addition to this section. g
p
Diseases of Plants some 20 and 30 diseases respectively are described with their
causative organisms. These two chapters are exceedingly interesting, and provide
in a concise form information with which one is least familiar, and at a loss to
find elsewhere. Under Nosema Disease of Bees, brief reference should have been
made to the Isle of Wight Bee Disease, so long associated with Nosema a+
and
the work of John Rennie, who showed that Tarsonema Woodi was the causative
par asit e . In the last two sections (9) Microbial Diseases of Insects and (10) Microbial p
Notwithstanding the criticisms which this review contains, Professor Marshall’s
book is certainly one of great value, and will be found very serviceable not merely
to students, as his modest claims in the preface almost imply, but to many advanced
workers also; for, if something is lacking in detail, it is abundantlymade up for in
scope. The book is singularly free from printers’ errors, the type is excellent and
the paper good. In spite of its 1043 pages it is a convenient and handy volume. y
D. R. WOOD FIXATION
OF ATMOSPHERIC
NITROGEN. By JOSEPH KNOX, D.Sc. 2nd Edition. This book is little more than a reprint of the 1st edition, published in 1914, the
London: Gurney & Jackson. 1921. Price 4s. net. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. After a comprehensive chapter on the synthesis of vegetable tannins, in-
cluding the recent work of Fischer and Frendenberg, the synthesis of tanning
matters, as distinct from vegetable tannins, is dealt with from the following
standpoints :-(
1) Aromatic Sulphonic Acids ; (2) Condensation of Phenols ; (3)
Condensation of Napthalene derivatives ; (4) Condensation of Anthracene ; and
and (5) Di-and-tri-phenylmethane
groups. A very interesting table is given, showing the relative behaviour of a large
number of organic substances towards gelatin hide powder and pelt respectively. The tanning effects of mixtures and natural products, e.g. phenolsulphonic acid
and formaldehyde, are briefly outlined. The usual chapter on tanning analysis follows, but is amplified by the addition
of useful results on the analysis of synthetic tannins (of great importance to the
leather trade chemist). Details are given of the manufacture of a number of the more important
synthetic tannins. With regard to their industrial production, ‘it is pointed out
that “ but few synthetic tannins are to-day of practical and commercial interest.”
The analysis of leathers containing Neradol C is briefly dealt with. E. D. MERRY. View Article Online View Article Online 143 REVIEWS THE POPULAR
CHEMICAL DICTIONARY. By C. T. KINGZETT,
F.I.C. Pp. viii +536,
London: Ballisre, Tyndall and Cox. with various figures in the text. 1922. Price 31s. net. The first edition of this work was reviewed in the ANALYST (1920, p. 158),
when certain inaccuracies were pointed out; most of these have been rectified in
the present enlarged edition. Although the inclusion of the word “Popular” in the title tends to disarm
acute criticism, it must be confessed that there is still much room for improvement. On the whole, inorganic materials appear to be accurately described, but unfortu-
nately the same cannot be said of organic materials, particularly so-called raw
materials. As an example, the article on rubber is a good instance, for, apart
from various inaccuracies, it appears to contain little that is necessary in a popular
treatise and much that is unnecessary. Although the botanical names of certain
rubber-yielding plants are quoted (some incorrectly), there is no clear statement that
the vast majority of the world’s supply is derived from cultivated Para rubber trees
(Hevea brasiliensis), introduced into Ceylon, Malay, etc., while part of the paragraph
on the vulcanisation of rubber is quite obsolete. The information on vegetable
oils is often inaccurate. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. For example, one frequently finds the statement that an
oil is “soluble in alcohol,” whereas unfortunately this is only accurate for castor
oil. Cotton seed oil is mentioned as being used as a lubricant, for which purpose
it is certainly not well suited; candle-nut oil (Alewitis moluccana for Aleurites,
a mistake surviving from the first edition) is not stated to be a drying oil. Palm oil
is said to be obtained by crushing the fermented fruits ; native oil-makers certainly
do frequently allow fruit to ferment, but the practice is not always employed
and is unnecessary, and, indeed, highly undesirable. Again, the specific gravity
of West African palm oil is given as 0.92-0.93, and this is followed by a statement
from a recent publication quoting 0.8586 and 04636 for West African and South
American oils respectively. Apparently the influence of temperature on specific
gravity determinations has been forgotten; in fact, only rarely is any temperature
quoted with specific gravity figures. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. There are a great many similar inaccuracies in the descriptions of raw products,
but the above instances are sufficient to shake one’s faith in all references to such
materials, and it is to be hoped that these will be carefully revised in the next
edition. RUSSELL G. PELLY. y
RUSSELL G. PELLY KELLY’S DIRECTORY
OF THE CHEMICAL INDUSTRIES. 15th Edition. Pp. xxxi
+856. London: Kelly’s Directories, Ltd. 1921. Price 30s. This useful work of reference was first published in 1869 under the title of
The Directory of Chemists and Druggists, and contained 488 pages. In 1919 it was
renamed the Directory of Chemical Industries, and contained 842 pages. In the
present edition a large number of additions and alterations has been made, and
the size has increased to 856 pages, and the book now covers every industry and
trade directly or indirectly connected with the production and sale of chemical
products in Great Britain and Ireland. Some years ago Mr. E. G. Clayton pointed View Article Online View Article Online 144 PUBLICATIONS RECEIVED out in his Memoir of Dr. A . H . Hassall (p. 40) that in the year 1850 there were no
names of analytical chemists in the Post Ofice Directory. In 1854 there were eleven,
in 1855 twenty, in 1857 twenty-four, and by 1877 the number had risen to fifty-
four. The present publishers have informed the writer that the number of entries
under the heading “Analysts” in the Post Ofice Directory was 25 in 1878, 24 in
1888, and 23 in 1922, so that, so far as this was an index, the number of practising
analytical chemists in London had kept fairly constant during the last 45 years. In this Chemical Directory, however, there are 198 entries under the heading of
Analytical Chemists. The work shows evidence of the same careful compilation
as the other directories issued by this firm, and the cut edges of the book are
coloured differently to facilitate reference. If we might suggest an improvement,
however, it would be a great advantage if the names of the various section headings
were printed at the top of each page. EDITOR. Published on 01 January 1922. Downloaded on 30/10/2014 04:18:29. g
EDITOR
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https://openalex.org/W2757678756
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The Story of Journalist Organizations in Czechoslovakia
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Media and communication
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Issue Issue
This article is part of the issue “Histories of Collaboration and Dissent: Journalists’ Associations Squeezed by Political System
Changes”, edited by Epp Lauk (University of Jyväskylä, Finland) and Kaarle Nordenstreng (University of Tampere, Finland). © 2017 by the authors; licensee Cogitatio (Lisbon, Portugal). This article is licensed under a Creative Commons Attribu-
tion 4.0 International License (CC BY). * Corresponding author Submitted: 15 May 2017 | Accepted: 23 August 2017 | Published: 27 September 2017 Abstract This article reviews the political history of Czechoslovakia as a vital part of the Soviet-dominated “Communist bloc” and its
repercussions for the journalist associations based in the country. Following an eventful history since 1918, Czechoslovakia
changed in 1948 from a liberal democracy into a Communist regime. This had significant consequences for journalists and
their national union and also for the International Organization of Journalists (IOJ), which had just established its head-
quarters in Prague. The second historical event to shake the political system was the “Prague Spring” of 1968 and its
aftermath among journalists and their unions. The third landmark was the “Velvet Revolution” of 1989, which played a
significant part in the fall of Communism in Central and Eastern Europe and led to the closing of the old Union of Journalists
in 1990, followed by the founding of a new Syndicate which refused to serve as the host of the IOJ. This led to a gradual
disintegration and the closing down of what in the 1980s was the world’s largest non-governmental organization in the
media field. The Story of Journalist Organizations in Czechoslovakia Markéta Ševčíková 1,* and Kaarle Nordenstreng 2 Markéta Ševčíková 1,* and Kaarle Nordenstreng 2 1 Independent Researcher, Prague, Czech Republic; E-Mail: sevcikova.m@post.cz
2 Faculty of Communication Sciences, University of Tampere, 33014 Tampere, Finland;
E-Mail: kaarle.nordenstreng@uta.fi Keywords y
Cold War; communism; Czechoslovakia; International Organization of Journalists; journalism; union of jo 1. Introduction The starting point of this article is a story about the rise
and fall of the IOJ—an international non-governmental
organization of journalists based in Czechoslovakia,
which had become an icon of the changing political land-
scape of the world since 1946. The same story has been
told in an anthology of the history of the international
movement of journalists (Nordernstreng, Björk, Beyers-
dorf, Høyer, & Lauk, 2016) and also in a monograph on
the IOJ (Nordenstreng, in press), but this was done with-
out covering the broader context of the political history
of Czechoslovakia. The present review aims to fill the gap
by first describing the key political turns in the history of
Czechoslovakia since World War I (Emmert, 2012). Media and Communication (ISSN: 2183–2439)
2017, Volume 5, Issue 3, Pages 95–102
DOI: 10.17645/mac.v5i3.1042 Article 2.1. Four Periods between 1918 and 1948 An extensive
print media developed, the press being primarily parti-
san, with a minority non-party press, tabloids and mag-
azines, and the new media of radio and film were evolv-
ing. Partial censorship existed and was carried out by the
Ministry of Interior. Publishers had to submit mandatory
copies to district authorities or police headquarters, who
had the right to withhold prints prior to their release, to
allow the issue only after a change or deletion of the
text or even confiscate the press (Končelík, Večeřa, &
Orság, 2010). Nevertheless, cultural openness and toler-
ance prevailed. vakia) and 30 September 1938 (signing of the Munich
Agreement). In 1918 Czechoslovakia ceased to be part of
the Austro–Hungarian Empire and became an indepen-
dent republic with a democratic polity based on the Con-
stitution. The country consisted of Bohemia, Moravia,
Silesia, Slovakia and Subcarpathian Ruthenia. The Repub-
lic was characteristically multi-ethnic and there were ini-
tially large social, cultural and economic differences be-
tween its individual regions. The internal unity of the
new state was challenged by the German ethnic minor-
ity living in the border regions and wishing to become
part of Germany, and the leftist labour movement, which
founded the Communist Party of Czechoslovakia (hence-
forward the CPC) in May 1924. In the short term, how-
ever, Czechoslovakia became a mature democratic re-
public with a broad spectrum of political parties, and
the republic advanced in leaps and bounds in the fields
of industry, trade, education and lifestyle. An extensive
print media developed, the press being primarily parti-
san, with a minority non-party press, tabloids and mag-
azines, and the new media of radio and film were evolv-
ing. Partial censorship existed and was carried out by the
Ministry of Interior. Publishers had to submit mandatory
copies to district authorities or police headquarters, who
had the right to withhold prints prior to their release, to
allow the issue only after a change or deletion of the
text or even confiscate the press (Končelík, Večeřa, &
Orság, 2010). Nevertheless, cultural openness and toler-
ance prevailed. Understandably, the Czech people did not accept the
occupation and resistance to it soon emerged. These
activities culminated in the assassination of the Reich-
sprotektor. Meanwhile, the government-in-exile, led by
Edvard Beneš, was established in London. 1 The political system of the Second Republic was simplified and there were only two main political parties: (1) an “official” right-wing Party of Na-
tional Unity (Strana národní jednoty) gathering together the Republican Party of Farmers and Peasants, Czechoslovak Traders’ Party, National Fascist
Community, Czechoslovak Christian Social Party, National People’s Party, and (2) in “loyal” opposition, the left-wing National Labour Party (Národní
strana práce). tional Unity (Strana národní jednoty) gathering together the Republican Party of Farmers and Peasants, Czechoslovak Traders Party, National Fascist
Community, Czechoslovak Christian Social Party, National People’s Party, and (2) in “loyal” opposition, the left-wing National Labour Party (Národní
strana práce).
2 The Prague uprising was an attempt by the Czech resistance to liberate the city of Prague from German occupying forces. It lasted from 5 May until 8
May 1945, ending in a ceasefire between the Czech resistance and the German army, which decided to leave Prague on the same day. Next morning,
the Red Army entered the nearly liberated city.
3 See an educational portal for teachers, students and pupils available on the internet http://www.moderni-dejiny.cz/clanek/kosicky-vladni-program-5-
4-1945
4 The National Committee (1945–1990; NC) was a part of the Czechoslovak state administration with formally elected bodies. The NC was divided ac-
cording to the place of operation—from the top level of the country, within regions, districts and towns to municipalities. It performed as an “extended
arm” of the CPC for the economy and whole society. 2.1. Four Periods between 1918 and 1948 2.1. Four Periods between 1918 and 1948 If we wish to understand the events which took place in
post-war Czechoslovakia, particularly in February 1948,
when the Communist Party took over political power in
the country, we need to go back another thirty years. Czechoslovak history divides the period between 1918
and 1948 into four main phases: the First Republic,
the Second Republic, the Protectorate of Bohemia and
Moravia and the Third Republic. The period of the First Republic is defined by two
dates: 28 October 1918 (birth of independent Czechoslo- Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 95 many effectively occupied the entire country. The Czech
president formally remained Head of the Protectorate,
along with the Protectorate’s Czech government. Never-
theless, the real power—with a brutal and totalitarian
Nazi regime—was held by a Reichsprotektor, who was
hand-picked by Adolf Hitler. This means that the Ger-
mans had the Czech economy, industrial and agricultural
production, transport, education and culture fully under
their control. The media were controlled by a Nazi infor-
mation monopoly and subjected to severe censorship. In
addition to the official media, illegal and media in-exile
were quickly established. The Czech population was sub-
jected to a programme of Germanisation. Citizens of Jew-
ish origin were deprived of their civil rights, persecuted
in various ways, including the confiscation of property,
and, starting in the autumn of 1941, were gradually phys-
ically eliminated. vakia) and 30 September 1938 (signing of the Munich
Agreement). In 1918 Czechoslovakia ceased to be part of
the Austro–Hungarian Empire and became an indepen-
dent republic with a democratic polity based on the Con-
stitution. The country consisted of Bohemia, Moravia,
Silesia, Slovakia and Subcarpathian Ruthenia. The Repub-
lic was characteristically multi-ethnic and there were ini-
tially large social, cultural and economic differences be-
tween its individual regions. The internal unity of the
new state was challenged by the German ethnic minor-
ity living in the border regions and wishing to become
part of Germany, and the leftist labour movement, which
founded the Communist Party of Czechoslovakia (hence-
forward the CPC) in May 1924. In the short term, how-
ever, Czechoslovakia became a mature democratic re-
public with a broad spectrum of political parties, and
the republic advanced in leaps and bounds in the fields
of industry, trade, education and lifestyle. 4 The National Committee (1945–1990; NC) was a part of the Czechoslovak state administration with formally elected bodies. The NC was divided ac-
cording to the place of operation—from the top level of the country, within regions, districts and towns to municipalities. It performed as an “extended
arm” of the CPC for the economy and whole society. 2.1. Four Periods between 1918 and 1948 Any expres-
sions of anti-Nazi feeling were brutally suppressed by the
occupiers—punished by death, imprisonment or deten-
tion in a concentration camp. Nevertheless, a number
of Czechs cooperated—collaborated—with the occupy-
ing regime during the Protectorate. However, the major-
ity of the population continued to oppose the Germans
(Emmert, 2012) and, on 5 May 1945, resistance to the
occupation developed into an armed Prague uprising,2
which ended on 8 May 1945 with the defeat of Germany. The next period of the Second Republic began with
the signing of the Munich Agreement and the creation of
the Protectorate of Bohemia and Moravia on 30 Septem-
ber 1938, lasting only until 15 March 1939. In this short
period, Czechoslovakia lost extensive border territories,
Slovakia, and Subcarpathian Ruthenia. Politically, the
country was subverted and the democratic principles of
the First Republic, organization and freedom were de-
stroyed. The Party of National Unity and the National
Labour Party became the only two political parties.1
Czechoslovak society perceived the Munich Agreement
as a defeat which threw it into disillusion and moral crisis. These facts were also reflected in the media, with the dis-
appearance of many periodicals and the intensification
of censorship. Finally, the fourth period from the May 1945 to Febru-
ary 1948 is called the Third Republic. The basic document
establishing the direction of Czechoslovakia after World
War II was the Košice Government Programme,3 which
introduced the first post-war Czechoslovak Government
heavily influenced by the USSR—the winner of the war. It was drawn up by the Moscow-based leadership of the
CPC and proclaimed the confiscation of property belong-
ing to Germans, Hungarians and Czech collaborators, the
punishment of collaborators, an equal relationship be-
tween Czechs and Slovaks, the establishment of National
Committees4 and fundamental changes in the economic
and social spheres, as well as the banning of the activi-
ties of right-wing political parties. Accordingly, it not only
dealt with the punishment of war criminals, traitors and
collaborators, but also led to the rejection of the First
Republic’s political and economic system. Some Czech The third period between 16 March 1939 and 8
May 1945 is known as the Protectorate of Bohemia and
Moravia. The territory of the Protectorate included prac-
tically all of the present-day Czech Republic, so Nazi Ger- Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 96 members of a 26-member government, on 20 February
1948. 2.1. Four Periods between 1918 and 1948 In the post-war atmosphere the liberalism and hu-
manism which characterized the First Republic were per-
ceived by the majority of society as the root of all evil,
which was to blame for the hardships of war, human
degradation and the total collapse of modern society. The central theme of the time was socialism, which was
also complemented by nationalism and Slavonic patrio-
tism. In May 1945 the Ministry of Information issued a
Decree forbidding the publication of any printed mate-
rial, with the exception of selected dailies issued by Na-
tional Front parties. Further permission to publish was
only granted to those organisations which could prove
that this was in the public interest. At this stage the CPC brought society under totali-
tarian control. The economy was based on the princi-
ple of central planning, and companies with more than
50 employees were nationalised. Under pressure from
Moscow, the CPC’s Central Committee began to take a
hard line against any criticism of the Communist system
or in favour of liberal thinking. There were a number of
fabricated political trials, forced labour camps were cre-
ated and the strict supervision of the censor covered not
only the field of culture, including the press, but also the
life of the Church. A counter-reaction to the situation was
a wave of emigration, during which a large community
of post-February 1948 emigrants founded publications
in exile. May 1951 saw the launch of Radio Free Europe
with regular broadcasts from Munich. In the Third Republic immediately after the war, the
Czechoslovak press was made up of three ideological-
political types: (1) the Communist press and periodi-
cals with Communist sympathies, (2) a democratic left-
wing press and (3) the non-Socialist press. Censorship
was not exercised, although the press laws dating back
to the First Republic provided for it. But the situation
changed in autumn 1947, when the Communists began
to perceive censorship as an indispensable instrument
of power. In December 1947 the Ministry of Informa-
tion created the Surveillance Department, which aimed
to monitor objectionable texts dealing with the national
economic plan, incitement against the Slavonic peoples
as well as deviation from the basic line in domestic and
foreign policy and matters connected to the defence of
the state (Kaplan & Tomášek, 1994). 2.1. Four Periods between 1918 and 1948 The CPC and groups sympathetic to it within indi-
vidual parties began to establish the National Front Ac-
tion Committees (NFAC), whose aim was to “cleanse” the
government and public life of all non-Communist politi-
cal forces. Two days later, the People’s Militia also came
into being, armed units consisting mostly of workers di-
rectly controlled by the CPC. Their main aim was the
defence of industrial enterprises and the intimidation
of their political (anti-Socialist) opponents. The conflict
continued on 24 February 1948 with an hour-long gen-
eral strike in support of the CPC’s requirements, and es-
calated on 25 February, when President Edvard Beneš
agreed to make changes in the government as suggested
by Klement Gottwald. historians view this part of Czechoslovak history in two
ways: either as a short period of freedom squeezed in be-
tween two dictatorships (Nazi and Communist) or as the
trappings of democracy leading to the Communist snare. (Drápala, 2000) In May 1946 Czechoslovakia held its first post-war
parliamentary elections. A limited number of parties par-
ticipated in the election. While the CPC won in the Czech
lands with more than 40% of the vote, the Democratic
Party won in Slovakia with 60% of the vote. In June 1946,
the pre-war leader Edvard Beneš was confirmed as Presi-
dent of the Republic, and he appointed a government led
byCPC chairman Klement Gottwald. InOctober1946, the
Czechoslovak National Assembly approved an economic
plan for the reconstruction of post-war Czechoslovakia. In 1947 the USSR began to create the Eastern bloc
by arrangements such as a peace treaty concluded with
Hungary and a friendship and mutual assistance treaty
concluded with Poland. At this time Czechoslovakia fol-
lowed Moscow’s “advice” to withdraw from the Marshall
Plan and to sign a trade agreement with the USSR. This is how Communists came to power in Czechoslo-
vakia—widely known as the “Communist coup”. In early
May, a new Constitution was approved, and the defini-
tive influence of the CPC in the country was formally con-
firmed on 30 May 1948 by the parliamentary elections. All the parties stood on a single list of candidates led by
the CPC and 89% of the electorate voted for them. 70%
of members of the National Assembly were Communists,
and the remaining members from other parties were pro-
Communist. Finally, in June 1948, Klement Gottwald be-
came the new President. 2.1. Four Periods between 1918 and 1948 After February 1948 the CPC began to introduce cen-
sorship which would apply not only to the periodical and
non-periodical press, radio, film and the early days of TV,
but also to exhibitions, libraries, local records, posters,
advertising leaflets, badges, labels and the like. In this
way, the media became closely intertwined with the sys-
tem of political power, while the limits of journalistic
freedom were defined by the National Front and self-
censorship (Končelík et al., 2010). The system of censor-
ship policed the flow of information both at home and
abroad. There was a ban on importing foreign newspa-
pers and magazines, press agencies were shut down, as
were cultural centres and information offices with their
headquarters in the West. The state security routinely
monitored correspondence sent from and to capitalist
countries and so on. In the coming years, everything that
did not suit the official ideas of the socialist press grad- 2.2. The Communist Takeover of 1948 A dramatic government crisis started in Prague on 13
February 1948 when personnel changes in favour of the
Communists were made in the National Security Corps. The response to the ever-increasing influence of the CPC
was the resignation of the non-Communist ministers, 12 97 Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 and replaced by Alexander Dubček, a reform Communist
from Slovakia. ually disappeared from the newspapers, while the cen-
sor intervened not only in matters of content, but also
of form, and tried to influence production, print run and
scope. In this way, the Communist regime gained a total
information monopoly. The motto of Dubček´s new political programme6
was “Socialism with a human face”. Although the Cze-
choslovak economy should still be based on state or
co-operative ownership, non-Communist parties, broad
public community and free elections should also be in-
volved in political power. Admission to leading positions
and universities should no longer be contingent upon
CPC membership. The reforms also abolished censorship
and an informal alliance developed between Dubček´s
leadership and journalists. Indeed, the media played a
crucial role in the Prague Spring (Končelík et al., 2010). Freedom of speech flourished and different associations
like the scout movement were restored. The Prague
Spring changes were supported throughout society and
had a considerable international response. However, in the early 1950s, a more moderate cul-
tural policy was promoted. The reason for this was not
only the fact the Soviet ideas of socialist art had proved
problematic, but it was also a response to the growing
conflict within the CPC itself (Knapík, 2006). The concept
of the “new course”5 opened up the possibility of liberal-
isation in Czechoslovakia’s cultural sphere between 1953
and 1956. After the death of Josef Stalin in 1953 and
the criticism by Nikita Khrushchev in 1956, the regime
began to look more kindly on some still-rejected person-
alities, less strict aesthetic criteria appeared, and even
some channels for contact with the West were intro-
duced. A new artistic generation began to take shape
that did not feel itself as bound to the dogmatic doctrines
of the late 1940s and early 1950s. While the Cold War
continued as an overall frame, it was possible to hope
for the promotion of liberalistic tendencies. 5 The “new course” (nový kurs) was proclaimed by the leadership of the CPC after the deaths of Stalin and Gottwald in 1953. Its result was a more be-
nign approach to the middle classes; forced collectivisation in villages was temporarily halted, auxiliary technical battalions were disbanded, political
trials were discontinued and the process of revising their outcomes began, etc. See http://www.edejiny.cz/obdobi-destalinizace-v-ceskoslovensku-1953-
%E2%80%93-1960
6 There were two main documents determining the Prague Spring: (1) Dubček´s CPC Action programme posted on 5 April 1968, related to the politics
and reform steps of CPC, and (2) the “Two thousand words” document written by Ludvík Vaculík together with leading Czech scientists, published on
27 July 1968. It was about the activation of the Czechoslovak public against the ever-evident pressure of the Soviet leadership against the reforms in
the country. The manifesto was signed by hundreds of public figures and more than 120,000 citizens, which led to the persecution of many people in
the period of normalization in the 1970s. 5 The “new course” (nový kurs) was proclaimed by the leadership of the CPC after the deaths of Stalin and Gottwald in 1953. Its result was a more be-
nign approach to the middle classes; forced collectivisation in villages was temporarily halted, auxiliary technical battalions were disbanded, political
trials were discontinued and the process of revising their outcomes began, etc. See http://www.edejiny.cz/obdobi-destalinizace-v-ceskoslovensku-1953-
%E2%80%93-1960
6 There were two main documents determining the Prague Spring: (1) Dubček´s CPC Action programme posted on 5 April 1968, related to the politics 2.2. The Communist Takeover of 1948 However, the Soviet Communist Party, together with
its sister parties in other Socialist countries, were afraid
of this revival process, and this fear led to the occupa-
tion of Czechoslovakia by Warsaw Pact military forces
on 21 August 1968. From September 1968 the so-called
Moscow Protocol was implemented in Czechoslovakia. The Czechoslovak population of course protested against
the occupation. The most radical act against the restora-
tion of the Communist dictatorship was that of Jan
Palach, a student of the Charles University, who burned
himself to death on 16 January 1969 at the Prague’s
Wenceslas Square. In April 1969 Gustáv Husák became
the first secretary of the Communist Party. Alexander
Dubček and his closest associates were soon removed
from public life and replaced by Soviet puppets. Every-
one who participated in the Prague Spring or disagreed
with the occupation was punished. Censorship was rein-
stated and thousands of books and films were banned. Many Czechs and Slovaks left the country. The pressure for reforms in the CPC and other as-
pects of everyday life increased after the mid-1960s. As
the reform supporters became increasingly recognized
in the CPC and public life, the liberal orientation in the
country and in the CPC gradually won the support of the
majority for a revised form of Communism. 6 There were two main documents determining the Prague Spring: (1) Dubček´s CPC Action programme posted on 5 April 1968, related to the politics
and reform steps of CPC, and (2) the “Two thousand words” document written by Ludvík Vaculík together with leading Czech scientists, published on
27 July 1968. It was about the activation of the Czechoslovak public against the ever-evident pressure of the Soviet leadership against the reforms in
the country. The manifesto was signed by hundreds of public figures and more than 120,000 citizens, which led to the persecution of many people in
the period of normalization in the 1970s. Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 March 1946. On that occasion it was also agreed that pro-
fessional matters should in future fall under the remit of
the Revolutionary Trade Union Movement.9 The CJU rep-
resented a community of altogether about 800 journal-
ists (Cebe, 2012). In 1947, following the Act on the Status
of Editors and Journalists’ Unions, two journalists’ unions
were formed, the Czech union (formerly CJU) and the Slo-
vak union, while above them an umbrella organization
was established, the Central Union of Czechoslovak Jour-
nalists (CUCSJ). In May 1947 the government passed the
Act on the Status of Editors and Journalists’ Unions.10 In
fact, the CJU and CUCSJ were more a tool of the regime
than a provider of benefits to journalists. 2.4. The Velvet Revolution of 1989 The resistance to the Communist regime began to in-
crease in the late 1980s, in connection with Mikhail Gor-
bachev’s rise to power in the USSR and policy of per-
estroika and glasnost. The CPC claimed to agree with
this Soviet reform policy, but this was rather lip service. Demonstrations of disagreement with the totalitarian
regime proliferated, but were also severely suppressed
by the security forces. The most important actions took place on (1) 28 Oc-
tober 1988, the 70th anniversary of the founding of the
Czechoslovak Republic, (2) 16 January 1989, the 20th an-
niversary of Jan Palach’s suicide, and (3) 29 June 1989,
the publication of “A Few Sentences”, a call by dissident
leaders for the release of political prisoners, open and
free discussion, including thorny historical issues, and
the end of censorship.7 The crucial event which precip-
itated the Velvet Revolution, happened on 17 Novem-
ber 1989 in the centre of Prague, when security po-
lice blocked and violently broke up a student procession
to commemorate the 50th anniversary of the Interna-
tional Day of Students. The fundamental response to this
armed intervention was the founding of the Civic Forum,
headed by Václav Havel, to begin a dialogue with the
Communist leaders. Massive demonstrations took place
throughout Czechoslovakia in support of the Civic Forum,
and university students went on strike. On this basis, the practice of journalism was tied
to compulsory membership of the CJU, which had dire
consequences for many journalists in the post-February
cleansing. After February 1948, there were dynamic po-
litical and social changes. 9 The Revolutionary Trade Union Movement Act was passed on 16 May 1946. In 1947, the decision was taken that the CJU should also fulfil the function
of a trade union. Divisional membership was voluntary; however, the CJU pointed out to its members that the CJU would not represent them in profes-
sional issues if they were not members of the Revolutionary Trade Union Movement. From 1 January 1948, the Agreement on the Entry of Journalists
into the Revolutionary Trade Union Movement came into force and after that date, the majority of journalists joined a trade union.
10 Act No. 101/1974 Coll. It stipulated, among other things, who could become an editor, laid down the rights and responsibilities of editors, including
the right of the Union to take disciplinary action against its members. Even in the CJU action com-
mittees were founded and only those journalists who
were willing to work with the newly-established regime
remained members of the Union. The others were ex-
cluded from their professional organization and thereby
lost all chances of working in the media. The NFAC forced
more than one hundred experienced journalists to leave
and consequently affected the Czechoslovak media for
decades. (Cebe, 2012) The new Communist Constitution of May 1948 had
two main consequences for journalists and their union. Firstly, although the new Constitution guaranteed free-
dom of expression and prohibited censorship, the CPC
consistently monitored all media production, making in-
dependent media in practice impossible. The journalist
became a mere instrument lacking any autonomy, pro-
viding information on only politically-approved interpre-
tations of events. The economy was only to be portrayed
as flourishing, accompanied by the people’s efforts to
build it up. In the same way, both sports and scientific
achievements were to be ascribed to the merits of the
new Communist regime. The most significant instrument
for controlling the media was, of course, the staffing pol-
icy, meaning that journalists were in constant fear of los-
ing their jobs. (Končelík et al., 2010) On 24 November 1989, the CPC’s secretary gen-
eral Ladislav Adamec and his entire central commit-
tee withdrew. The name of the state was changed to
Czecho-Slovak Federative Republic and the head of the
Federal assembly became Prague Spring leader Alexan-
der Dubček. On 29 December 1989 Václav Havel was
elected as the new President. During 1990 Czechoslo-
vakia became a federal republic and the transformation
of Czechoslovak society and its economic, social and
political life from Communist totalitarianism to liberal
democracy could begin after long 40 years. For more, see http://old.ustrcr.cz/en/milestones in recent czech history 1938 1989
8 The succession of changing union formations from 1946 to 1990: 1946–1947: Czech Journalists Union (CJU); 1947–1948: Czech Journalists Union
(CJU), Slovak Journalists Union (SJU), Central Union of Czechoslovak Journalists (CUCSJ); 1948–1968: National Union of Czechoslovak Journalists (UCSJ),
Union of Slovak Journalists (USJ); 1968–1972: Unions of Czech (UCJ) and Slovak (USJ) Journalists, Headquarters; 1972–1990: Czech Union of Journalists
(CUJ), Slovak Union of Journalists (SUJ), National Czechoslovak Union of Journalists (NCSUJ), 1990: The Syndicate of Journalists of the Czech Republic.
(Ševčíková, 2015). Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 7 For more, see http://old.ustrcr.cz/en/milestones-in-recent-czech-history-1938-1989 2.3. The Prague Spring of 1968 In 1968 the world was in turmoil, with the war in Viet-
nam, the civil rights movement in the USA and student
unrest throughout Europe, especially in France. It was a
unique year in post-war history, as 1848 had been a hun-
dred years earlier. And the “Prague Spring” became its
focal point. The Prague Spring was consequently brought to a
drastic end and replaced by a sweeping political pro-
cess called “Normalization” lasting for 20 years. Officially
Czechoslovakia was a faithful member of the Eastern
bloc, and the CPC bureaucratic apparatus was severely
controlling all aspects of life. Yet under the surface
there existed an underground culture, intellectual dis-
sent, samizdat and an exile literature. The CPC bureau-
cratic apparatus could no longer effectively control all
areas of society. The most significant manifestation of
the anti-Communist resistance was the publication of
Charter 77 with its civil movement established in January
1977, led by writer and later Czechoslovak President Vá-
clav Havel and the university professor Jan Patočka. For a short period, from January to August 1968,
there was a huge development among politicians, in-
tellectuals, students and ordinary public life spheres in
Czechoslovakia. The social and political criticism of the
system had been gradual and fundamental and was re-
flected in economy, central management, culture and
media. At the end of 1967 a crisis in the CPC itself
deepened and the party split into two groups: (1) con-
servatives, represented by Antonín Novotný, Czechoslo-
vak president and CPC first secretary, and (2) reform
Communists, who wanted to democratize the old poli-
tics. In January 1968 the big break happened, when An-
tonín Novotný was removed as first secretary of the CPC Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 98 3. The Journalists and Their Union 1946–1990 The constitutional statutes and principal reso-
lutions were approved unanimously, likewise the leader-
ship elected, with Archibald Kenyon of the UK continuing
as President and Vice Presidents coming from the USA,
USSR, France and Denmark. Hronek was unanimously
elected to the combined office of Secretary General and
Treasurer. But the site of the headquarters had to be put
to a vote, the majority supporting Prague, while a minor-
ity led by British and Americans voted for London. The new organizational model continued until Au-
gust 1968. Both the Headquarters and UCJ were under
the control of the Commission for the Preparation of the
II Congress of the UCJ, which soon overturned all the de-
cisions of the previous leadership and set up a cleansing
commission on the basis of which 479 journalists were
excluded from the Union and therefore also from their
profession between September 1968 to March 1970, fol-
lowed in 1972 by another 800 journalists. As of 1971 the whole union had a complete overhaul
in the line of normalization. In May 1972 a congress was
convened at which the Czech Union of Journalists (CUJ,
1972–1990), the Slovak Union of Journalists (SUJ, 1972–
1990) and the National Czechoslovak Union of Journalists
(NCSUJ, 1972–1990) were established. In less than a year after the Prague congress, by early
1948, the Cold War had broken out and a wave of po-
litical system changes in Central and Eastern Europe led
to a division of Europe into East and West, separated by
the “iron curtain”. The IOJ was part of this battleground,
becoming embroiled in Cold-War politics (Nordenstreng
et al., 2016). The post-war unity of professional journal-
ists was quickly replaced by distrust and antagonism be-
tween the capitalist West and the socialist East, exac-
erbated by political mobilization in both camps. Efforts
by the Czech Secretary General Hronek and the British
President Kenyon to hold the IOJ together were over-
ruled by orders from Cold-War strategists in London and
Washington, on the one hand, and the Soviet Communist
Party hardliners in Moscow, on the other (Nordenstreng,
in press). The big breakup of the NCSUJ took place at the turn
of 1989 and 1990, due to the political events of the Vel-
vet Revolution and the end of the Communist regime. Im-
mediately after 17 November 1989, a new management
of the CUJ, including the Bureau and its secretariat, was
elected. 3. The Journalists and Their Union 1946–1990 After World War II, there were naturally significant
changes in journalism as a profession. Before 1946 jour-
nalists were represented by the protectorate National
Union of Journalists (NUJ; see more on this in Cebe, 2017,
in this issue). The Czech Journalists’ Union (hencefor-
ward the CJU)8 came into being at a general meeting in Secondly, a new, integrated Union of Czechoslovak
Journalists (UCSJ; 1948–1972), headquartered in Prague,
was founded and, within it, the National Union of Slovak
Journalists, headquartered in Bratislava. The state, rather
than the UCSJ, made the decisions regarding its focus,
organizational structure or the exercise of the journal- Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 99 just after the post-war parliamentary elections, which
brought the Communists to power as the leading polit-
ical force (for details of the first IOJ congresses, see Nor-
denstreng & Kubka, 1988). ism as a profession and membership, meaning that the
organization toed the Communist party line throughout
its existence. From 1948, the CJU and UCSJ also served as the gate-
way to international organizations, above all to the IOJ. In
July 1968, following the events of the Prague Spring, the
UCSJ held a landmark congress. A new statute and sev-
eral resolutions were adopted in support of a new model
of Socialism (“with a human face”), democracy and free-
dom of the press, speech and information. The former
UCSJ was abolished and new Unions of Czech (UCJ, 1968–
1972) and Slovak (USJ, 1968–1972) Journalists, includ-
ing an umbrella organization (Headquarters, 1968–1972)
were formed. The provisional constitution was finalised and ap-
proved at the second IOJ congress held in Prague in June
1947 and attended by 208 delegates from 21 countries,
the UN and UNESCO. The CJU, led by Jiří Hronek, was re-
sponsible for organizing the congress and its patron was
President Edvard Beneš, who spoke at the opening cere-
mony, as did Jan Masaryk (Czechoslovak Minister of For-
eign Affairs) and Klement Gottwald (Prime Minister and
CPC Chairman). The same positive atmosphere prevailed at the sec-
ond congress in Prague as one year earlier in Copen-
hagen, although some tension about the impending di-
vision of the world could already be sensed. While the
host union was in the middle of structural and politi-
cal changes, the congress went smoothly in impressive
settings. 3. The Journalists and Their Union 1946–1990 At the same time, the new Bureau of the CUJ
convened a general meeting on 16 December 1989, at
which it was decided to create a new journalist organiza-
tion, with the form of a syndicate. The old Union (CUJ)
was dissolved at the extraordinary congress of the CUJ
on 6 January 1990, and the successor organization be-
came the Syndicate of Journalists of the Czech Republic,
as a voluntary, independent, non-political, professionally
united union of Czech and Moravian journalists. (Prouza,
1990) The new Syndicate refused to join the IOJ and in-
stead became member of the IFJ. The IOJ headquarters in Prague chose the Soviet
side of the political divide as swiftly as the Czechoslovak
Union was moved to the Socialist camp. These two pro-
cesses were parallel and obviously reflections of a com-
mon overall shift in global relations of power. 11 The Czechoslovak delegation to the Congress was represented by CJU Chairman Otakar Wünsch, Jiří Hronek, K. F. Zieris (CJU secretary) and Emil
Štefan (USJ). delegation to the Congress was represented by CJU Chairman Otakar Wünsch, Jiří Hronek, K. F. Zieris (CJU secretary) and Emil 4.1. Founding and Split In 1948–1949 the IOJ lost its West European and
North American members, except for left-leaning groups
of journalists there (mainly in France and Finland). The
third IOJ congress in Helsinki in 1950 confirmed the
change by changing the statutes in line with the Commu-
nist approach, the bulk of the membership in the Social-
ist countries of Central–Eastern Europe and newly inde- The IOJ was founded at the International Congress of
Journalists in June 1946 in Copenhagen, the capital of
Denmark, which had only recently been liberated from
Nazi occupation. The congress was attended by 165 dele-
gates11 from 21 countries. The post-war atmosphere was
one of joy and optimism. In Czechoslovakia, this came 100 Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 4.3. The Velvet Revolution pendent countries of the Third World, including Commu-
nist China. The Cold War world order began to crumble in late
1989, when first the Berlin Wall fell and then Prague was
shaken by the Velvet Revolution, followed by the fall of
Communism in Eastern Europe. Global geopolitics was
suddenly changed and the IOJ was challenged: its head-
quarters and operations in Prague came under sharp at-
tack from the rising political forces in Czechoslovakia,
and its local member Union—the legal base for its seat
in Prague—was closed down and replaced by a new Syn-
dicate which did not want to affiliate with the IOJ but
joined the IFJ. Moreover, other strong member unions
in former Socialist countries, notably the USSR, began to
lose political and material ground. The IOJ’s financial re-
sources were rapidly dwindling and activities in training,
publication, etc. were gradually discontinued. The IOJ had become one of the “democratic inter-
national organizations” closely associated with the USSR. The Western journalists’ associations established a new
International Federation of Journalists (IFJ) in Brussels in
1952—as part of the “Free West” countering the “Com-
munist East”. The Cold War politics led to the loss of the
IOJ’s affiliation with the UN and UNESCO, but it gained
new members in the developing countries of Africa, Asia
and Latin America. In 1966, its membership amounted
to 130,000 journalists in 108 countries, while the IFJ had
55,000 members in 31 countries. 4.2. The Prague Spring The IOJ continued to grow despite turmoil in its political
environment caused by the Prague Spring in 1968 and its
aftermath. The IOJ had its premises in the building of the
Czechoslovak Union UCSJ, and in August 1968 the whole
building was occupied by Warsaw pact forces. However,
the IOJ was soon allowed to return to its premises and
continued more or less as before, while the reformist
Czechoslovak Union was effectively replaced by a new
CJU (see above). Nevertheless, in 1991 the IOJ held its 11th congress
in Harare in fairly good shape, but by its 12th congress in
Amman in 1995 it was crippled by shrinking finances and
quarrelling leadership. After this, member unions one af-
ter another decided to join the IFJ, while most of them
also remained nominal members of the IOJ. By the end
of the 1990s the IOJ had in fact disappeared from the
scene, whereas the IFJ had grown into an organization
also representing the bulk of the earlier IOJ membership. Finally, in 2016, the last two IOJ presidents pronounced
the IOJ effectively dead (Nordenstreng, in press). Unlike in 1948, the IOJ did not dramatically follow the
system change implemented in the national union. Actu-
ally the IOJ activities, including the monthly publication
The Democratic Journalist, had since the 1950s remained
quite true to the “Moscow line”, with no symptoms of
the Prague Spring. By the 1970s the IOJ was firmly con-
solidated on the basis established in the late 1940s, now
increasingly dominated by an “anti-imperialist” orienta-
tion reflecting the concerns of the developing countries
and meeting the Soviet interests. The changing climate
of international relations was also instrumental to rein-
stating IOJ’s affiliation with the UN and UNESCO. 5. Conclusion In summary: (1) the system change in 1948 from lib-
eral democracy to Communism in Czechoslovakia imme-
diately involved journalists with their national associa-
tion, and the IOJ followed suit driven by the same devel-
opments among all the Soviet-dominated Eastern Euro-
pean member associations, while the Western members
withdrew without an organizational fight; (2) the system
instability of 1968 with an attempt to liberalize Commu-
nism hit the national association hard but did not extend
to the IOJ, which continued largely unchanged; (3) the
system change in 1989 caused an immediate upheaval in
the national association and the gradual disintegration
of the IOJ, again as a result of changes throughout the
Soviet block—a reverse process of 1948. Financial support for more and more activities
around the world came not only from the nominal mem-
bership fees but from public “solidarity lotteries” in
East European Socialist countries. Moreover, a peculiar
source for financing was invented by new Secretary Gen-
eral Jiří Kubka together with the Hungarian Treasurer
Norbert Siklósi: the IOJ was permitted, with the blessing
of the Communist Party, to establish commercial com-
panies in translation and conference services, publish-
ing, etc. This privilege made the IOJ quite rich, facili-
tating a large secretariat with a publishing house, train-
ing schools in European Socialist counties, regional cen-
tres on all developing continents and large conferences
around the world. The story of Czechoslovak journalist organizations
and the IOJ adds further evidence to the overall lesson
presented in Nordenstreng et al. (2016, p. 180): inter-
national journalists’ associations are invariably bound by
their political environments and to believe that journal-
ists and their associations can ever be completely apolit-
ical is a naïve illusion. However, the international move-
ment is not deterministically driven by politics alone;
it is also driven by professional interests with more or
less autonomy. The heyday of the IOJ was in the late 1980s, when
its membership reached 300,000. By this time its polit-
ical line had become much more open and broad, par-
ticularly by its active engagement in East–West détente
from 1973 on, leading gradually to contacts and even
cooperation with the IFJ in the 1980s (Nordenstreng
et al., 2016). 5. Conclusion This article has mostly concerned the political history
of Czechoslovakia, which already suggests another gen-
eral conclusion: in order to understand the relationship Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 101 Kaplan, K., & Tomášek, D. (1994). O cenzuře v
Československu v letech 1945–1956: studie [A
study of censorship in Czechoslovakia, 1945–1956]. Prague: Institute of Contemporary History of the
Academy of Sciences of the Czech Republic. which the media and journalists, including their associa-
tions, have to political system changes, it is vital to have
a profound knowledge of the history of the country in
question. All too often are changes in media and journal-
ists studied with a superficial understanding of the his-
torical context. Knapík, J. (2006). V zajetí moci: kulturní politika, její
systém a aktéři 1948–1956 [In capture of power:
Cultural policy, its system and actors 1948–1956]. Prague: Libri. References Cebe, J. (2012). Novinářská organizace v letech 1945–
1948 [Journalists organization 1945–1948] (Unpub-
lished Doctoral dissertation). Charles University,
Prague, Czech Republic. Nordenstreng, K., & Kubka, J. (1988). Useful recollec-
tions. Excursion into the history of the Interna-
tional Movement of Journalists. Part II. Prague: IOJ. Retrieved from https://books.google.fi/books?id=Bq
3SAwAAQBAJ&redir_esc=y Cebe, J. (2017). Cleansing among Czech journalists after
World War II and a comparison with the situation in
France and the Netherlands. Media and Communica-
tion, 5(3), 70–78. Prouza, J. (1990). Mimořádný sjezd Českého svazu nov-
inářů, Praha 6. ledna 1990, Palác kultury ve 13 hod. Stenografický záznam [Extraordinary Congress of the
CUJ, Prague, 6 January 1990, Palace of Culture, 1
P.M., stenographic record] Praha: ČSN. Drápala, M. (2000). Na ztracené vartě Západu: antolo-
gie české nesocialistické publicistiky z let 1945–1948
[The lost guard of the West: An anthology of Czech
non-Socialist journalism from 1945–1948]. Prague:
Prostor. Ševčíková, M. (2015). Mezinárodní organizace novinářů
(1946–1995) [International Organization of Jour-
nalists (1946–1995)] (Unpublished Doctoral Thesis). Charles University, Prague, Czech Republic. Emmert, F. (2012). Průvodce českými dějinami 20. století
[A guide to Czech history of the 20th century]. Brno:
Clio. Acknowledgments The authors wish to thank Isabel Stainsby and Virginia
Mattila for their assistance in checking the English of
this article. Končelík, J., Večeřa, P., & Orság, P. (2010). Dějiny českých
médií 20. století [A history of the Czech media of the
20th century]. Prague: Portál. Nordenstreng, K. (in press). The rise and fall of the
International Organization of Journalists based in
Czechoslovakia. Useful recollections part III. Prague:
Karolinum. The authors declare no conflict of interests. The authors declare no conflict of interests. Nordenstreng, K., Björk, U. J., Beyersdorf, F., Høyer, S., &
Lauk, E. (2016). A history of the International Move-
ment of Journalists: Professionalism versus politics. Houndmills: Palgrave Macmillan. Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102 About the Authors Markéta Ševčíková is an independent researcher in the field of media history from Prague, Czech Re-
public. Her research focuses mainly on Czechoslovak journalists and the International Organization
of Journalists. She studied at the Charles University, Faculty of Humanities and Faculty of Social Sci-
ences. She has worked as a media analyst, freelance editor and a PR specialist in commercial and
non-governmental organizations. Kaarle Nordenstreng is Professor Emeritus of Journalism and Mass Communication at the Univer-
sity of Tampere, Finland. He worked as a freelance journalist starting in the mid-1950s and served
as head of research in the Finnish Broadcasting Company in the late 1960s. His research has focused
on theories of communication and global media. He has been Vice President of the International As-
sociation for Mass Communication Research (IAMCR, 1972–1988) and President of the International
Organization of Journalists (IOJ, 1976–1990). For more, see http://www.uta.fi/cmt/en/contact/staff/
kaarlenordenstreng/index.html 102 Media and Communication, 2017, Volume 5, Issue 3, Pages 95–102
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Frequency Tolerances and Spurious Emission Limitations
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ROBERT T. WATSON, MEMBER, IEEE. AND WILLIAM A. LUTHER ROBERT T. WATSON, MEMBER, IEEE. AND WILLIAM A. LUTHER inate any unnecessary cost increase of a transmitter attribut-
able to the WARC-79 decisions. As different implementation
dates apply to both Tables, even to the point of having subsets
of dates in Table footnotes, those discussions will be given at
more descriptive places in this article. Absrracr-Appendices
7 and 8 of the WARC-79 Final Acts contain,
respectively; the Table of Transmitter Frequency Tolerances and the
Table of Maximum Permitted Spurious
Emission Power
Levels. Decisions taken at that Conference
on these two new Tables will
eventually touch transmitter manufacturers and users
everywhere. Frequency tolerances in most bands are tightened for new equipment
effective January 2, 1985. TV broadcast for system M (NTSC) from
29.7 to 2450 MHz and broadcasting in the 535 to 1606.5-kHz bands
remain the same. Earth and space‘services
were introduced in the
Table for the first time
with impact from 4 MHz on up to 40 GHz after
1985. Relatively tight frequency tolerances are
those for HF broad-
casting, single sideband (SSB), and pulse modulation above 10 GHz. Peak envelope power rather than mean power is shown generally for
SSB transmitters limits. The frequency tolerance
limits, again, did
not reach beyond 40 GHz. New spurious emission limits come into
effect on that same date for flew transmitters operating between 235
MHz and 17.7 .GHz; although radiodetermination and
emergency-
type transmitters are excluded. There is also a special exception for
spurious emissions of transmitters operating above 235 MHz where
transmitters feed a common antenna or where an antenna farm
exists
[see Note 10 of Appendix 81, Spurious emissions have
been sig-
nificantly redefined. It is suggested those concerned with such limits
be familiar with the new definition contained in RR 139 of Article 1 of
the Final Acts. ’ p
p
From the sequence of events leading to final votes on Ap-
pendices 7 and 8, the efforts of the International Radio Con-
sultative Committee (CCIR from French translation) with re-
spect to these tolerances and limits could
not be overstated. Special discussion is needed, and is included below, on impor-
tance of the CCIR to these technical discussions. CCIR Rec-
ommendations on these Tables were essentially adopted by the
WARC-79. JNTRODUCTION To understand how the frequency tolerances and spurious
emission limits evolved ‘from the WARC, it is important to
understand the CCIR process. In addition
to a continuing
review of these
values over
the intervening years between
Administrative Conferences, both in the countries of the ITU
Member Administrations and
at various CCIR
meetings, a
very extensive effort took place in connection with the Special
Preparatory Meeting (SPM) of the CCIR Study Groups. T
WO SUBJECTS considered by the World Administrative
Radio Conference (WARC-79), with broad impact on the
world’s
telecommunications
community,
are
frequency
tolerances and spurious
emission limits. Values for both, as
fixed by the Conference, eventually will apply to every trans-
mitter used by the International Telecommunication Union
(ITU) member nations ratifying their Final Acts, and
will
affect all transmitters manufactured in the world. T Pursuant to ITU Administrative Council Resolution
804
and commensurate CCIR Resolution 69, a special joint meet-
ing of CCIR Study Groups-known as the Special Prepara-
tory Meeting-was held in Geneva from October 23, to Novem-
ber 17, 1978, about 10 months
prior to commencement of
WARC-79. The purpose of the meeting was to prepare tech-
nical bases for the anticipated
World Administrative Radio
Conference. The terms of reference of the Special Preparatory
Meeting, in accordance with
the Resolution
804, were as
follows: A!though the Table of Transmitter Frequency Tolerances,
and the
Table of Maximum Permitted Spurious Emission
Power Levels are found in Appendices 7 and
8, of the Final
Acts of WARC-79, their authority
is actually drawn from
Article 5 (Nos. 304 and 306). Article 5 deals with general
technical characteristics
of stations in a succinct manner
that requires conformance to the two Tables. New and more strict
values of these tolerances and limits
become effective after 1985. They do not come into effect
along with most provisions of the Final Acts. Delegates to the
Conference recognized a potential economic impact with any
new Table value,
and consciously tried to minimize or elim- “To prepare a Report
providing technical bases for the
WARC-I9 and for the use of Administrations in prepar-
ing their proposals to that Conference. ROBERT T. WATSON, MEMBER, IEEE. AND WILLIAM A. LUTHER There is some doubt that an Administrative Con-
ference, such as the WARC, could have
appropriately con-
sidered, withm
the scheduled time, all of the technical and
economic aspects for the numerous individual standards rep-
resented by each of the tolerance and limit numbers in these
two Tables. W. ‘:,A. Luther is with the Engineering Division, Field Operation
Bureau, Federal Communications Commission, Washington, DC 20554. Manuscript received April 8, 1981; revised April 29, 1981. The
views expressed herein are those of the authors and do not necessarily
reflect either the views of the National Telecommunications and Infor-
mation Administration or of the Federal Communications Comission.
R. T, Watson is with the U.S. Department of Commerce, National
Telecommunications and Information Administration, Annapolis,
MD 21401.
W. ‘:,A. Luther is with the Engineering Division, Field Operation
Bureau, Federal Communications Commission, Washington, DC 20554. IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. COM-29, NO. 8, AUGUST 1981 1130 R. T, Watson is with the U.S. Department of Commerce, National
Telecommunications and Information Administration, Annapolis,
MD 21401.
‘ A
i
i Manuscript received April 8, 1981; revised April 29, 1981. The
views expressed herein are those of the authors and do not necessarily
reflect either the views of the National Telecommunications and Infor-
mation Administration or of the Federal Communications Comission.
N i
l IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. COM-29, NO. 8, AUGUST 1981 IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. COM-29, NO. 8, AUGUST 1981 SPM DISCUSSIONS-FREQUENCY TOLERANCES Over a hundred delegates were involved in discussions on
the relatively large number of frequency tolerance standards. Dr. Kaji of Japan was chosen as the Chairman of the overall
Technical Characteristics
Committee, including frequency
tolerances, and Mr. George of the Federal Republic ofGermany
was selected to chair specifically the Frequency Tolerances
subcommittee. A total of 11 official documents from Adminis-
trations were negotiated in the meeting, involving 87 Adminis-
trations. g
g) Safety-related functions of frequency tolerances. g
g) Safety-related functions of frequency toleranc WATSON AND LUTHER:
FREQUENCY
TOLERANCES
AND SPURIOUS EMISSION LIMITATIONS quebcy tolerances. In the case of some Administrations, not
only %e&
there multiple meetings prior
to the SPM seeking
tolerance contributions and agreements among the many
interested agencies, but advice was solicited from the indus-
trial community, as well as from the worldwide professional
society, IEEE. The IEEE consideration
also provided
an op-
portunity for the
academic community to participate. Taken
together, these inputs were utilized not only for the SPM and
the WARC, but are also expected to be for post-WARC imple-
mentation. Jished agenda of the WARC-79, but economics could not be
ignored in some cases. As far as frequency tolerances and spur-
ious emission limits were concerned, the full four meeting
weeks of the SPM were
required for all of the arguments. Subcommittees at SPM met practically every day on these sub
jects, with the offdays
devoted to evaluating results
of pre-
vious discussions
and preparing for the next
days’ sessions. By
comparison, the WARC-79 deliberations on these two subjects
took just a few days using the SPM Conclusions [l] as a pri-
mary reference for making decisions. Of course, from aboi&
the mid-point of the
WARC-79, meetings were being
held
seven days a week,
often taking up
to 15 h each day, some-
times longer. Time was precious at WARC-79, meaning that it
was important to use every available
expedient to maximum
advantage. The SPM Conclusions were one expedient used to
reach rapid decision. In the case of frequency tolerances,
only two of the several hundred values approved were modi-
fied from that determined by the
SPM. No changes
at all
were made by the WARC-79 to Table values of spurious emis-
sion limits determined
by the
SPM, although the
covered
spectrum range was
extended from 960 MHz to 17.7 GHz,
with limits applying only to certain services. Frequency Tolerances Approach consciously considered the following:
In deliberating values of frequency tolerance, the
SPM y
g
a) Appendix 3 of the existing Radio Regulations. pp
g
g
b) CCIR Report 181-2 concerning overall frequency toler-
ances. c) Specific CCIR Study Group 9 conclusions concerning
problems associated
with radio-relay frequency-controlling
systems (using a chain of repeaters where final repeater
fre-
quency variation perceived is an aggregate from all the indi-
vidual transmitters in a system). y
)
d) Individual Administrations’ proposals
associated with
sometime special concerns, relating
to national criteria
for
particular tolerances. pp y g
y
Most Administrations attending
the SPM realized the im-
portance attached to SPM Conclusions in the two highly tech-
nical areas of frequency tolerance and spurious limits. Conse-
quently, most prepared their proposals
on these subjects as
they would normally for an Administrative-type conference. This would explain why only very limited change occurred at
the WARC-79. It must be noted, however, that the SPM con-
sidered no implementation dates,
leaving that matter strictly
to the WARC. p
e) Ultimate values needed for operational or technical
reasons. f) Economic impact of any
change in value from that
existing. JNTRODUCTION This Report is to
be based on the texts
approved by the XIVth Plenary
Assembly of the CCIR as well as on new contributions
submitted by Administrations and other participants in
the work of the CCIR; the Report should be presented
in a form consistent with the various items of the Agenda
of the WARC-19.” The activities of the SPM were, for the most part, confined
to technical matters which would be
relevant to the estab- U.S. Government work not protected by U.S. copyright 1131 WATSON AND LUTHER:
FREQUENCY
TOLERANCES
AND SPURIOUS EMISSION LIMITATIONS Scope of Rationale and Quantities of Standards Scope of Rationale and Quantities of Standards In the approach taken to frequency tolerances, it was real-
ized that a great many numbers would need to be considered. The services, power levels, and types of modulation proposed
by one Administration alone comprised
close to 2000 indi-
vidual cases of frequency tolerance. Furthermore, in order
to
gain worldwide accaptance, each
value needed an adequate
technical foundation. To consider
the difficulty usually ex-
perienced reaching firm agreement
on even one standard,
corresponding to one tolerance number in this negotiation,
suggests the enormity of the challenge. The SPM considered proposals on a spectrum
basis, band
by band. The frequency tolerance for each station function,
power level, and operational state of
readiness was taken up
and discussed with a corresponding technical, sometimes
other, rationale. Consideration
was given to the spectral en-
vironment of the particular standard under discussion. Statio
receiving particular emphasis included Earth and space, radio-
determination, land mobile, maritime mobile, broadcast, eme
gency, and radionavigation. Within the station environment,
functional characteristics were discussed for each appropriate
standard including Doppler
shift, filter slope factors, channel
width requirements, multiplexed carriers, crystals, and oscilla-
tors. Frequencydetermining elements of a transmitter received
particular attention, particularly with respect
to temperature
variation, frequency/temperature
inversion points and high
slopes, sealed ovens, temperaturecompensated
oscillators,
aging, cumulative frequency errors in heterodyne systems,
statistical considerations, total translational error, and unin- gg
y
g
Special attention was given, not only to the primary tech-
nical aspects of spectrum utilization, but also to consideration
of the parallel CCIR concerns of operational questions and
future consequences as they might affect SPM recommenda-
tions to the WARC. Such consideration was to a large extent
directed toward the establishment, development, and improve
ment of telecommunications in new or
developing countries. This approach was utilized not only to satisfy the primary
stated purpose of the SPM, but also to facilitate ease of under-
standing by those WARC delegates not fully familiar with the
disciplines discussed. p
For these and other considerations that were carefully pre-
sented in the individual nation
input papers to the SPM, a
concentrated broad-scope effort backed up proposals for fre- telligibility due to frequency errors. All in all, technical corn-
ponent , equipment, system characteristics, and technical
feasibility were considered for each standard. Operational and
economic variation of
the technical characteristics then
was
discussed as appropriate. aids nor for the amateur
services. Scope of Rationale and Quantities of Standards It was deemed that these
matters could best be handled
by national regulations,
if
appropriate. Recognizing the continuing development of equipment and
systems, and their present tentative nature, no frequency toler-
ances were established for services operating above 40 GHz. The final, agreed Frequency Tolerance Table may be found
in the SPM Report, Chapter 8, entitled “Technical Character-
istics of Equipment and Emissions.” This chapter also contains
introductory comments for the
benefit of the
WARC dele-
gates. The
latter is presented here
to better summarize the
deliberations. No presently applicable
values of
frequency tolerance
change until at least 1985, if at all. These present values are all
contained in the first tolerance column of the Table contained
in Appendix 7 of the WARC-79 Final Acts
[2] . Tolerances
that do change, or become
effective on January 2,1985, are
only for
newly installed transmitters. Transmitters installed
through January 1, 1985 will retain present tolerances until
1990 or later, of
course, if no change is indicated. “In proposing frequency tolerance
values for trans-
mitters, the SPM has taken account of: (1) the need for efficient frequency spectrum utilization,
(2)
h
i
l
i
f
h
i (2) the operational requirements
of the various com-
munication systems, Band: 4 to 29.7 MHz Few other WARC agreements were reached in as short a
time. The most influential
WARC input document on fre-
quency tolerances was,
as indicated, the
SPM Conclusions. Other WARC input documents on frequency
tolerances in-
cluded the very few additions or exceptions submitted by the
participating Administrations. It was emphasized in
WARC
Committee that SPM Conclusions reflected future needs and,
therefore, did
not always correspond
to present equipment
specifications. Attention was drawn to the fact that in a few
cases, unsupportably loose tolerance
values proposed were
such that a corresponding actual frequency instability would
cause an emission to exceed the limits
established for its
channel. This was cited as leading to inefficient use of
the
radio frequency spectrum and a good reason to adopt the well-
considered SPM values. New separate listings were made under Fixed
Sta-
tions for
1) single-sideband and independent-side-
band emissions (recognizing the predominant modu-
lation types), 2) class FIB emissions, and 3) other
classes of emission. The Mobile Ship Station Class
A1 emission was changed from 200 ppm to 50 ppm. Space and Earth station values are new to the band
after 1985. Band: 29.7 to 100 MHz
For Fixed Stations, while power levels remain the
same at 200 W for the immediate future, these are
reduced to 50-W levels in 1985. Space and Earth
stations, after 1985, are new to the band. Band: 100 to 470 MHz
Land Stations classified as Base Stations have been
split into the
subbands of 100-235 MHz,
235-
401 MHz, and 401 470 MHz after 1985. The same
subbands are found after 1985 for
Land-Mobile
Stations. Also new in the band are Earth and space
stations. Frequency subdivisions were
introduced into the
Table
where necessary for some services, to clarify the presentation
of tolerances. The value quoted for a particular category was
normally for
the most important service in that category. Other important types of spectrum usage in the same category
required special consideration that was’contained in explana-
tory footnotes. In order to distinguish clearly between in-force
footnotes carried forward, and the newly proposed ones, the
latter were given numerical designations by the SPM to enable
a clearer understanding of change by WARC delegates. Band: 470 to 2450 MHz
Space and Earth station tolerances after 1985 are
the only changes. Band: 2450 MHz to 10 500 GHz
Again, post 1985, Earth and space station tolerances
take effect. WARC BAND-BY -BAND RESULTS-FREQUENCY
TOLERANCES (3) the technical feasibility
of achieving the standards
laid down against a background of environmental and
economic constraints, Analysis of significant decisions in the Frequency Tolerance
Table follows. This is done on a band basis, as the Final Acts
are arranged. (4) the basic differences between fixed and mobile sta-
tions, and especially hand-held equipment, necessitating
in some cases a relaxed value of tolerance for the mobile
stations, Band: 535 to 1606.5 kHz (1605 kHz in Region 2)
The upper limit had been 1605 for
all Regions. Some Administrations wanted
to raise the 10-Hz
tolerance for broadcast stations
to 20 Hz; it had
been 10 Hz for most of the
world with a 20-Hz
Note for the North American Regional Broadcasting
Agreement (NARBA) countries. The
NARBA ex-
ception was maintained. Band: 535 to 1606.5 kHz (1605 kHz in Region 2)
The upper limit had been 1605 for
all Regions. Some Administrations wanted
to raise the 10-Hz
tolerance for broadcast stations
to 20 Hz; it had
been 10 Hz for most of the
world with a 20-Hz
Note for the North American Regional Broadcasting
Agreement (NARBA) countries. The
NARBA ex-
ception was maintained. (5) the accumulation of frequency errors of individual
frequency sources in the
case of some multi-hop radio
relay systems necessitating some relaxation in the over-
all tolerance limits. (5) the accumulation of frequency errors of individual
frequency sources in the
case of some multi-hop radio
relay systems necessitating some relaxation in the over-
all tolerance limits. Due consideration was given also to existing CCIR texts,
where appropriate.” NEW TABLE FOOTNOTES Out of the many frequency tolerances decided, it isbelieve
that the Table has no unnecessarily tight tolerance areas. Gen-
erally, the tight tolerances
were required by operational or
interference considerations. It is recognized that some of these
may take special attention to meet. Based upon SPM Conclusions, the WARC introduced 23
new footnotes to the Table of
Frequency Tolerances. This
was in addition to the 13 qualifying notations in the current
Radio Regulations. The new ones are listed in Appendix 7 as
footnotes 1, 4, 5, 7, 8 , 10, 12, 13, 14, 15, 16, 19, 20, 21,
22,23,24,25,26,28,29,32, and 36. Based upon SPM Conclusions, the WARC introduced 23
new footnotes to the Table of
Frequency Tolerances. This
was in addition to the 13 qualifying notations in the current
Radio Regulations. The new ones are listed in Appendix 7 as
footnotes 1, 4, 5, 7, 8 , 10, 12, 13, 14, 15, 16, 19, 20, 21,
22 23 24 25 26 28 29 32 and 36 y
p
Three of
the areas having relatively tight tolerances
are
those of HF broadcasting, SSB emissions, and pulse modu-
lation above 10 GHz (above
10 GHz being inherently more
uncertain at this time). 22,23,24,25,26,28,29,32, and 36. . . WATSON AND LUTHER: FREQUENCY TOLERANCES AND SPURIOUS EMISSION LIMITATIONS and which receive their input from other television stations or which serve small isolated communities ,
For stations of 1 W (vision peak envelope power) or less this tolerance may be relaxed further to: 5 kHz in the band 100-470 MHz; 5 kHz in the band 100-470 MHz; ;
10 kHz in the band 470-960 MHz. ;
10 kHz in the band 470-960 MHz. (25) For trqnsmitters for system M (NTSC) the tolerance is 1000 Hz. However, for low-power transmitters using this system note (24) applies. (25) For trqnsmitters for system M (NTSC) the tolerance is 1000 Hz. However, for low-power transmitters using this system note (24) applies. (25) For trqnsmitters for system M (NTSC) the tolerance is 1000 H (25) For trqnsmitters for system M (NTSC) the tolerance is 1000 Hz. However, for low-power transmitters usin * All tolerances not indicated by hertz are in parts per million. * All tolerances not indicated by hertz are in parts per million. Band: 10.5 to 40 GHz
Tolerances in the Table have been extended after
1985 not only to space and Earth stations, but also
to broadcasting stations. the first time with impact from 4 MHz on up to 40 GHz after
1985. In the interim, power flux density limits tend to mini-
mize any interference that
might be caused by radiation of
frequency spectra over an extra broad channel
because of a
loose tolerance. * All tolerances not indicated by hertz are in parts per million. Band: 4 to 29.7 MHz No tolerance
values were
established for meteorological 1133 WATSON AND LUTHER: FREQUENCY TOLERANCES AND SPURIOUS EMISSION LIMITATIONS WATSON AND LUTHER: FREQUENCY TOLERANCES AND SPURIOUS EMISSION LIMITATIONS TABLE I
FREQUENCY TOLERANCE TABLE-BROADCASTING*
Present
Value
As of 1985 for New
(Until 1985 for
Transmitters
and
New Band
New:Transmitters)
After 1990 for All
, .. 9 to 535 kHz
10
Hz
535 to 1606.5 kHz
(1605 kHz in Region 2)
10
Hz
10
Hz (6)
i606.5 to 4000 HZ
(1605 kHz in Region 2)
4 to 29.7 MHz
29.7 to 100 MHz 4 50 W
(Other than TV) > 50 W
29.7 to 100 MHz 4 50 W
(TV Sound and Vision) > 50 W
100 to 470 MHz
(TV Sound and Vision) 4 100 W
(TV Sound and Vision) > 100 W
470 to 2450 MHz
(Other than TV)
470 to 960 MHz < 100 W
(TV Sound and Vision >lo0 W
in Band 470 to 960 MHz)
2450 to 10 500 MHz
10.5 to 40 GHz
20
15
50
20
100
1000 Hz
20
100
1000 Hz
100
100
1000 Hz
none
none
agi
10
Hz (15)
10
Hz (15) (21)
2000 Hz (23)
2000 Hz (23)
500 Hz (24) (25)
500 Hz (24) (25)
2000 Hz (23)
500 Hz (24) (25)
500 Hz (24) (25)
100
500 Hz (24) (25)
500 Hz (24) (25)
none
100 TABLE I
FREQUENCY TOLERANCE TABLE-BROADCASTING (6) In countries covered by the North American Regional Broadcasting Agreement (NAREA) tolerance of 20 H
(15) For A3E transmitters with carrier power of 10 kW or less the tolerance is 20 parts of 106 and 15 parts (23) For transmitters uf a mean power of 50 W or less operating at frequencies below 108 MHz, a tolerance of 3000 HZ applies. (24) In the faseof television stations of:
q
y
, 50 W (vision peak envelope power) or less in the band 29.7-100 MHz; (
p
p p
)
;
100 W (vision peak envelope power) or less in the band 100-960 MHz; ble to maintain this tolerance. For such stations, the tolerance is 2000 Hz. and which receive their input from other television stations or which serve small isolated communities, it may not, for operations reasons, be possi- ble to maintain this tolerance. For such stations, the tolerance is 2000 Hz. and which receive their input from other television stations or which serve small isolated communities, it may ble to maintain this tolerance. For such stations, the tolerance is 2000 Hz. HIGHLIGHTS-FREQUENCY TOLERANCES The limits of Appendix
17 and of Appendix Aer2 are
for unwanted
emissions, which of course, include
both the
outaf-band and the spurious. Taking a broad look at the 1979
WARC Frequency Toler-
ance Table, it may be stated that the state of the art in almost
every case comports with agreed tolerances, except perhaps
above 10.5 GHz. State of the art here
implies a worldwide
operationally and economically useful technical specification. Regarding the perceived impact on world users, these new
tolerances should provide a .significantly improved spectrum
efficiency in terms of a harmful interference-free environmen
Due to the economic, operational, and technical considera-
tions given, along with the somewhat politically oriented
WARC decisions, these tolerances will have wide
acceptance
and promote a broader use of telecommunications than could
have otherwise been possible. While costs resulting from the
tougher specifications may be somewhat higher to the more
developed nations, overall costs will be significantly lower than
would have been the case if only technical considerations had,
prevailed. HIGHLIGHTS-FREQUENCY TOLERANCES In going from the current tolerances to those to be phased
in after 1985, the range of values is from no change, tightening
down to around 5 percent
of the current values, depending
upon requirements of the service. To better understand the tighter broadcasting tolerances, a
listing of them is presented in Table I. g
p
Above 10.5 GHz, the tolerances are more tentative. This is
due to such factors as 1) less developed art in this band, 2 ) for
a given percentage of frequency tolerance to carrier frequency, p
q
Earth and space services were
introduced in the Table for 1134 IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. COM-29,
NO. 8, AUGUST
1981 a higher actual frequency variation results, and 3) higher costs
for the Same amount of power. In the 10.5 to 40CHz band,
three new classes of stations need to eventually comply with
tolerances while the existing two station types
also have
tightened values. Finally, it is noted that broadcasting comes
under some tolerance control
in 1985 in the highest band,
generally applicable to the Broadcast Satellite service. . cult than spurious emissions to either control or
measure
because of presence of the energy associated with the funda-
mental emission, energy that is usually about 99 percent of
all radio frequency energy produced by the transmitter. Out-
of-band emissions always exist when the fundamental fre-
quency radiation
is turned “on” with normal modulation. Their level is only dependent upon purity
of the oscillation,
linearity of the modulation process, and
response character-
istics of the final amplifier, subsequent
tuned filter, and
in
minor part, the antenna, none of which
are perfect. As they
are always found to one extent or another, account
is usu-
ally taken of them in the frequencyassignmerit process so that
no other special consideration by the system
user is needed,
unless adjacent channel interference is caused. In an effort to
limit adjacent channel interference, Article 5 of the Final
Acts addresses limits for outaf-band emissions’ as they are
promulgated in the Radio Regulations for specific
services
(by general or specialized administrative conferences). At
present, outaf-band emissions have specified maximum per-
mitted power levels only for transmitters of the
SSB radio-
telephony Maritime-Mobile service operating in the
MF and
HF bands,
as well as for transmitters
of the aeronautical-
mobile (route) service operating between 2.85 and 17.97
MHz. RR 305 of Article 5 refers to Appendices 17 and 27 Aer2 as well
as to limits that may be specified in CCIR Recommendations. FUTURE CONSIDERATIONS-FREQUENCY
TOLERANCES Spurious emissions, on the other hand,
have much greater
potential for causing interference to radiocommunications
systems, and so have received the greater attention. Spurs may
occur from a transmitter in literally any portion of the radio
frequency spectrum, often far removed from the fundamental
emission, and even sometimes with no predictable or calcul-
able mathematical relationship to the fundamental frequency. As far as future frequency tolerance efforts are concerned,
the WARC-79 issued Recommendation 69 which invited the
CCIR to pursue study in the following four areas: 1) to continue its study of frequency tolerances with
a
view to the reduction of the frequency
space required
for a given channel; The latter situation has been found when components of a
transmitter inadvertently form
a resonant circuit with some
coincidental feedback mechanism that
derives fundamental
transmitter energy and oscillates at whatever the incidental
resonant frequency happens to be. This particular occurrence
does not happen often, but has
been experienced. Radiated
levels of these and other spurious
emissions are relatively
simple to detect and measure with appropriate equipment such
as spectrum analyzers, good attenuators, and calibrated field-
strength meters. Given the propensity for some spurious
emissions tb cause interference anywhere in the spectrum, and
their relative importance, it is necessary for frequency mana-
gers to be aware of their potential. Happily, these do not ofte
exist to the point of creating interference. 2) to consider.whether or not in certain cases it is possible
to predict ultimate values of tolerances, which it would
not be necessary to make more stringent under currently
known conditions of operation and
to state what these
tolerance values might be; g
3) to report upon the
possibility of
achieving such ulti-
mate values of tolerances consistent with economic
and design requirements and other practical consider-
ations; 4) to indicate which, if any, of the tolerances specified in
Appendix 7 have already attained these ultimate values. WARC-79 SPURIOUS LIMITS Only a short time
was needed to adopt within the Final
Acts, the Conclusions of the SPM on spurious limits,notwith-
standing ten formal submissions from Administrations on the
subject having a range of variations. It was, however, discus-
sion on adding to the SPM frequency range for limits, that led
to spirited interchange. Fortunately, the WARC was able to
agree upon spurious emission limits that carry up to 17.7 GHz,
although exclusion was provided for several significant uses. It
was clear that insufficient data were available to find appropri-
ate limits for the important space services, and systems usually
found above 10 GHz using digital modulation. The Conference
delegates readily agreed that these unresolved matters required
immediate attention and that study should be undertaken of
them, especially of space’services, on an urgent basis. Of all the types of spurious emissions encountered, by far
the ones found most
often, and which are cause for greatest
concern, are harmonics and third-order intermodulation pro-
ducts. In the experiences of the authors, these two types of
undesirable emissions
together account for nine out of ten
cases of spurious
emission interference to radiocommunica-
tion services. SPURIOUS EMISSION LIMITATIONS To put spurious
emission limitations into perspective, it
must be ‘realized
that these
emissions are only half of the
story. The general category of unwanted
emissions is com-
prised of two basic subparts, spurious
emissions and’out-of-
b a d emissions. Article 5 of the
WARC-79 Final Acts states
that every effort should be made to keep unwanted emissions
at the
lowest values ‘which the state of the technique (for
doing so) and the nature of the (transmitter) service permit. Spurious emissions were redefined at the WARC-79 based
upon previous work of the CCIR. They include patticularly
harmonic emissions, parasitic emissions, intermodulation
products, and frequencyconversion products, none
of which
occur, by definition, immediately outside the transmitted
necessary bandwidth as a result of the modulation process. It would be possible, however, for a spurious emission to re-
sult from a parasitic oscillation, or from a thirdarder inter-
modulation product, and be
sufficiently close to the nec- Outaf-band emissions are those resulting from the modu-
lation process and which are found immediately outside the
transmitted necessary bandwidth. They would include both
transmitter noise and modulation splatter
closely associated
with the fundamental radiation. These are much more diffi- 1135 WATSON AND
LUTHER:
FREQUENCY
TOLERANCES
AND
SPURIOUS
EMISSION
LIMITATIONS that all the significant spurious einission limits would be in-
cluded in the measurement equipment bandwidth. essary bandwidth that it might
mingle or be confused with
otherwise ordinary out-of-band emissions. This situation does
not occur often at all, so it is not a significant problemto
worry about distinguishing between outofhand emissions and
spurious emissions. q
p
The final, agreed Table of Maximum Permissible Levels of
Spurious Emissions will be found in the SPM Report, Chapter
8, immediately following Frequency Tolerances. Other, related
technical guidance was provided to the WARC, excluding as
before, any mention
of implementation dates, considered to
be ex6lhsively the domain of the forthcoming Administrative
Conference. Spurious emissions have
specified, maximum permitted
power levels in all radio Services (except radiodetermination)
operating with fundamental radiation
up to 960 MHz (after
the implementation schedule of Appendix
8-only up to 235
MHz at present). Frequencies
above 960 MHz, up to 17.7
GHz, are included in the future but exceptions
are made in
this band for systems using digital modulation, space services,
again the radiodetermination service, and certain transmitters
intended for use in emergency situations where the object
is
to attract aid, whatever the means. SPM DISCUSSIONS-SPURIOUS LIMITS A fewer number of SPM delegates were involved in spurious
limit working groups than for frequency tolerances, and dis-
cussions took substantially less time because there were fewer
values to consider. It is significant, however, to realize that all
of the SPM Conclusions in this matter were adopted at WARC-
79, without change to limits, much like occurred for the fre-
quency tolerance values. W. Kilpatrick of the USA headed the
Spurious Limits ’Working Group. A comparable number
of
input documents from Administrations
were negotiated, ulti-
mately involving the 87 countries, and including ITU recog-
nized private operating agencies, international organizations,
and scientific groups. p
y
p
g
In the case of spurious
emission limits below 235 MHz,
there was no tightening by WARC-79 of the basic values al-
ready existing. In fact, effective in 1985, under Note 9 of the
Spurious Emission Table
(Appendix 8 of the
Final Acts),
Administrations may
move from a 1- to a 10-mW level
for spurious emissions of transmitters operating in the
range
30-235 MHz with mean
power over
25 W, unless harmful
interference is caused by the lessened restriction. Furthermore,
considering the types of
power levels of typical frequency
modulated maritime-mobile radiotelephone transmitters
oper-
ating above 30 MHz, the general absence of related serious
interference cases, and the complicating
special requirements
of Note 5 to Appendix 8 (Spurious Limits) for such trans-
mitters, the WARC-79 took the conscious decision to delete
Note 5 at the end of 1984. It would be possible, of course, for
the 1982 Mobile WARC to reconsider this action in Appendix
17, if believed necessary at that time. With this relaxation of
the limits (deletion of Note
5), basically all communications
transmitters operated up
to 960 MHz will have
the same re-
quirements, regardless of the service in which they are used. Agreements on spurious emission limits were easily achieved,
except above 960 MHz. Protracted discussions ensued and it
became impossible for the SPM to reach any conclusion in the
following two important areas: a) above 960 MHz in any service
b) the bandwidth in which a spurious emission is measured,
except that the
measuring equipment should have a band-
width “. . . sufficiently wide to accept all significant com-
ponents . . Spectrum Allocations Above 40 GHz
WEST E. KATZENSTEIN, ROBERT P. MOORE, AND HAROLD G. KIMBALL (WARC-79) revised the International Table of Frequency Al-
locations to reflect increased interest
and activity in this
spectrum. WARC-79 was
the first conference
since 1959
which was competent to treat the region above 40 GHz. The
objectives of the new Table above 40 GHz were to represent
all potential users and to provide guidance and protection for
development. Propagation phenomena played a major role in
the definition and assignment of bands, and the desire to pro-
vide flexibility (e.g., adding Fixed and
Mobile) was
also
important. This latter aspect is reflected in the high degree of
band-sharing which is embodied in the new Table. Increased
usage above 40 GHz will provide unique challenges to the spec-
trum manager and will likely reveal opportunities for more
efficient use of the spectrum in the future. Absrrocr-The
1979 World Administrative Radio Conference
(WARC-79) significantly revised the International Table of Frequency
Allocations above 40 GHz to reflect a, high level of interest and activi
in this portipn of the spectrum., The
new Table of Allocations was
created with the
objectives of stimulating development
of this
spectrum resource by prqviding guidance,and protection to users and
of providing each potential user bands
in all parts of the Spectrum
suitable to his charter. Thus propagation phenomena played a major
role ini defining the new table-as, did the desire of some Admin-
istrations to add services such as Fixed and Mobile. This paper discusses the approach used in creating.the new table,
summarizes the allocations, discusses some bands of special interest,
indicates’how future refinement of the table will likely
occur, and
addresses the challenge presented
to the frequency manager by this
part of the spectrum. FUTURE CONSIDERATIONS-SPURIOUS LIMITS The WARC-79 recognized the need to continue examining
transmitter spurious
emission levels in a number of areas,
especially where agreements
could not be reached. As the
CCIR is the mechanism for conducting technical studies be-
tween ITU Administrative
Conferences,,Recommendation 66
of the Final Acts was specially addressed to that organization. Four specific areas of
study were established by WARC-79
with the intent of eventually having appropriate recommenda-
tions for consideration at future Administrative Conferences: The WARC-79 recognized the need to continue examining
transmitter spurious
emission levels in a number of areas,
especially where agreements
could not be reached. As the
CCIR is the mechanism for conducting technical studies be-
tween ITU Administrative
Conferences,,Recommendation 66
of the Final Acts was specially addressed to that organization. IEEE TRANSACTIONS
ON
COMMUNICATIONS,
VOL. COM-2‘
NO.
8, AUGUST 1981 IEEE TRANSACTIONS
ON
COMMUNICATIONS,
VOL. COM-2‘
NO. 8, AUGUST 1981 a) Spurious emissions from space services transmissions. a) Spurious emissions from space services transmissions. a) Spurious emissions from space services transmissions. quency Tolerance Table. However,
because providing greater
spurious emission suppression involves much more than
changing a component, as for example, a crystal oscillator in
the case of frequency tolerances, the Conference determined
that a decade and a half would be needed for any new spurious
emission limits. A final, applicable date of January 1
, 1994
was determined, effectively applying to transmitters operating
only between 235 MHz and 17.7 GHz. p
p
b) Spurious emission levels in all frequency bands in gen-
eral, emphasizing those frequency bands, services, and modula-
tion techniques not presently covered. q
p
y
c) Measurement techniques for spurious emissions, includ-
ing the determination of reference levels for wide-bid trans-
missions as well as the applicability of reference measurement
bandwidths. d) Categorizing of emissions (of
any type) in terms of
“mean power”
to facilitate the interpretation and
measure-
ment of “mean power” as it applies to the various classes of
emissions. REFERENCES [ I ] CCIR, “Technical
bases for the World Administrative Radio
Conference 1979,”
Report of the Joint Meeting
of CCIR Study
Groups Special Preparatory Meeting
for the WARC-79, Interna-
tional Radio Consultative Committee,
International Telecommu-
nication Union, Geneva, Switzerland, 1978. p
y
g
Four specific areas of
study were established by WARC-79
with the intent of eventually having appropriate recommenda-
tions for consideration at future Administrative Conferences: ,
,
,
[2] ITU, “Final Acts of the World Administrative Radio
Conference,
Geneva, 1979,” International Telecommunication Union,
Geneva,
Switzerland, 1980. Manuscript received December 1980. Ce te , C
a
a e,C
93555
H. G. Kimball is with the Communications and Data Systems
Di-
Washingtoh, DC 20546.
vision, Office of Space Tracking and Data Systems, NASA Headquarters, a usc pt ece ved
ece be
980
Center, China Lake, CA 93555.
W. E. Katzenstein and R. P. Moore are with
the Naval Weapons Manuscript received December 1980.
Center, China Lake, CA 93555.
W. E. Katzenstein and R. P. Moore are with
the Naval Weapons
H. G. Kimball is with the Communications and Data Systems
Di-
Washingtoh, DC 20546.
vision, Office of Space Tracking and Data Systems, NASA Headquarters, SPM DISCUSSIONS-SPURIOUS LIMITS ..” a) above 960 MHz in any service
b) the bandwidth in which a spurious emission is measured,
except that the
measuring equipment should have a band-
width “. . . sufficiently wide to accept all significant com-
ponents . . ..” Limits are newly applied, of course, for most transmitters
operating between 235 and 960 MHz. These are effective for
transmitters installed after January
1, 1985, and to all trans-
mitters, regardless of installation date, after January 1, 1994. Exclusion is provided by Note 10 where more than one trans-
mitter feeds a common
antenna, or at
an “antenna farm,’’
where it is difficult to realize the limits when intermodulation
products result from induced
RF voltages, because
trans-
mitters are so close to one another. In any event, it is clear
from the WARC-79 Final Acts that spurious emission power
should be kept as low as practicable, not only in this one case,
but in all cases, and on all frequencies. Inability to establish limits above 960 MHz was a result of
“last minute” data
provided from FixedSatellite
service
interests that indicated existing satellite technology could not
achieve a third-order intermodulation reduction
of 30 dB,
throwing into question the entire matter of spurious emission
limits for space services in the microwave frequency range, i.e .,
about above 1 GHz. Measurement bandwidths were discussed
in terms of how to measure wide-band
emissions. As it was
generally conceded that widehand emissions do not especially
occur below 960 MHz (the highest frequency where
SPM
agreement on limits
was possible), the discussions on how to
make measurements were concluded with the understanding The first
conversion date of January
2, 1985 found by
WARC-79 is exactly the same first new date under the Fre- 1136 11. SUMMARY OF SPECTRUM ALLOCATIONS ABOVE
40 GHz U
SE OF THE REGION of the electromagnetic spectrum
above 40 GHz represents both a large expansion in spec-
trum resources and
the development
of new
capabilities
[I]. The 1979
World Administrative Radio Conference U Table I summarizes the allocations above 40 GHz. The total
width of the spectrum
allocated (235 GHz) indicates the ex-
tent of this
new spectium resource made
accessible by ail-
vances in the state of the art of telecommunications equip-
ments. There are some striking differences between
the ap-
proach to allocation above and below 40 GHz [2]. For ex-
ample, there are no bands allocated exclusively. This reflects U S . Government work not protected by US. copyright
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https://openalex.org/W2272263698
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https://bmcpublichealth.biomedcentral.com/counter/pdf/10.1186/s12889-016-2802-x
|
English
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Predictors of residential stability among homeless young adults: a cohort study
|
BMC public health
| 2,015
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cc-by
| 6,179
|
Abstract Background: Homelessness episodes have been shown to be associated with serious health outcomes among
youth. This study was undertaken to estimate the probability of reaching residential stability over time and to
identify predictors of residential stability among homeless young adults aged 18 to 25 years. Methods: A prospective cohort study was carried out in Montréal, Canada, between April 5th 2006 and January 21th
2009. Interviews conducted every three months included questions on life conditions and social and mental health
factors that are known to influence residential trajectories. Residential status was determined, starting on the first
day after recruitment; each follow-up day was classified as a homeless day or a housed day. A period of 90 days
was used to define residential stability; therefore the main study outcome was the occurrence of the first
consecutive 90 housed days during the follow-up period. Kaplan-Meier and Cox proportional-hazards regression
analyses were conducted. Results: Of the 359 participants, 284 reached 90 days of residential stability over the study period, representing an
annual probability of 80.5 %. In multivariate analysis, youth who had a high school degree, had a formal sector
activity, and those who had sought psychological help were more likely to reach residential stability. Being a man,
injecting substances, and having an informal sector activity were associated with a decreased probability to reach
residential stability. Conclusion: Exposure to factors related to opportunities that promote social integration increases the chance of
reaching residential stability. On the other hand, factors related to high level of street entrenchment seem to
interfere with stabilization. Maximum efforts should be made to prevent chronic homelessness among youth,
targeting not only individual impairments but also hinging on services adapted to foster social connections
among the youth. Keywords: Homelessness, Youth, Residential stability, Housing, Cohort Studies have shown that street youth experience major
residential transitions over relatively short time periods,
alternating between lack of any housing, extremely pre-
carious housing, and stable and autonomous housing
[2–4]. Homelessness is a dynamic phenomenon; thus
longitudinal designs are of paramount importance when
studying the course of housing and its determinants [5]. Yet, only a few longitudinal studies have allowed quanti-
tative examination of residential trajectories of homeless
youth either adolescents or young adults [6–13]. Of
these, five included adolescents [7–11] and two [7, 10]
focused specifically on newly homeless youth. Although
undoubtedly valuable, those studies do not specifically
consider the situation of young adults. © 2016 Roy et al. 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. * Correspondence: Elise.Roy@usherbrooke.ca
1Addiction Research and Study Program, Faculty of Medicine and Health
Sciences, Université de Sherbrooke, 150, Place Charles-Le Moyne, room 200,
Longueuil, QC J4K 0A8, Canada
Full list of author information is available at the end of the article Abstract Indeed the course Roy et al. BMC Public Health (2016) 16:131
DOI 10.1186/s12889-016-2802-x Roy et al. BMC Public Health (2016) 16:131
DOI 10.1186/s12889-016-2802-x Background
l Homelessness has deleterious effects on the develop-
ment and health of youth. Precarious living conditions,
hostile social environments, poor access to services, even
just the struggle of day-to-day street survival are some
of the main factors that significantly contribute to those
effects. As a result, there is an increased risk of death:
reported standardized mortality ratios show that mortal-
ity rates for homeless youth are 2.7 to 37.3 times higher
than for other young people [1]. * Correspondence: Elise.Roy@usherbrooke.ca
1Addiction Research and Study Program, Faculty of Medicine and Health
Sciences, Université de Sherbrooke, 150, Place Charles-Le Moyne, room 200,
Longueuil, QC J4K 0A8, Canada
Full list of author information is available at the end of the article Roy et al. BMC Public Health (2016) 16:131 Page 2 of 8 Page 2 of 8 on the “Life History Calendar” technique [16] and the
residential follow-back calendar [17, 18] was used to
document the main outcome of this study. Residential
status was assessed day-by-day for the whole period
since the previous interview (or during the 3 months
prior to the intake interview). To help participants re-
member their housing status by situating them in time,
the interview started with questions about recent signifi-
cant life events. Participants were asked if they had ex-
perienced any of 33 positive or negative life events. This
information was then noted on a calendar and used to
guide the interview documenting the participant’s sleep-
ing arrangements and locations on a daily basis for the
whole time period. Based on this information, residential
status was determined for each follow-up day, starting
on the first day after recruitment (referred to as Day 1). Each follow-up day was classified as a homeless day or a
housed day, the latter corresponding to the following sit-
uations: the youth resided (1) in his or her own home;
(2) in his or her partner’s home or with his or her parents
or with relatives, friends, acquaintances, or families of
friends without the reason being a need for temporary as-
sistance; (3) in housing resources (excluding emergency or
short-term shelters); (4) in a campground, hotel or motel
(not as an emergency measure); or (5) in a place where a
person works and lives (e.g., farm, fairground). Methods Between April 2006 and May 2007, study interviewers
recruited participants through regular visits to all major
street youth agencies in Montréal, Canada. As in our
previous studies [1], youth were considered street-
involved if they had used the services of Montréal street
youth agencies at least three times in the previous year
or had been without a place to sleep more than once
during the same period. Only street youth who had ex-
perienced at least one 24-h episode of homelessness in
the previous 30 days were eligible for this study. Such epi-
sode was defined as having spent at least one night in a
place unfit for human habitation or having been housed
temporarily in an emergency shelter or with friends or ac-
quaintances. Other eligibility criteria included being 18 to
25 years of age, speaking French or English, being able to
provide informed consent and to complete an interviewer-
administered questionnaire, and planning to stay in the
Montréal area for the following year. As for exposure variables, we focused on life condi-
tions and social and mental health factors that are
known to influence residential trajectories among home-
less people [3–5, 20]. Each interview included questions
about socio-demographic variables, previous homeless-
ness experience, use of formal resources to get off the
street, involvement in formal and informal sectors of ac-
tivity, experience with the justice system, personal social
network, psychological distress, suicidal thoughts and
attempts, and markers of intensive drug use including
experience of drug overdose and injection drug use. Substance use disorders and other mental health diagno-
ses were measured only at baseline. g y
The initial interview included signing a consent form and
providing contact information. Six follow-up interviews
took place every three months until January 2009. Detailed
contact information was updated at each interview and
thorough follow-up procedures were used. Participants
received financial compensation (CAD $30) for each
interview. This study was conducted with the approval
of the Comité d’éthique de la recherche en santé chez
l’humain du Centre Hospitalier Universitaire de Sherbrooke
et de l’Université de Sherbrooke and conformed to the
principles embodied in the Declaration of Helsinki. Formal sector activity was defined as having at least
one source of income among the following during the
last 3 months: full-time job, part-time job, occasional
jobs, having a welfare cheque or unemployment cheque,
and loans and grants from government sources. Methods Informal
sector activities included sources of income from family
or friends, prostitution, procuring (pimping), sale of Background
l Youth
spending a day in transitional facilities such as a police
station, jail, prison, correctional halfway house, hospital,
detoxification or rehabilitation center, or other similar re-
sources were considered as housed on these days if these
stays had been preceded by housed days; otherwise, these
days were considered as homeless days. Further details
about our research methodology and study instruments
have been previously described [19]. of homelessness among young adults remains poorly
documented despite the many characteristics distinguish-
ing them from adolescents and from older street-involved
populations. It is well acknowledged that the young adult
or late adolescent stage is crucial to a normal outcome in
adult functioning [14]. During this stage, many develop-
mental tasks need to be completed to successfully transi-
tion to adulthood. Social factors clearly influence the
probability of a successful transition in terms of self‐suffi-
ciency. One of these is certainly homelessness where
young people living in unstable housing are more likely to
experience living conditions that can hinder adult devel-
opment [15]. Increased understanding of residential tra-
jectories of homeless young adults will help formulate
better public health interventions related to housing. We
report below the results of a prospective cohort study
which objectives were to estimate the probability of reach-
ing residential stability over time and to identify predictors
of residential stability among homeless young adults. Measurements All questionnaires were administered by interviewers
trained specifically for this study. A questionnaire based Roy et al. BMC Public Health (2016) 16:131 Page 3 of 8 Page 3 of 8 Page 3 of 8 personal property (e.g., pawn shop), sale of drugs, artistic
performances on the street or in the subway, begging,
squeegeeing, and theft, fraud or concealment. was defined as the occurrence of the first consecutive 90
housed days during the follow-up period. The occur-
rence of this event (i.e., 90 days of residential stability)
was defined as happening on day i if the 90 days follow-
ing day i represented 90 consecutive housed days. Using
the Kaplan-Meier method, we estimated the cumulative
probability of youth returning to a housed status for 90
consecutive days during follow-up. The probability of
reaching a first episode of 90-day residential stability
over one year was also computed using the following
formula: 1-e-mean per-person incidence rate*length of observation
[25]. Predictors of 90-day residential stability were
assessed using Cox proportional-hazards regression. The
measures of these predictors were obtained from ques-
tionnaires on Day i or previously. Formal
resources
to
get
off
the
street
included
community-based or institutional services providing help
finding a job, obtaining financial or legal assistance, and
finding housing during the last 3 months. Experience with
the justice system was defined as involvement in at least
one of the following situations during the last 3 months:
police arrest, awaiting trial or sentencing, having sentences
with probation, being on conditional release, being in de-
tention or owing money after getting a ticket. Having a so-
cial network at risk was defined as currently having
regular interactions with persons (i.e., boyfriend, girlfriend
or anyone else excluding formal resource providers) who
have problems with alcohol or drugs, having sex in ex-
change for money or drugs, injecting drugs or being
homeless. The presence (in the last three months) of sup-
port from family, friends or boyfriend/girlfriend in the
form of emotional support, instrumental support, advice
or protection was also examined at every visit. Univariate analyses were conducted and factors with p-
values less than 0.20 were retained for multivariate analyses. Following the purposeful selection procedure, significant
variables at a level alpha of 0.05 and those with a confound-
ing effect were retained in the final model. Measurements A variable was
considered as a confounder if its removal from the model
changed a significant coefficient by more than 20 %. SAS
9.3 software was used to perform the analyses. Psychological distress was assessed at each visit by the
K10 scale developed and validated by Kessler and coll
[21]. It consists of 10 questions on non-specific psycho-
logical distress symptoms a person may have experi-
enced in the most recent four-week period. The final
score ranges between 10 and 50 and a score equal or
greater than 30 was considered as severe psychological
distress. Questions about diagnoses of major depression,
bipolar disorders, anorexia/bulimia, and schizophrenia
were taken from the World Mental Health Composite
International Diagnostic Interview (CIDI) version 2.1. [22]. Anxiety and alcohol or drug-related disorders were
assessed using the simplified version (CIDIS) developed
by Kovess and colleagues [23]. The CIDI and the CIDIS
are well-validated tools that can be administered by lay in-
terviewers and produce psychiatric diagnoses according to
the fourth version of the Diagnostic and Statistical Manual
of Mental Health Disorders published by the American
Psychiatric Association [24]. Having at least two mental
health disorders was defined as demonstrating two or
more of the following diagnoses: major depression, bipolar
disorder, anorexia/bulimia, schizophrenia or anxiety. Results Of the 419 youth recruited, 359 (85.7 %) completed at
least 90 days of follow-up, corresponding to 64,479 days
of follow-up at risk (mean 180 days; range: 1–630, median
114 days). Two hundred and eighty-four participants
(79.1 %) reached 90 days of residential stability over the
study period, representing an annual probability of 80.5 %. The median survival time was 129 days and the corre-
sponding interquartile range was 39 to 343 (Fig. 1). Most participants were men (79 %) and median age at
study entry was 22 years (Table 1). At baseline, almost
three-quarters of the participants reported having been
homeless during their lives (not necessarily continuously)
for more than a year (median: 2.00, IQR : 0.75–4.00). In
all, 143 subjects presented at least one mental health
problem in the last year (40 %). Results of univariate and multivariate Cox proportional-
hazards regression analyses are shown in Table 2. Youth
who had a high school degree, had a formal sector activity,
and those who had sought psychological help were more
likely to reach residential stability compared to those who
did not. On the other hand, being a man, injecting
substances, and having an informal sector activity
were associated with a decreased probability to reach
residential stability in multivariate analysis. Of note,
participants excluded from the analyses (n = 60) were
similar to those included with respect to all predictors
identified except for injection drug use where 22 % of
participants
reported
drug
injection
compared
to
10 % of non-participants (p = 0.036). Analyses Frequency distributions were calculated to characterize
the sample with respect to baseline characteristics. A
period of 90 days was used to define residential stability,
and therefore, only subjects who completed at least
90 days of follow-up were included in the analyses. A
90-day period was considered sufficiently long to repre-
sent significant stability; it was also comparable to the
minimum timeframe used in the most recent literature
[11]. More specifically, 90 days of residential stability Roy et al. BMC Public Health (2016) 16:131 Page 4 of 8 Fig. 1 Cumulative probability to reach a housed status for 90 consecutive days during follow-up Fig. 1 Cumulative probability to reach a housed status for 90 consecutive days during follow-up began after quite a long period, that is, 129 days or
4.3 months after recruitment. In addition, a majority of
participants already had a significant lifetime homeless-
ness experience at study entry. The data suggest that in
our sample, homelessness has not been a short term
event but rather a relatively long-lasting issue. It is inter-
esting to note that among factors leading to stability, a
number of them concern access to resources that Slesc-
nik et al. call the social system (employment, school and
medical care) [9]. Youth who had sought psychological
assistance, who had earned a high school diploma and
who were working during follow-up were 40 to 50 %
more likely to achieve stability than the other youth. These results are consistent with those of studies in the
United States looking at samples that are comparable, in
terms of age. In their longitudinal study of homeless youth
in California, Tevendale et al. found that less involvement
in informal sector activities predicted membership in the
“consistently sheltered” versus “inconsistently sheltered”
group during follow-up [11]. Moreover being able to go
back home was more important than degree of individual
impairment such as substance use and mental health
problems. In their Ohio study, Slesnick et al. concluded
that youth who had more social connections at the begin-
ning of the study were more likely to see their number of
homeless days decrease during follow-up [9]. In our study,
while background characteristics such as lifetime duration Discussion Our study is the first to prospectively examine the prox-
imal predictors of residential stability in a cohort of
homeless young adults. It is also the first to define the
outcome using number of consecutive days of housing
in places fit for human habitation during the study
period. Only a few prospective studies have looked at
residential stability among homeless youth and none
have determined housing status on a day-to-day basis
[7–10, 13]. Various measures of housing and residential
trajectories have been reported, all based on questions
about current housing status at time of interview or re-
call of various living situations since last interview. Given these significant methodological differences, it is
difficult to compare our data to existing literature. Fur-
thermore, the notion of stability considered in our study
did not take into account qualitative aspects of housing
such as satisfaction and security [26]. However, our
study results, as those of similar studies, point to the
same conclusion: stability defined on the basis of lasting
episodes of housing is a reachable goal for many home-
less youth, at least for a three-month period. An important finding is that the annual probability of
reaching at least one episode of 90 consecutive housed
days during follow-up was high (80.5 %). Although this
is very good news, our figures show that for half of the
study participants, the first 90-day period of stability Roy et al. Discussion Some comments are warranted concerning the fact of homelessness or diagnoses of substance use or mental
health disorders were not associated with the outcome,
exposure to factors related to opportunities that promote
social integration during follow-up was key. This demon-
strates the importance of providing services adapted to
the needs of young people so they can build up confidence
and develop skills to engage in society, which in turn en-
courage them to get off the streets. g
g
Our results show that drug injection reduces by 30 %
the chances of having at least one episode of residential
stability during the follow-up period. The link between
problematic substance use and homelessness is complex. The literature suggests there is a reciprocal relationship,
where worsening of housing conditions can lead to in-
creased consumption that can then jeopardize the capacity
of achieving housing stability [19, 27]. Therefore, it is diffi-
cult to determine the direction of the causal link, if any. More specific studies on drug injection among street youth
have shown that homelessness episodes increase the risk of
initiation into injection drug use in this population [28,
29]. The question as to whether drug injection perpetuates
homelessness remains poorly documented. It is plausible,
however, considering that injection is a very intense way of
consuming drugs. Similarly, intense drug consumption was
found to be negatively associated with transitioning out of
homelessness among street-involved youth in Vancouver
[13]. Indeed, intensive use is often associated with a life-
style linked to high level of street entrenchment [30, 31]
which, in turns, interferes with reintegration into main-
stream society. Likewise, being involved in informal sector
activities also decreased the risk of reaching residential sta-
bility among our study participants. Finally, being female predicted a greater likelihood of
attaining a first episode of stability, although the associ-
ation was marginally significant. Similarly Tevendale et
al.’s study showed that females were more likely than
males to follow “consistently” and “short term inconsist-
ently sheltered” trajectories as opposed to a “late term
consistently sheltered” trajectory. However this associ-
ation no longer applied in the multivariate analysis. The relatively small number of women typically ob-
served in cohorts of homeless makes it difficult to es-
timate the probability of reaching residential stability
according to gender. Yet the literature suggests that
the experience of women and men is different which
could influence the probability of stabilizing. Discussion BMC Public Health (2016) 16:131 Page 6 of 8 Page 6 of 8 outcome was adapted from the Residential Follow-Back
Calendar designed by the New Hampshire Dartmouth
Research Center [18]. Tsemberis et al. [17] assessed the
psychometric properties of the Calendar and demon-
strated its high test-retest reliability, sensitivity to change
and concurrent validity. In terms of limitations, our data
collection method was based on self-reports, which may
have introduced the possibility of both recall and social
desirability biases. The impact of such biases was however
limited by our use of the Life History Calendar technique,
the short time spans between interviews (3 months), and
the interviewers’ open and non-judgmental attitudes. Sec-
ondly, our decision to focus on life conditions and social
and mental health factors that could predict residential
stability in the course of homelessness might have pre-
vented us to identify important background factors such
as childhood-related factors. Thirdly, our results may not
be generalizable to all street youth. The majority of partic-
ipants already had a relatively long history of homeless-
ness at recruitment. Despite their young age, many of
them had been involved in the street economy, arrested or
convicted, and reported high risk networks, suggesting an
already significant level of street-entrenchment at baseline. Finally, keeping up with homeless populations can be par-
ticularly challenging. In our study, 87 % of subjects re-
cruited at baseline were re-interviewed at three months,
72 % at 12 months, and 45 % at 18 months. These figures
are comparable to that of Tevendale et al., who reported a
two-year follow-up percentage of 42 %. Losses to follow-
up may have affected our estimates of residential stability,
especially after 12 months of follow-up. On one hand, it is
plausible that subjects who stabilized for long periods
dropped out of our study more frequently than less stable
youth, leading to deflated housing stability estimates. On the other hand, it is conceivable that subjects who
did not stabilize were more likely to be lost to follow-
up due to chaotic lifestyles that jeopardized their con-
tinued participation. It is less clear that the correlate
analysis could be biased. To affect the magnitude or
direction of risk ratio estimates, drop-out rates would
have to differ according to presence of both a correlate
and housing stability [33]. Discussion BMC Public Health (2016) 16:131 Page 5 of 8 Page 5 of 8 y p
p
Number of subjects at baseline (%)
Baseline variables
Male
284 (79.1)
Age at first homelessness episode (≥16 years old)
222 (61.8)
Age (≥22 years)
182 (50.7)
Lifetime cumulative homelessness (≥1 year)
259 (72.1)
Alcohol abuse or dependence (last 12 months)
119 (33.2)
Drug abuse or dependence (last 12 months)
233 (64.9)
Mental health problem (excluding abuse or dependence to alcohol or drugs; last 12 months)
143 (39.9)
≥2 mental health problems (last 12 months)
73 (20.3)
Time-dependent variables
High school or more
85 (23.7)
Formal sector activity (last 3 months)
120 (33.4)
Informal sector activity (last 3 months)
315 (87.7)
Experience with the justice system (last 3 months)
277 (77.2)
High psychological distress (last month)
87 (24.2)
Social network at risk (currently)
308 (86.0)
Formal resources to get off the street (last 3 months)
184 (51.3)
Formal resource providing help to find housing (last 3 months)
72 (20.1)
Seeking psychological help (last 3 months)
135 (37.6)
Program or therapy for alcohol or drugs (last 3 months)
60 (16.7)
Active support from family, friends or boyfriend/girlfriend (last 3 months)
315 (91.8)
Active support from a formal individual (last 3 months)
118 (34.4)
Suicidal ideation (last 3 months)
55 (15.3)
Attempted suicide or intentional overdose (last 3 months)
20 (5.6)
Accidental overdose (last 3 months)
26 (7.2)
Injection (last 3 months)
78 (21.7) Number of subjects at baseline (%) Table 2 Crude and multivariate Cox proportional-hazards regression of predictors of 90-days residential stability (n = 359)
Crude HR (95 % CI)b
AHRa (95 % CI)
Baseline variables
Male
0.763 (0.579 - 1.004)
0.726 (0.545–0.969)
Age at first homelessness episode (≥16 years old)
1.247 (0.979 - 1.587)
-
Lifetime cumulative homelessness (≥1 year)
0.810 (0.627 - 1.047)
-
Drug abuse or dependence (last 12 months)
0.761 (0.598 - 0.968)
-
≥2 mental health problems (last 12 months)
1.319 (0.997 - 1.744)
-
Time-dependent variables
High school or more
1.501 (1.149 - 1.962)
1.470 (1.122–1.926)
Formal sector activity (last 3 months)
1.659 (1.308 - 2.104)
1.507 (1.181–1.924)
Informal sector activity (last 3 months)
0.632 (0.461 - 0.866)
0.674 (0.488–0.931)
Consultation for emotional or nervous problems (last 3 months)
1.377 (1.085 - 1.747)
1.359 (1.069–1.727)
Injection (last 3 months)
0.665 (0.494 - 0.894)
0.692 (0.507–0.944)
aAHR Adjusted Hazard Ratio
bOnly the variables with p-value ≤0.20 were included in the multivariate analysis Roy et al. Discussion For ex-
ample, while it is generally acknowledged that young street
women are more victimized than males, they also make
more use of their social networks than young men to cope
with homelessness [32]. In the first case, this could com-
promise the stabilization process while in the second case,
this could be the reverse. Some comments are warranted concerning the fact
that having received formal support to find housing was
not a significant predictor of the study outcome. It is
well acknowledged that securing housing for homeless
people provides the stability often needed to access
education, employment and all other assets necessary
to develop an independent life. We do not believe
these results should be interpreted as conflicting with
the literature. In fact, at time of study, supportive
youth-focused housing resources were very limited in
Montréal. This could have affected our power to de-
tect an association. Our study presents a number of strengths and limita-
tions. The instrument we used to assess the study Roy et al. BMC Public Health (2016) 16:131 Page 7 of 8 Page 7 of 8 Page 7 of 8 Competing interest Competing interest p
g
The authors declare that they have no competing interest. 13. Cheng T, Wood E, Feng C, Mathias S, Montaner J, Kerr T, et al. Transitions
into and out of homelessness among street-involved youth in a Canadian
setting. Health & place. 2013;23:122–7. doi:10.1016/j.healthplace.2013.06.003. Epub 2013 Jun 22. healthplace.2013.06.003. Authors’ contributions
d
f h
d ER conceived of the study, was responsible for its design and coordination
and drafted the manuscript. MR, LF and JFB participated in the design of
the study and the writing of the manuscript. DB carried out the statistical
analyses. EL helped to draft the manuscript. All authors read and approved
the final manuscript. 14. Ammerman SD, Ensign J, Kirzner R, Meininger ET, Tornabene M, Warf
CW, et al. Homeless young adults ages 18–24: examining service
delivery adaptations. Nashville: National Health Care for the Homeless
Council, Inc; 2004. 15. Collins ME. Transition to adulthood for vulnerable youths: a review of
research and implications for policy. Social Service Review. 2001;75:271–91. doi:10.1086/322209. Acknowledgements This study was supported by a grant (no. CBG-101825) from the Canadian
Institutes of Health Research. We would like to acknowledge the excellent
work of the research coordinator, Éric Vaillancourt. We extend a special thank
you to the research staff and the participants of this study. 16. Caspi A, Moffitt TE, Thornton A, Freedman D, Amell JW, Harrington H, et al. The life history calendar: a research and clinical assessment method for
collecting retrospective event-history data. International journal of methods
in psychiatric research. 1996;6:101–14. Author details
1 17. Tsemberis S, McHugo G, Williams V, Hanrahan P, Stefancic A. Measuring
homelessness and residential stability: the residential time-line follow-
back inventory. Journal of community psychology. 2007;35:29–42. doi:10.1002/jcop.20132. 1Addiction Research and Study Program, Faculty of Medicine and Health
Sciences, Université de Sherbrooke, 150, Place Charles-Le Moyne, room 200,
Longueuil, QC J4K 0A8, Canada. 2Département de Psychoéducation et de
Psychologie, Université du Québec en Outaouais, 283, boul. Alexandre-Taché,
bureau 3712, C.P. 1250, Succursale Hull, Gatineau, QC J8X 3X7, Canada. 3École de Santé Publique, Université Montréal, 7101 Avenue du Parc, 3ième
étage, Montréal, QC H3N 1X9, Canada. 4Faculty of Medicine and Health
Sciences, Université de Sherbrooke, 150, Place Charles-Le Moyne, room 200,
Longueuil, QC J4K 0A8, Canada. 5Charles-LeMoyne Hospital Research Centre,
150, Place Charles-Le Moyne, room 200, C.P. 11, Longueuil, QC J4K 0A8,
C
d
6L d D
i I
tit t f
M di
l R
h J
i h G
l H
it l 18. New Hampshire Dartmouth Research Center. Residential follow-back
calendar. Lebanon: Dartmouth Medical School; 1995. 18. New Hampshire Dartmouth Research Center. Residentia calendar. Lebanon: Dartmouth Medical School; 1995. 19. Roy E, Robert M, Vaillancourt E, Boivin JF, Vandermeerschen J, Martin I. Residential trajectory and HIV high-risk behaviors among Montréal street
youth—a reciprocal relationship. Journal of urban health. 2011;88:767–78. doi:10.1007/s11524-011-9574-5. 20. Johnson G, Chamberlain C. From youth to adult homelessness. The
Australian journal of social issues. 2008;43:563–82. Canada. 6Lady Davis Institute for Medical Research, Jewish General Hospital,
3755, Côte Ste-Catherine, Montréal, QC H3T 1E2, Canada. Canada. 6Lady Davis Institute for Medical Research, Jewish General Hospital,
3755, Côte Ste-Catherine, Montréal, QC H3T 1E2, Canada. 3755, Côte Ste-Catherine, Montréal, QC H3T 1E2, Canada. 21. Kessler RC, Andrews G, Colpe LJ, Hiripi E, Mroczek DK, Normand SL, et al. Short screening scales to monitor population prevalences and trends in
non-specific psychological distress. Psychol Med. 2002;32:959–76. References 1. Roy E, Haley N, Leclerc P, Sochanski B, Boudreau JF, Boivin JF. Mortality
in a cohort of street youth in Montréal. JAMA. 2004;292:569–74. 1. Roy E, Haley N, Leclerc P, Sochanski B, Boudreau JF, Boivin JF. Mortality
in a cohort of street youth in Montréal. JAMA. 2004;292:569–74. in a cohort of street youth in Montréal. JAMA. 2004;292:569–74. 23. Kovess V, Fournier L, Lesage A, Amiel-Lebigre F, Caria A. Two validation
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housing among street-involved youth who use illicit drugs. Health & social
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housing among street-involved youth who use illicit drugs. Health & social
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housing among street-involved youth who use illicit drugs. Health & social
care in the community. 2010;18:282–8. 4. Karabanow J. How young people get off the street: exploring paths and
processes. In: Hulchanski J, Campsie P, Chay S, Hwang S, Paradis E, editors. Finding home: policy options for addressing homelessness in Canada
(e-book). Toronto: Cities Centre, University of Toronto; 2009. 5. Toro PA, Lesperance TM, Braciszewski JM. The Heterogeneity of Homeless
Youth in America: Examining typologies. National alliance to end
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examining-typologies. Accessed 1 April 2015. 6. Barber CC, Fonagy P, Fultz J, Simulinas M, Yates M. Homeless near a
thousand homes: outcomes of homeless youth in a crisis shelter. Am J
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outcomes among homeless youth accessing therapy and case
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Statistique des Troubles Mentaux. 4th ed. Paris: Masson; 2000 [French
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version of the World Health Organization (WHO) Composite International
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research. 2004;13:93–121. Conclusion 9. Slesnick N, Bartle-Haring S, Dashora P, Kang MJ, Aukward E. Predictors of
homelessness among street living youth. Journal of youth and adolescence. 2008;37:465–74. The results of this study are encouraging in that most
homeless youth achieve residential stability even after
relatively long stays in the street. Our findings suggest
that efforts to prevent chronic homelessness among
youth should not only target individual impairments but
also build on services that foster social connections
among the youth. 10. Milburn NG, Rice E, Rotheram-Borus MJ, Mallett S, Rosenthal D,
Batterham P, et al. Adolescents exiting homelessness over two years:
the risk amplification and abatement model. Journal of research on
adolescence. 2009;19:762–85. 11. Tevendale HD, Comulada WS, Lightfoot MA. Finding shelter: two-year
housing trajectories among homeless youth. J Adolesc Health. 2011;
49:615–20. 12. Kidd SA, Karabanow J, Hughes J, Frederick T. Brief report: youth pathways
out of homelessness - preliminary findings. J Adolesc. 2013;36:1035–7. doi:10.1016/j.adolescence.2013.08.009. 31.
Karabanow J, Naylor T. Pathways Towards Stability: Young People’s
Transitions Off of the Streets. Canadian Homelessness Research Network,
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towards-stability-young-people%E2%80%99s-transitions-streets. Accessed 5
Februay 2016. 32.
Novac S, Serge L, Eberle M, Brown J. On Her Own: Young Women and
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Massachusetts: Jones and Bartlett Publishers; 2007. Roy et al. BMC Public Health (2016) 16:131 33.
Moyses S, Nieto FJ. Epidemiology. Beyond the Basics. 2nd ed. Sudbury,
Massachusetts: Jones and Bartlett Publishers; 2007 References How young people get off the street: exploring paths and
processes. In: Hulchanski J, Campsie P, Chay S, Hwang S, Paradis E, editors. Finding home: policy options for addressing homelessness in Canada
(e-book). Toronto: Cities Centre, University of Toronto; 2009. 25. Kelsey JL, Thompson WD, Evans AS. Methods in observational epidemiology. Monographs in Epidemiology and Biostatistics, Volume 10. New York:
Oxford University Press; 1986. 26. Frederick TJ, Chwalek M, Hughes J, Karabanow J, Kidd S. How stable is
stable? Defining and measuring housing stability. Journal of Community
Psychology. 2014;42:964–79. doi:10.1002/jcop.21665. 5. Toro PA, Lesperance TM, Braciszewski JM. The Heterogeneity of Homeless
Youth in America: Examining typologies. National alliance to end
homelessness. Research Institute, October 5, 2011. www.endhomelessness. org/library/entry/the-heterogeneity-of-homeless-youth-in-america-
examining-typologies. Accessed 1 April 2015. 27. Johnson G, Chamberlain C. Homelessness and substance abuse:
which comes first? Australian Social Work. 2008;61:342–56. doi:10.1080/03124070802428191. 6. Barber CC, Fonagy P, Fultz J, Simulinas M, Yates M. Homeless near a
thousand homes: outcomes of homeless youth in a crisis shelter. Am J
Orthopsychiatry. 2005;75:347–55. 28. Roy É, Haley N, Leclerc P, Cédras L, Blais L, Boivin JF. Drug injection among
street youths in Montréal: predictors of initiation. Journal of urban health. 2003;80:92–105. 7. Rosenthal D, Rotheram-Borus MJ, Batterham P, Mallett S, Rice E, Milburn NG. Housing stability over two years and HIV risk among newly homeless youth. AIDS and behavior. 2007;11:831–41. 29. Feng C, DeBeck K, Kerr T, Mathias S, Montaner J, Wood E. Homelessness
independently predicts injection drug use initiation among street-
involved youth in a Canadian setting. J Adolesc Health. 2003;52:499–501. doi:10.1016/j.jadohealth.2012.07.011. 8. Slesnick N, Kang MJ, Bonomi AE, Prestopnik JL. Six- and twelve-month
outcomes among homeless youth accessing therapy and case
management services through an urban drop-in center. Health
Serv Res. 2008;43:211–29. 30. Stephens RC. The Street Addict Role: A Theory of Heroin Addiction. Albany:
State University of New York Press; 1991. 31.
Karabanow J, Naylor T. Pathways Towards Stability: Young People’s
Transitions Off of the Streets. Canadian Homelessness Research Network,
The homeless Hub, 2013. http://homelesshub.ca/resource/3-pathways-
towards-stability-young-people%E2%80%99s-transitions-streets. Accessed 5
Februay 2016.
32.
Novac S, Serge L, Eberle M, Brown J. On Her Own: Young Women and
Homelessness in Canada. Canadian Housing and Renewal Association,
2002. http://ywcacanada.ca/data/research_docs/00000271.pdf. Accessed
12 December 2015.
33.
Moyses S, Nieto FJ. Epidemiology. Beyond the Basics. 2nd ed. Sudbury,
Massachusetts: Jones and Bartlett Publishers; 2007. Roy et al. BMC Public Health (2016) 16:131 Page 8 of 8 Page 8 of 8 • We accept pre-submission inquiries
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https://openalex.org/W2197057146
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https://opencivilengineeringjournal.com/VOLUME/4/PAGE/38/PDF/
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English
| null |
A Semi-Analytical Model for the Simulation of the Isolation of the Vibration Due to a Harmonic Load Using Pile Rows Embedded in a Saturated Half-Space
|
The Open civil engineering journal
| 2,010
|
cc-by
| 20,600
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1. INTRODUCTION developed a theoretical model to study the vibration isolation
effect of a pile row with the incident SV and Rayleigh waves
as the sources. Kattis et al. [5, 6] used the 3-D frequency
domain BEM to calculate the vibration isolation effect of a
pile row under the same assumption. Recently, by means of
the frequency domain BEM, the vibration isolation effect of
four types of circular piles was studied by Tsai [7]. The vibration isolation methods can be classified into
two categories: the active vibration isolation method and the
passive isolation method. The active isolation method often
is aimed to isolate the vibration source from its surrounding
medium. Thus, the active vibration isolation facility is usu-
ally installed around the vibration source or at a very close
distance from the source. The passive isolation facility, on
the other hand, usually is far away from the source and sur-
rounds the protected structure. It should be noticed that many previous researches con-
cerning vibration isolation treat the half-space as a single-
phase elastic medium. Nevertheless, it is well-known that for
the saturated soil, the pore fluid plays a very important role
in the liquefaction and the shear failure of the soil. Thus, it is
inappropriate to treat the saturated soil as a single-phase elas-
tic medium. Although there have been many researches on
the dynamic response of piles embedded in a poroelastic
half-space, most of them are limited to the case of piles sub-
jected to top harmonic loads. For example, based on Biot’s
theory [8-10], Zeng and Rajapakse [11] analyzed the steady-
state dynamic response of an axially loaded pile embedded
in a poroelastic half-space. Wang et al. [12] extended the
problem to the dynamic response of pile groups embedded in
a poroelastic half-space. Jin et al. [13] studied the time-
harmonic response of a pile under lateral loadings embedded
in a poroelastic half-space. Besides, the frequency domain
dynamic response of a pile embedded in a half-space porous
medium and subjected to P and SV waves was investigated
by Lu & Jeng [14]. However, up to now, very little attention
has been paid on the vibration isolation using pile rows Roughly, there are two passive vibration isolation ap-
proaches: the trench (open or in-filled) approach and the pile
approach (pile rows or sheet piles). To date, many researches
concerning vibration isolation by trenches or piles have been
conducted. *Address correspondence to this author at the Department of Civil
Engineering, Jiangsu University, Zhenjiang, Jiangsu, 212013, P.R. China;
Tel: +86(511)88791011; E-mail: ljfdoctor@yahoo.com 38 38 The Open Civil Engineering Journal, 2010, 4, 38-56 Open Access A Semi-Analytical Model for the Simulation of the Isolation of the
Vibration Due to a Harmonic Load Using Pile Rows Embedded in a
Saturated Half-Space Bin Xu1,2, Jian-Fei Lu3,* and Jian-Hua Wang4 1Department of Civil Engineering, Shanghai JiaoTong University, Shanghai, 200030, P.R. China
2Department of Civil Engineering, Nanchang Institute of Technology, Nanchang, Jianxi, 330099, P.R. China
3Department of Civil Engineering, Jiangsu University, Zhenjiang, Jiangsu, 212013, P.R. China
4Department of Civil Engineering, Shanghai Jiao Tong University, Shanghai 200030, P.R. China Abstract: The isolation of the vibration due to a harmonic vertical load using pile rows embedded in a saturated poroelas-
tic half-space is investigated in this study. Using the fundamental solution for a circular patch load and Muki’s method,
the second kind of Fredholm integral equations describing the dynamical interaction between the pile rows and the satu-
rated poroelastic half-space are obtained. Numerical solution of the integral equations yields the dynamic response of the
pile-half-space system. The vibration isolation effect of the pile rows is investigated via the proposed semi-analytical
model. Numerical results indicate that stiffer piles have better isolation vibration effect than flexible piles. Moreover, the
pile length and the spacing between neighboring piles in one pile row have significant influence on the isolation vibration
effect of pile rows, while the influence of the spacing between neighboring pile rows is relatively smaller. Poroelastic half-space, Biot’s theory, Fredholm integral equation, Pile rows, Passive vibration isolat Keywords: Poroelastic half-space, Biot’s theory, Fredholm integral equation, Pile rows, Passive v The Open Civil Engineering Journal, 2010, Volume 4 39 39 Based on Biot’s theory, the constitutive relation for
a homogeneous porous medium has the following form [8-
10] embedded in poroelastic soils. Based on Biot’s theory, the
effect of a pile row on the displacement amplitude reduction
of soil subjected to an incident S wave was investigated in
[15]. Also, using the Fourier-Bessel series expansion method
with the aid of the translational addition theorem, the dy-
namic response of the poroelastic medium behind a pile row
when subjected to incident elastic waves was studied by Cai
et al. [16]. Based on Biot’s theory and integral equation
method, numerical simulations of the isolation of the moving
loading induced vibration by pile rows embedded in a ho-
mogeneous or layered poroelastic half-space were conducted
in [17, 18], respectively. f
ij
ij
ij
ij
p
e
μ
+
= 2
(3)
M
Me
p f
+
=
(4) (3) (4) where ij is the total stress of bulk material;
ij
denotes the
strain tensor of the solid skeleton;
fp is the excess pore
fluid pressure and
ij
is the Kronecker delta; e and are
the dilatation of the solid skeleton and the fluid volume
increment for a unit volume porous medium. where ij is the total stress of bulk material;
ij
denotes the
strain tensor of the solid skeleton;
fp is the excess pore
fluid pressure and
ij
is the Kronecker delta; e and are
the dilatation of the solid skeleton and the fluid volume
increment for a unit volume porous medium. In this paper, based on Muki’s method for piles [19, 20]
and the fundamental solution for a circular patch load, a
semi-analytical model for analyzing the isolation of the vi-
bration due to a fixed vertical harmonic load using pile rows
is developed. Compared with the researches in [17, 18], the
most important contribution of this paper is that both the
influence of the vertical and horizontal deformation of pile
rows on the isolation effect is considered. As a result, three
integral equations describing the vertical and horizontal pile-
half-space interaction are needed for each pile. The remain-
der of the paper is organized as follows. In the second Sec-
tion, Biot’s theory is outlined. 2. BIOT’S THEORY where
f
,
s
and
k
( k = 1, 2 , 3) are the scalar and
vector potentials for the porous medium and
ijk
e
is the
Levi-Civita symbol. Moreover, in the Cartesian coordinate
system, the vector potential
k
( k = 1, 2, 3) satisfies the
following condition In this study, the soil is considered as the porous me-
dium, which is described by Biot’s theory [8-10]. Equations
of motion for the bulk material and the pore fluid are ex-
pressed in terms of the solid displacement (
iu ) and the infil-
tration displacement (
iw ) as follows [8-10] ,
0
i i
=
(8) 2
,
,
,
(
)
i jj
j ji
j ji
u
M
u
Mw
μ
μ
+
+
+
+
=
b
i
f
i
u
w
+
(1)
,
,
j ji
j ji
Mu
Mw
+
=
f
i
i
p
i
u
mw
b w
+
+
(2) ,
0
i i
= (8) According to the analysis of Bonnet [22], although two
displacement vectors are used in Biot’s theory, four inde-
pendent variables exist in the porous medium. Consequently,
the pore pressure has the following expression (2) ,
,
j ji
j ji
f
i
i
p
i
where and μ are Lame constants of the solid skeleton;
b
is the bulk density of the porous medium, which is de-
fined by
f
s
b
+
=
)
1(
, where
s
is the density of
the solid skeleton, is the porosity of the porous medium
and
f
is the density of the pore fluid;
/
f
a
m
=
and
a is the tortuosity of the porous medium;
/
p
b
k
=
,
and k represent the viscosity of the pore fluid and the per-
meability of the porous medium, respectively; the superim-
posed dot on a variable denotes the time derivative. The Open Civil Engineering Journal, 2010, Volume 4 39 In the third Section, the ap-
proach for establishing the fundamental solution for a verti-
cal and a horizontal circular patch load applied in the poroe-
lastic half-space is sketched. In the fourth Section, the Fred-
holm integral equations describing the vertical and horizon-
tal interaction between the piles and poroelastic half-space
are established. In the fifth Section, the amplitude reduction
ratio assessing the isolation vibration effect is defined. In the
sixth Section, some numerical examples and corresponding
analysis are presented. Finally, in the seventh Section, based
on the research in this study, some conclusions are drawn. To derive the general solutions for Biot’s equations,
the Fourier transform with respect to time and frequency is
involved [21], which is defined as follows ( )
( )
i t
f
f t e
dt
+
=
(5)
1
( )
( )
2
i t
f t
f
e
d
+
=
(6) (5) (6) where
( )
f t represents a function in the time domain,
( )
f is the Fourier transform of
( )
f t , t and denote
time and frequency, respectively, and a bar over a variable
denotes the Fourier transform. Based on the Helmholtz decomposition method, the solid
displacement in the frequency domain has the following
decomposition ,
,
,
i
f i
s i
ijk
k j
u
e
=
+
+
(7) (7) 1. INTRODUCTION For example, Emad and Manolis [1] utilized the
boundary element method (BEM) with constant elements to
research the vibration reduction effect of rectangular and
circular open trenches. Beskos et al. [2] employed BEM with
constant element to discuss the vibration reduction effects of
the open and in-filled trench. Dasgupta et al. [3] applied the
3-D frequency domain BEM with the full space fundamental
solution to investigate the isolation of the vibration due to a
rigid surface foundation subjected to a harmonic loading via
open and in-filled trenches. Avilles and Sanchez-Sesma [4] 1874-1495/10 2010 Bentham Open A Semi-Analytical Model for the Simulation The Open Civil Engineering Journal, 2010, Volume 4 39 3.
THE
FUNDAMENTAL
SOLUTION
FOR
A
POROELASTIC HALF-SPACE SUBJECTED TO A
CIRCULAR PATCH LOAD IN THE FREQUENCY
DOMAIN 2
2
0
( , , ,
)
( , ,
)sin(
)
m
m
f
r
z
f
r z
m
=
=
(21) (21) where subscript m denotes the order of the term in the series,
and
1f ,
2f represent the corresponding potentials, dis-
placements, the pore pressure and the stresses, respectively. As shown in the previous section, the governing equa-
tions of Biot’s theory can be reduced to three Helmholtz
equations for two scalar potentials and one vector potential. Herein, based on the potential method, the fundamental solu-
tion for a poroelastic half-space subjected to a uniform patch
load over a circular region with radius R (Fig. 2) will be es-
tablished. The resultant of the patch load is assumed to be
unity. Since the half-space considered here is axisymmetric
with respect to the axis z (Fig. 2), it is more convenient
to consider the current problem in a cylindrical coordinate
system ( , ,
r
z
). To derive the fundamental solutions for the poroelastic
half-space in the cylindrical coordinate system ( , , )
r
z
, the
Hankel integral transform is employed [24]. The m-th order
Hankel transform is defined by (
)
0
ˆ
( )
( )
(
)
m
m
f
rf r J
r dr
+
=
(22)
(
)
0
ˆ
( )
( )
(
)
m
m
f r
f
J
r d
+
=
(23) (22) (23) In the cylindrical coordinate system, the vector potential
for the solid skeleton and the pore fluid displacements can be
represented by two scalar potentials, and [23], which
satisfy the condition (8) automatically. Thus, in the cylindri-
cal coordinate system, the Helmholtz equations (10)-(12) are
reduced to where
( )
m
J
denotes the m-th order first kind of Bessel
function and a caret above a variable denotes the Hankel
transform, and denotes the horizontal wavenumber. Once the potentials for the porous medium (
f
,
s
and ) are determined, the frequency domain displacement and
pore pressure are given by (7), (9), while the stress of the
porous medium is determined by (3). 1
1
0
( , , ,
)
( , ,
)cos(
)
m
m
f r
z
f
r z
m
=
=
(20) 1
1
0
( , , ,
)
( , ,
)cos(
)
m
m
f r
z
f
r z
m
=
=
(20)
2
2
0
( , , ,
)
( , ,
)sin(
)
m
m
f
r
z
f
r z
m
=
=
(21) (20) 0
m=
2
2
0
( , , ,
)
( , ,
)sin(
)
m
m
f
r
z
f
r z
m
=
=
(21) Xu et al. Xu et al. For the poroelastic half-space subjected to a harmonic
load, potentials
f
,
s
, and displacements
ru ,
zu ,
r
w ,
z
w and stresses
rr
,
,
zz
,
rz
may be expanded into
the series (20), while potentials and displacements u ,
w and stress
z
are expanded into the series (21) [24] Note that the expressions for the two constants
f
A ,
s
A in (9) and the three complex wave numbers (
fk ,
sk and
tk ) can be found in [23]. Note that the expressions for the two constants
f
A , s
A in (9) and the three complex wave numbers (
fk ,
sk and tk ) can be found in [23]. tk ) can be found in [23]. Once the potentials for the porous medium (
f
,
s
and
) are determined, the frequency domain displacement and
pore pressure are given by (7), (9), while the stress of the
porous medium is determined by (3). 3.
THE
FUNDAMENTAL
SOLUTION
FOR
A
POROELASTIC HALF-SPACE SUBJECTED TO A
CIRCULAR PATCH LOAD IN THE FREQUENCY
DOMAIN 2
2
2
2
2
2
2
2
1
1
(
)
0
f
f
f
k
r
r
r
r
z
+
+
+
+
=
(13)
2
2
2
2
2
2
2
2
1
1
(
)
0
s
s
s
k
r
r
r
r
z
+
+
+
+
=
(14)
2
2
2
2
2
2
2
2
1
1
(
)
0
tk
r
r
r
r
z
+
+
+
+
=
(15)
2
2
2
2
2
2
2
2
1
1
(
)
0
tk
r
r
r
r
z
+
+
+
+
=
(16) Substituting the m-th order component of the potentials
f
,
s
, , in equation (20) and (21) into (13)-(16) and
performing m-th order Hankel transform with respect to the
radial coordinate r, the general solutions of the potential
ˆ
fm
, ˆ
sm
, ˆ
m
, ˆ
m
in the frequency-wavenumber domain are
obtained as follows (13) (14) (15) (
)
ˆ
( , ,
)
( , )
( , )
f
f
z
z
m
fm
m
m
z
A
e
B
e
=
+
(24)
(
)
ˆ
( , , )
( , )
( , )
s
s
z
z
m
sm
m
m
z
C
e
D
e
=
+
(25)
(
)
ˆ
( , , )
( , )
( , )
t
t
z
z
m
m
m
m
z
E
e
F
e
=
+
(26)
(
)
ˆ
( , , )
( , )
( , )
t
t
z
z
m
m
m
m
z
G
e
H
e
=
+
(27) (24) (16) The displacements for the solid frame can be expressed
in terms of the above potentials in the cylindrical coordinate
system ( , , )
r
z
as follows (26) (27) 2
1
f
s
ru
r
r
r
r z
=
+
+
+
(17)
2
1
1
1
f
s
u
r
r
r
r
z
=
+
+
(18)
2
2
2
1
1
(
)
f
s
zu
r
z
z
r
r
r
r
=
+
(19)
where the superscript m denotes the m-th order Hankel trans-
form, and
( , )
m
A ~
( , )
m
H
are arbitrary constants to
be determined by the boundary condition and the continuity
condition at the patch load plane (Fig. 2. BIOT’S THEORY ,
,
f
f
f ii
s
s ii
p
A
A
=
+
(9) (9) The above equations for Biot’s theory can be reduced to
the following Helmholtz equations [23] 2 f + k f
2 f = 0
(10)
2s + ks
2s = 0
(11)
2 + kt
2 = 0
(12) 2 f + k f
2 f = 0
2s + ks
2s = 0
2 + kt
2 = 0 (10) (11) (12) 40 The Open Civil Engineering Journal, 2010, Volume 4 40 The Open Civil Engineering Journal, 2010, Volume 4 3.
THE
FUNDAMENTAL
SOLUTION
FOR
A
POROELASTIC HALF-SPACE SUBJECTED TO A
CIRCULAR PATCH LOAD IN THE FREQUENCY
DOMAIN (28) Note that the real part of
,
, ,
f
s t
=
in (28)
should be always non-negative to guarantee the bounded
condition at infinity. As mentioned above, when derive the integral equations
for the pile rows, the fundamental solutions of the poroelas-
tic half-space subjected to a vertical and a horizontal patch
load over a circular domain with the radius equal to that of
the piles are needed. These kinds of fundamental solutions
can be derived by means of the general solution (24)-(27)
and the displacement-potential relation, the pore pressure-
potential relation and the stress-potential relation, the details
of which are available in [14]. Following Muki and Sternberg [19, 20] and Pak &
Jennings [25], the pile-soil is decomposed into two sub-
problems: an extended poroelastic half-space and multiple
fictitious piles. The response of the poroelastic half-space is
governed by Biot’s theory, while the fictitious pile is de-
scribed by a 1-D bar and beam vibration theory. For simplic-
ity, the i-th pile is used to illustrate the establishment of the
integral equations. For the i-th fictitious pile, its Young’s modulus and the
density are expressed as [19, 20], 3.
THE
FUNDAMENTAL
SOLUTION
FOR
A
POROELASTIC HALF-SPACE SUBJECTED TO A
CIRCULAR PATCH LOAD IN THE FREQUENCY
DOMAIN 2). In (24)-(27),
f
,
s and
t are complex numbers associated with the vertical
wavenumbers of the P1, the P2 and the S wave of the porous
medium and 2
1
f
s
ru
r
r
r
r z
=
+
+
+
(17)
2
1
1
1
f
s
u
r
r
r
r
z
=
+
+
(18)
2
2
2
1
1
(
)
f
s
zu
r
z
z
r
r
r
r
=
+
(19) where the superscript m denotes the m-th order Hankel trans-
form, and
( , )
m
A ~
( , )
m
H
are arbitrary constants to
be determined by the boundary condition and the continuity
condition at the patch load plane (Fig. 2). In (24)-(27),
f
, where the superscript m denotes the m-th order Hankel trans-
form, and
( , )
m
A ~
( , )
m
H
are arbitrary constants to
be determined by the boundary condition and the continuity
condition at the patch load plane (Fig. 2). In (24)-(27),
f
,
s and
t are complex numbers associated with the vertical
wavenumbers of the P1, the P2 and the S wave of the porous
medium and (17) (18) (19) The Open Civil Engineering Journal, 2010, Volume 4 41 The Open Civil Engineering Journal, 2010, Volume 4 41 A Semi-Analytical Model for the Simulation 2
2
f
fk
=
,
2
2
s
sk
=
,
2
2
t
tk
=
(28) d (
2
d
R
=
), length L, modulus
p
E and the same density
p
. The spacing between two neighboring piles in one pile
row is s and the separation between two adjacent pile rows is
q. The distance between the first pile row and the center of
the vibration source is
s
d (Fig. 1). 4. THE FREDHOLM INTEGRAL EQUATIONS FOR
THE PILE- HALF-SPACE SYSTEM ( )
( )
*
i
i
p
p
s
E
E
E
=
,
( )
( )
*
i
i
p
p
b
=
(
1,2,
,
i
m
=
) (29) (29) 2 The Open Civil Engineering Journal, 2010, Volume 4 2 The Open Civil Engineering Journal, 2010, Volume 4 42 The Open Civil Engineering Journal, 2010, Volume 4 42 Xu et al. Xu et al. The extended poroelastic half-space are subjected to the
following loads (Fig. 3):
( )( )
i
kq
z (
, , )
k
x y z
=
which are
uniformly distributed over the domain occupied by the i-th
pile;
( )
* (0)
i
N
,
( )
* (0)
i
k
Q
,
( )
* (0)
i
k
M
(
, )
k
x y
=
and
( )
* ( )
i
N
L ,
( )
* ( )
i
k
Q
L ,
( )
* ( )
i
k
M
L (
, )
k
x y
=
which are applied over the
circular domain
( )
0
i
and
( )i
L
, respectively. As shown in Fig. (3), it is assumed that the axial force,
the shear force and the bending moment of the i-th fictitious
pile are denoted by
( )
* ( )
i
N
z ,
( )
* ( )
i
k
Q
z and
( )
* ( )
i
k
M
z
(
, )
k
x y
=
, respectively. The i-th fictitious pile is subjected
to the vertical and the horizontal distributed loads
( )( )
i
kq
z
(
, , )
k
x y z
=
along the length of the pile (Fig. 3). The top
and the bottom of the i-th fictitious pile are subjected to ver-
tical loads
( )
* (0)
i
N
,
( )
* (
)
i
i
N
L , horizontal loads
( )
* (0)
i
k
Q
,
( )
* ( )
i
k
Q
L (
, )
k
x y
=
and bending moments
( )
* (0)
i
k
M
,
( )
* ( )
i
k
M
L
(
, )
k
x y
=
, respectively. a
b
Fig. (2). A uniform circular patch load applied in a saturated poroelastic half space: (a) a vertical uniform circular patch load; (b) a horizontal
uniform circular patch load. 4.1. The Piles and the Half-Space System where Ep
(i) and
s
E are Young’s modulus for the i-th pile and
the poroelastic half-space with
)
/(
)
2
3
(
μ
μ
μ
+
+
=
s
E
;
( )i
p
,
b
are the densities for the i-th pile and the poroelas-
tic half-space;
( )
*
i
p
E
and
( )
*
i
p
are Young’s modulus and the
density for the i-th fictitious pile. As shown in Fig. (1), the vibration source is a harmonic
vertical patch load with frequency f (
/ 2
f
=
) and ap-
plied to a circular surface domain with the diameter D . The
passive vibration isolation system is multiple pile rows
embedded in a poroelastic half-space. The total number of
the piles is m . Each circular pile has the same diameter Fig. (1). Multiple pile rows used as vibration isolation system for a saturated poroelastic half space subjected to a harmonic vertical load. z
L
x
pile
a poroelastic half space
o
x
y
s
q
d
ds
q
o
i t
F
q e
D
The vertical harmonic
load o
x
y
s
q
d
ds
q
i t
F
q e
The vertical harmonic
load The vertical harmonic The vertical harmonic load Fig. (1). Multiple pile rows used as vibration isolation system for a saturated poroelastic half space subjected to a harmonic vertical load. z
L
x
pile
a poroelastic half space
y
o
i t
F
q e
D Fig. (1). Multiple pile rows used as vibration isolation system for a saturated poroelastic half space subjected to a harmonic vertical load. Fig. (1). Multiple pile rows used as vibration isolation system for a saturated poroelastic half space subjected 2 The Open Civil Engineering Journal, 2010, Volume 4 z
2R
x
o
D1
D2
h
a poroelastic half space
y
z
2R
x
o
D1
D2
h
a poroelastic half space
y b
z
2R
x
o
D1
D2
h
a poroelastic half space
y a
z
2R
x
o
D1
D2
h
a poroelastic half space
y Fig. (2). A uniform circular patch load applied in a saturated poroelastic half space: (a) a vertical uniform circular patch load; (b) a horizontal
uniform circular patch load. Fig. (3). The model for the i-th fictitious pile and the extended poroelastic half space. z
y
o
an extended poroelastic
half space
x
z
L
z
( )
0
i
( )
( )
( ) /
i
i
zq
z
A
( )( )
i
zq
z
*( )( )
i
N
L
( )i
( )i
L
fictitious pile
i t
F
q e
*( )( )
i
x
Q
L
( )
( )
( ) /
i
i
xq
z
A
*( )
( )
(0) /
i
i
x
M
A
*( )
( )
(0) /
i
i
x
Q
A
*( )
( )
(0) /
i
i
N
A
*( )
( )
( ) /
i
i
N
L
A
*( )
( )
( ) /
i
i
x
Q
L
A
*( )
( )
( ) /
i
i
x
M
L
A
*( )( )
i
x
M
L
( )( )
i
xq
z
*( )(0)
i
x
M
*( )(0)
i
N
*( )(0)
i
x
Q x
z
( )( )
i
zq
z
*( )( )
i
N
L
itious pile
*( )( )
i
x
Q
L
*( )( )
i
x
M
L
( )( )
i
xq
z
*( )(0)
i
x
M
*( )(0)
i
N
*( )(0)
i
x
Q *( )(0)
i
x
Q x half space Fig. (3). The model for the i-th fictitious pile and the extended poroelastic half space. The Open Civil Engineering Journal, 2010, Volume 4 43 A Semi-Analytical Model for the Simulation The Open Civil Engineering Journal, 2010, Volume 4 4 43 When the pile-half-space system is subjected to external
loads, generally, the piles will undergo both vertical and
horizontal deformation. 2 The Open Civil Engineering Journal, 2010, Volume 4 As a result, the integral equations for
the pile rows should account for the vertical and horizontal
deformation of the piles. In this study, the compatibility con-
dition that the axial strain of the fictitious piles and the verti-
cal strain of the extended half-space along the piles’ axis are
equal is used to construct the integral equation accounting
for the vertical coupling of the pile-half-space system. On
the other hand, the condition that the rotary angles of the axis
of the fictitious piles and those of the extended half-space
along the axis of the piles are equal is used to establish the
Fredholm integral equations accounting for the horizontal
interaction within the system. where
( )i
kI
(
, )
k
x y
=
is the second moment of the pile
cross section. 4.2. The Equations of Motion for the Piles The horizontal displacement
( )
* ( )
p i
ku
z , the distributed
horizontal load
( )( )
i
kq
z , the shear force
( )
* ( )
i
k
Q
z and the
bending moment
( )
* ( )
i
k
M
z (
, )
k
x y
=
of the i-th fictitious
pile satisfy the following relations ( )
( )
( )
( )
( )
2
*
*
*
( )
( )
( )
i
i
i
i
p i
k
k
p
k
dQ
z
q
z
A u
z
dz
=
+
, (
, )
k
x y
=
(32)
( )
( )
*
*
( )
( )
i
i
k
k
dM
z
Q
z
dz
=
, (
, )
k
x y
=
(33) ( )
( )
( )
( )
( )
2
*
*
*
( )
( )
( )
i
i
i
i
p i
k
k
p
k
dQ
z
q
z
A u
z
dz
=
+
, (
, )
k
x y
=
(32) (32) 0
( i = 1,2,......,m)
(38) (38) where
( )( )
i
zf
z
is the free field vertical strain due to the ver-
tical harmonic source and
(
)( , , )
G
zz
ijr z
,
(
)( , , )
G
kz
ijr z
( k = x, y ) represents the vertical strain at the center of z
(i)
due to a unit vertical and horizontal patch load at
( )j
,
respectively (Fig. 3),
ijr is the horizontal distance between
the axis of the i-th and j-th pile. Note that if i
j
=
, rij will
vanish. 4.3. The Fredholm Integral Equations for the Vertical
Interaction Between the Piles and the Half-Space As mentioned above, the vertical compatibility condition
between the i-th pile and the extended half-space is fulfilled
by requiring the axial strain of the i-th fictitious pile and the
vertical strain of the extended half-space along the axis of
the i-th pile to be equal ( )
( )
* ( )
( ) , 0
p i
s i
z
z
z
z
z
L
=
( i = 1,2,......,m) (37)
where
( )
* ( )
p i
z
z
represents the axial strain of the i-th ficti-
tious pile,
( )( )
s i
z
z
is the vertical strain of the extended
half-space along the axis of the i-th pile. ( )
( )
* ( )
( ) , 0
p i
s i
z
z
z
z
z
L
=
( i = 1,2,......,m) (37) (37) where
( )
* ( )
p i
z
z
represents the axial strain of the i-th ficti-
tious pile,
( )( )
s i
z
z
is the vertical strain of the extended
half-space along the axis of the i-th pile. 4.2. The Equations of Motion for the Piles For the i-th fictitious pile, the vertical displacement
( )
* ( )
p i
zu
z , the distributed vertical load
( )( )
z
i
q
z and the axial
force
( )
* ( )
i
N
z satisfy the following relations The vertical strain of the extended half-space along the
axis of the piles is composed of two parts: the first part is
due to the free wave field, while the second part is due to the
loads applied to the half-space by all the fictitious piles. Thus, the vertical strain of the extended half-space along the
axis of the i-th pile can be written as qz
(i)(z) = dN*
(i)(z)
dz
p*
(i)A(i) 2uz*
p(i)(z)
(30)
( )
( )
( )
*
*
*
( )
( )
*
0
1
( )
(0)
( )
z
p i
p i
i
z
z
i
i
p
u
z
u
N
d
E
A
=
+
(31) (30) z
s(i)(z) = zf
(i)(z) +
[N*
( j)(0)zz
(G)(rij,z,0)
j=1
m
N*
( j)(L)zz
(G)(rij,z, L) qz
( j)()zz
(G)(rij,z,)d]
0
L
( )
(
)
( )
*
*
,
1
{
[
(0)
(
, ,0)
m
j
G
j
ij
k
kz
k
k x y
j
Q
r
z
Q
=
=
+
+
(
)
( )
(
)
0
( )
(
, , )
( )
(
, , )
]}
L
G
j
G
ij
ij
kz
k
kz
L
r
z L
q
r
z
d
+
,
( i = 1,2,......,m) z
s(i)(z) = zf
(i)(z) +
[N*
( j)(0)zz
(G)(rij,z,0)
j=1
m
(31) where
( )i
A
denotes the cross-section area of the i-th pile. 4.2. The Equations of Motion for the Piles ( )
( )
*
*
( )
( )
i
i
k
k
dM
z
Q
z
dz
=
, (
, )
k
x y
=
(33) (33) Based on the beam theory, the bending moment
(
( )
* ( )
i
k
M
z , (
, )
k
x y
=
), the rotary angle of the pile
(
( )
*
( )
p i
k
z
, (
, )
k
x y
=
) and the horizontal displacement
(
( )
* ( )
p i
ku
z , (
, )
k
x y
=
) have the following form ( )
( )
*
*
0
( )
( )
z
i
i
k
k
M
z
Q
d
=
, (
, )
k
x y
=
(34)
( )
( )
( )
*
*
*
( )
( )
*
0
1
( )
(
)
( )
(0)
z
p i
i
p i
k
k
k
i
i
p
k
z
z
Q
d
E I
=
+
,
(
, )
k
x y
=
(35)
uk*
p(i)(z) =
1
2Ep*
(i)Ik
(i)
(z )2Qk*
(i)()d
0
z
+k*
p(i)(0)z + uk*
p(i)(0) ,
(
, )
k
x y
=
(36) ( )
( )
*
*
0
( )
( )
z
i
i
k
k
M
z
Q
d
=
, (
, )
k
x y
=
(34) (34) Using (30)-(36) and (37), (38), the Fredholm integral
equation describing the vertical interaction between the i-th
pile and the extended half-space has the form N*
(i)(z)
Ep*
(i)A(i) + N*
(i)(z)[zz
(G)(rii,z, z+) zz
(G)(rii,z,z)]
+
[ N*
( j)
0
L
()
j=1
m
zz
(G)(rij,z,)
d N*
(i)(z)
Ep*
(i)A(i) + N*
(i)(z)[zz
(G)(rii,z, z+) zz
(G)(rii,z,z)] (35) +
[ N*
( j)
0
L
()
j=1
m
zz
(G)(rij,z,)
d (36) 44 The Open Civil Engineering Journal, 2010, Volume 4 Xu et al. 4.2. The Equations of Motion for the Piles Thus, using (30)-(36)
and (41), the following supplementary equations for
( )
* (0)
p i
zu
are derived (
)
( )
0
( )
(
, , )
L
G
a
ij
ij
kz
r
z
d
+ ( )
( )
( )
( )
( )
*
*
(0)
( )
(0)
( )]}
( )
p j
b
p j
c
i
k
ij
k
ij
zf
z
u
z
z
+
+
=
,
( i = 1,2,......,m) ( )
( )
( )
( )
( )
*
*
(0)
( )
(0)
( )]}
( )
p j
b
p j
c
i
k
ij
k
ij
zf
z
u
z
z
+
+
=
,
( i
1 2
m) ( )
( )
( )
( )
( )
*
*
(0)
( )
(0)
( )]}
( )
p j
b
p j
c
i
k
ij
k
ij
zf
z
u
z
z
+
+
=
, }
k
ij
k
ij
zf
( i = 1,2,......,m)
(39) (39) where
(
)( , ,
)
G
zz
iir
z z
,
(
)( , ,
)
G
zz
iir
z z
+ denote the vertical
strain of the extended half-space at the center of
( )
z
i
when
the patch vertical load applied on
( )i
approaches
( )
z
i
from up and down side, respectively, and (
)
( )
( )
( )
*
*
1
0
0
( ,0, )
[
( )
( )
(0, )
]
G
L
L
m
zz
ij
j
j
c
ij
j
U
r
N
d
N
d
=
+
( )
( )
*
1
(0)[
(0)
]
m
p j
d
z
ij
ij
j
u
=
+
*
(
)
( )
( ,0, )
{
[ (
( )
j
k
L
G
m
kz
ij
j
U
r
Q
d
z
+
(
)
( )
( )
( )
*
*
1
0
0
( ,0, )
[
( )
( )
(0, )
]
G
L
L
m
zz
ij
j
j
c
ij
j
U
r
N
d
N
d
=
+
( )
( )
*
1
(0)[
(0)
]
m
p j
d
z
ij
ij
j
u
=
+
*
(
)
( )
,
1
0
( ,0, )
{
[ (
( )
j
k
L
G
m
kz
ij
j
k x y
j
U
r
Q
d
z
=
=
+
( )
(
)
( )
*
0
( )
( ,0, )
L
a
G
p j
ij
kz
ij
k
U
r
d
+
+
( )
( )
( )
*
(0)
(0)
(0)
(0)]}
d
p j
e
ij
k
ij
u
+
( )(0)
i
zf
u
=
,
1,2,......,
i
m
=
(42 (
)
( )
( )
( )
*
*
1
0
0
( ,0, )
[
( )
( )
(0, )
]
G
L
L
m
zz
ij
j
j
c
ij
j
U
r
N
d
N
d
=
+
( )
( )
*
1
(0)[
(0)
]
m
p j
d
z
ij
ij
j
u
=
+
( )
2
*
( )
(
)
( )
*
( , )
( , , )
j
L
p
a
G
ij
zz
ij
j
p
z
r z
d
E
=
(40a)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
b
j
j
G
ij
p
zz
ij
z
A
r z
d
=
(40b)
( )
2
*
( )
2
( )
*
( )
( )
*
0
( )
(
)
( )
2
j
p
a
i
ij
k
i
i
p
x
A
Q
d
E I
=
(40c)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
b
j
j
G
ij
p
kz
ij
z
A
r z
d
=
, ( k = x, y )
(40d)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
c
j
j
G
ij
p
kz
ij
z
A
r z
d
=
, ( k = x, y ) (40e) (40a) (40b) (40c)
*
(
)
( )
,
1
0
( ,0, )
{
[ (
( )
j
k
L
G
m
kz
ij
j
k x y
j
U
r
Q
d
z
=
=
+
( )
2
*
( )
2
( )
*
( )
( )
*
0
( )
(
)
( )
2
j
p
a
i
ij
k
i
i
p
x
A
Q
d
E I
=
(40c)
,
{
m
k x y
j
=
=
+ (40c) ( )(0)
i
zf
u
=
,
1,2,......,
i
m
=
(42) (42) Following the similar procedures, the surface vertical
displacement
(
,
0)
zs
u
z
=
x
for the poroelastic half space in
the presence of pile rows can be calculated as follows where
ij
is the Kronecker delta and where
ij
is the Kronecker delta and ( )
2
*
( )
(
)
( )
*
( , )
( , , )
j
L
p
c
G
ij
zz
ij
j
p
z
U
r z
d
E
=
(43a)
( )
( )
( )
2
(
)
*
0
( )
( , , )
j
L
d
j
G
ij
p
zz
ij
z
A
U
r z
d
=
(43b)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
d
j
j
G
ij
p
kz
ij
z
A
U
r z
d
=
, (
,
k
x y
=
) (43c)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
e
j
j
G
ij
p
kz
ij
z
A
U
r z
d
=
, (
,
k
x y
=
) (43d) (
)
( )
*
1
0
(
,0, )
(
,0)
(
,0)
[
( )
G
L
m
zz
j
j
zs
zf
j
U
r
u
u
N
d
=
=
+
x
x
x
*
( )
( )
2
( )
(
)
*
0
( )
(
,0, )
]
p
L
j
j
p j
G
z
zz
j
A
u
U
r
d
+
x
(
)
( )
*
,
1
0
(
,0, )
{
[
( )
j
L
G
m
kz
j
j
k
k x y
j
U
r
Q
d
z
=
=
+
x
( )
( )
2
( )
(
)
*
'*
0
( )
(
,0, )
]}
j
L
j
j
p
j
G
p
k
kz
j
A
u
U
r
d
+
x
(41 (43a) (43b) (41) 4.2. The Equations of Motion for the Piles ( )
( )
( )
( )
*
*
0
( )
( , )
(0)
( )]
j
L
j
a
p j
b
ij
z
ij
N
z
d
u
z
(
)
( )
*
,
1 0
(
, , )
{
[ (
( )
G
L
m
ij
kz
j
k
k x y
j
r
z
Q
d
z
=
=
(
)
( )
0
( )
(
, , )
L
G
a
ij
ij
kz
r
z
d
+ tance between the surface point x and the axis of the j-th
pile. In equation (39), uz*
p(i)(0) ( i = 1,2,......,m) are also un-
known. Thus,
additional
equations
for
uz*
p(i)(0)
( i = 1,2,......,m) are needed for the closure of the system. The supplementary equations for
( )
* (0)
p i
zu
can be derived
assuming that the vertical displacement of the i-th pile top
and the vertical displacement of the extended half-space at
the center of
( )
0
i
are equal, i.e.,
( )
( )
* (0)
(0)
p i
s i
z
z
u
u
=
. Note
that
( )(0)
s i
zu
can be obtained via (41) by setting
x coin-
cide with the center of the i-th pile top. 4.4. The Fredholm Integral Equations Accounting for the
Horizontal Interaction the Piles and the Half-Space (48) ( )
( )
2
( )
(
)
*
'*
'
0
( )
(
,0, )
]}
L
j
j
p
j
G
p
k
k k
j
A
u
U
r
d
+
x
, (
,
k
x y
=
) (48) where
(
,0)
kf
u
x
(
, )
k
x y
=
represents the free field horizon-
tal
displacement,
(
)
' ( ,0,
)
G
k k
ij
U
r
,
(
)( ,0,
)
G
zk
ij
U
r
( ,
, )
k k
x y
=
denotes the horizontal displacement at the sur-
face point x (
x
y
=
+
x
i
j) due to a unit patch horizontal
and vertical load applied at
( )j
, respectively. For the close of the system, additional equations for
( )
* (0)
p i
ku
(k = x, y; i = 1,2,......,m) are needed. Supposing
that the horizontal displacement of the i-th fictitious pile top
is equal to the horizontal displacement of the extended half-
space at the i-th pile top, supplementary equations for
( )
* (0)
p i
ku
(k = x, y; i = 1,2,......,m) in (46) can be obtained
via (48) by setting x coincide with the center of the i-th
pile top. 4.4. The Fredholm Integral Equations Accounting for the
Horizontal Interaction the Piles and the Half-Space (46) where where Likewise, the rotary angle of the extended half-space
along the axis the i-th pile consists of two parts: the first
part is the contribution from the free wave field, while the
second part is due to the loads applied to the half-space by
the fictitious piles (Fig. 3). 4.4. The Fredholm Integral Equations Accounting for the
Horizontal Interaction the Piles and the Half-Space where
(
,0)
zf
u
x
represents the free field vertical displace-
ment,
(
)(
,0, )
G
zz
j
U
r
x
,
(
)(
,0, )
G
kz
j
U
r
x
, ( k = x, y ) denotes
the
vertical
displacement
at
the
surface
point
x (
x
y
=
+
x
i
j) due to a unit patch vertical and horizontal
load applied at
( )j
, respectively,
j
r
x
is the horizontal dis- where
(
,0)
zf
u
x
represents the free field vertical displace-
ment,
(
)(
,0, )
G
zz
j
U
r
x
,
(
)(
,0, )
G
kz
j
U
r
x
, ( k = x, y ) denotes
the
vertical
displacement
at
the
surface
point
x (
x
y
=
+
x
i
j) due to a unit patch vertical and horizontal
load applied at
( )j
, respectively,
j
r
x
is the horizontal dis- The horizontal compatibility between the i-th pile and the
extended half-space is realized by assuming the rotary angle
of the i-th fictitious pile (
( )
*
( )
p i
k
z
(
, )
k
x y
=
) and the ro-
tary angle of the extended half-space along the axis of the
pile (
( )( )
s i
k
z
(
, )
k
x y
=
) to be equal The Open Civil Engineering Journal, 2010, Volume 4 45 A Semi-Analytical Model for the Simulation (44) ( )
( )
( )
( )
*
*
0
( )
(z, )
(0)
( )]
L
j
a
p j
b
ij
z
ij
N
d
u
z
( )( )
f i
k
z
=
, (
, ;
1,2,......,
)
k
x y i
m
=
=
(46)
where ( )
( )
( )
( )
*
*
0
( )
(z, )
(0)
( )]
L
j
a
p j
b
ij
z
ij
N
d
u
z
( )
( )
*
( )
( )
s i
p i
k
k
z
z
=
, 0
z
L
<
<
, i = 1,2,......,m,
,
k
x y
=
(44) ( )
( )
*
( )
( )
s i
p i
k
k
z
z
=
, 0
z
L
<
<
, i = 1,2,......,m,
,
k
x y
=
(44) where
( )( )
s i
k
z
and
( )
* ( )
p i
k
z
(
,
k
x y
=
) denote the rotary
angle of the extended half-space and the i-th fictitious pile in
the xoz and the yoz plane, respectively. 4.4. The Fredholm Integral Equations Accounting for the
Horizontal Interaction the Piles and the Half-Space As a result, taking proper account
of the discontinuity of the integrand, the rotary angle of the
extended poroelastic half-space along the axis the i-th pile
has the form (
)
( )
( )
( )
2
*
'
0
( )
( , , )
1
G
L
a
i
i
ij
p
k k
ij
z
A
r z
d
=
, ( ,
, )
k k
x y
=
(47a)
(
)
( )
( )
( )
2
*
'
0
( )
( , , )
G
L
b
i
i
ij
p
k k
ij
z
A
r z
d
=
, ( ,
, )
k k
x y
=
(47b)
( )
2
*
( )
(
)
( )
*
( , )
( , , )
j
L
p
a
G
ij
zk
ij
j
p
z
r z
d
E
=
, (
, )
k
x y
=
(47c)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
b
j
j
G
ij
p
zk
ij
z
A
r z
d
=
, (
, )
k
x y
=
(47d) (47c) ( )
( )
( )
(
)
(
)
*
( )
( )
( )[
( , ,
)
( , ,
)]
s i
i
i
G
G
k
kf
k
kk
ii
kk
ii
z
z
Q
z
r z z
r z z
+
=
+
(
)
'
( )
'*
'
,
1
0
( , ,
)
{
[
( )
G
L
m
k k
ij
i
k
k
x y
j
r z
Q
d
=
=
+
(
)
( )
( )
2
( )
*
'*
'
0
( )
( , , )
]}
G
L
j
j
p
j
p
k
k k
ij
A
u
r z
d
+
(
)
(
)
( )
*
1
0
( , ,
)
[
( )
G
L
m j i
zk
ij
j
j
r z
N
d
=
+
(
)
( )
( )
2
( )
*
*
0
( )
( , ,
)
]
G
L
j
j
p j
p
z
zk
ij
A
u
r z
d
+
,
(
1,2,......,
,
, )
i
m k
x y
=
=
(45) (47d) For the extended half-space, the horizontal displacement
at the surface point (
,0)
x
along k (
,
k
x y
=
) direction has
the following expression (
,0)
(
,0)
ks
kf
u
u
=
x
x
(
)
(
)
( )
*
1
0
(
,0,
)
[
( )
j
L
G
m j i
zk
j
j
j
U
r
N
d
=
+
x
*
( )
( )
2
( )
(
)
*
0
( )
(
,0, )
]
p
L
j
j
p j
G
z
zk
j
A
u
U
r
d
+
x
(
)
'
( )
'*
'
,
1
0
(
,0, )
{
[
( )
G
L
m
k k
j
j
k
k
x y
j
U
r
Q
d
=
=
+
x (
1,2,......,
,
, )
i
m k
x y
=
=
(45) (45) where
( )( )
i
kf
z
(
, )
k
x y
=
is the free field rotary angle along
the axis of the i-th pile due to the harmonic vertical load,
(
)
' ( , ,
)
G
k k
ijr z
,
(
) ( , ,
)
G
zk
ijr z
( ,
, )
k k
x y
=
represents the
rotary angle at the center of
( )
z
i
due to a unit patch horizon-
tal and vertical load applied on
( )j
, respectively;
(
)( , ,
)
G
kk
iir z z
,
(
)( , ,
)
G
kk
iir z z
+ (
, )
k
x y
=
denote the rotary
angle at the center of
( )
z
i
when the patch load applied on
( )i
located at z and z+ , respectively. 6. NUMERICAL RESULTS AND DISCUSSIONS As in this study,
)
,
(
z
takes
different values at
= z
and
+
= z
, integral equation
(53) is one kind of weakly singular integral equation. Due to
the discontinuity of
( , ) /
z
at z, thus, it is appropriate
to divide the integral in (53) into two parts at point z, which
leads to (50b) (50c) (50c) 0
0
( , )
( , )
( , )
( )
( )
( )
L
z
L
z
z
z
z
d
d
d
+
=
+
(54) 0
(k, k = x, y)
(50d) (50d) To implement the quadrature approach, the interval
0
z
L
is divided into N segments evenly. And within
each segment
1
+
j
j
z
z
of the N segments,
( )
is
approximated by 6. NUMERICAL RESULTS AND DISCUSSIONS The integral equations accounting for the vertical and
horizontal interaction between pile rows and the half-space
can be solved numerically. The methodology for solving
integral equations (39), (46) was detailed in [25]. To show
the main idea for solving the second kind of Fredholm inte-
gral equations in this paper, the Fredholm integral equations
in this paper is denoted by the following simple form (
1,2,...,
,
, )
i
m k
x y
=
=
(49) (
1,2,...,
,
, )
i
m k
x y
=
= (
1,2,...,
,
, )
i
m k
x y
=
= (49) 0
( , )
( ) ( )
( )
( ), 0
L
z
a z
z
d
f z
z
L
+
=
(53) where where (53) ( )
2
*
( )
(
)
( )
*
( , )
( , , )
j
L
p
c
G
ij
zk
ij
j
p
z
U
r z
d
E
=
, (
, )
k
x y
=
(50a)
( )
( )
( )
2
(
)
*
0
( )
( , , )
L
d
j
j
G
ij
p
zk
ij
z
A
U
r z
d
=
, (
, )
k
x y
=
(50b)
( )
( )
( )
2
(
)
*
'
0
( )
( , , )
L
c
j
j
G
ij
p
k k
ij
z
A
U
r z
d
=
,
(k, k = x, y)
(50c)
( )
( )
( )
2
(
)
*
'
0
( )
( , , )
L
b
j
j
G
ij
p
k k
ij
z
A
U
r z
d
=
,
(k, k = x, y)
(50d) (50a) where ( )
a z
( )
f z are known functions and should be con-
tinuous within the interval 0
z
L
, ( )
is the unknown
function to be determined,
( , ) /
z
is the kernel func-
tion for the integral equation. 4.4. The Fredholm Integral Equations Accounting for the
Horizontal Interaction the Piles and the Half-Space 46 (
)
'
( )
'*
'
,
1
0
( ,0, )
{
[
( )
G
L
m
k k
ij
j
k
k
x y
j
U
r
Q
d
=
=
+
(
)
( )
( )
( )
'
'*
0
( )
(
,0, )
(0)
( )]}
L
G
p
a
j
c
ij
ij
ij
k z
k
U
r
d
z
+
+
( )
( )
( )
( )
*
'*
1
1
(0)[
( )
]
(0)
( )
m
m
p j
d
p
j
d
k
ij
ij
k
ij
j
j
u
z
u
z
=
=
+
+
( ) (0)
i
kf
u
=
, where A is a rectangle with its width and length determined
by the wavelength of the Rayleigh wave and the width of
pile rows. 5. DEFINITION OF THE AMPLITUDE REDUCTION
RATIO To assess the isolation vibration effect of pile rows, the
amplitude reduction ratio
rA , which is the ratio between the
amplitude of the vertical displacement of the half-space in
the presence of the pile rows and that of the free field solu-
tion, is defined as follows 1
1
( )
( (
)
(
)) / 2 ,
j
j
j
j
z
z
z
z
+
+
=
+
(55) (55) Substitution of (55) into the integration over the interval
1
+
j
j
z
z
, one has 1
+
j
j
,
1
( , )
( )
(1/ 2)[ (
)
j
j
z
j
z
z d
z
+
=
1
1
( , )
(
)]
j
j
z
j
z
z
z
d
+
+
+
(
)
(
,
0)
(
,
0)
z
zs
r
f
u
z
A
u
z
=
=
=
x
x
(51) (51) where
x
y
=
+
x
i
j,
(
,
0)
zs
u
z
=
x
,
(
)(
,
0)
z
f
u
z
=
x where
x
y
=
+
x
i
j,
(
,
0)
zs
u
z
=
x
,
(
)(
,
0)
z
f
u
z
=
x
is the amplitude of the vertical displacement for the half-space
with the pile rows and the amplitude of the vertical dis-
placement for the free field solution. The displacement
(
)(
,
0)
z
f
u
z
=
x
can be obtained by performing the inverse
Hankel transform on the frequency-wavenumber domain
solution of the vertical displacement in Section 3. 4.4. The Fredholm Integral Equations Accounting for the
Horizontal Interaction the Piles and the Half-Space Thus, using (30)-(36) and (48), the following sup-
plementary equations for
( )
* (0)
p i
ku
are derived Using equations (30)-(36) and (44), (45), the following
second kind of Fredholm integral equations in the xoz and
the yoz plane are obtained as follows ( )
(
)
(
)
* ( )[
( , ,
)
( , ,
)]
i
G
G
k
kk
ii
kk
ii
Q
z
r z z
r z z
+
(
)
'
( )
'*
'
,
1
0
( , ,
)
{
[
( )
G
L
m
k k
ij
i
k
k
x y
j
r z
Q
d
=
=
+
(
)
( )
( )
'*
'
( )
( )
*
0
0
1
(
)
( )
( )
( , ,
)
G
z
L
i
a
k
ij
k k
ij
j
j
p
k
z
Q
d
r z
d
E
I
+
( )
( )
( )
( )( )
'*
'*
(0)
( )
(0)
( )]}
p
j
a
p
j
b
j
k
ij
k
ij
z
u
z
+
+
(
)
(
)
( )
*
1
0
( , ,
)
[
( )
G
L
m j i
zk
ij
j
j
r z
N
d
=
+
(
)
(
)
( )
*
1
0
( ,0,
)
[
( )
G
L
m j i
zk
ij
j
j
U
r
N
d
=
( )
( )
( )
*
*
0
( )
(0, )
(0)
L
j
c
p j
ij
z
i
N
d
u
+
+
(
)
(
)
( )
*
1
0
( ,0,
)
[
( )
G
L
m j i
zk
ij
j
j
U
r
N
d
=
L ( )
( )
( )
( )
*
*
( )
(0, )
(0)
(0)]
L
j
c
p j
d
ij
z
ij
N
d
u
+
+
( )
( )
( )
( )
*
*
( )
(0, )
(0)
(0)]
L
j
c
p j
d
ij
z
ij
N
d
u
+
+
46 The Open Civil Engineering Journal, 2010, Volume 4 Xu et al. 5. DEFINITION OF THE AMPLITUDE REDUCTION
RATIO 1
1
(1/ 2)[ (
)
(
)][ (
, )
(
, )]
j
j
j
j
z
z
z
z
z
z
+
+
=
+
,
1
j
j
z
z
+
(56) 1
1
(1/ 2)[ (
)
(
)][ (
, )
(
, )]
j
j
j
j
z
z
z
z
z
z
+
+
=
+
, 1
1
(1/ 2)[ (
)
(
)][ (
, )
(
, )]
j
j
j
j
z
z
z
z
z
z
+
+
=
+
, (56) 1
j
j
z
z
+
(56) 1
j
j
z
z
+
Using (56) to evaluate the integrations over the N sub-
intervals in (53), then, the integral equation (53) is reduced
to the following discrete form Woods [26] proposed an average amplitude reduction
ratio
rA for assessing the isolation vibration effect. The av-
erage amplitude reduction ratio
rA is defined as follows: 1
( ) ( )
(1/ 2)[ (
)
N
i
i
j
j
a z
z
z
=
+
1
1
(
)][ (
,
)
(
,
)]
( )
j
j
i
j
i
i
z
z
z
z
z
f z
+
+
+
=
,
1,2,3... 1
i
N
=
+
(57) 1
( ) ( )
(1/ 2)[ (
)
N
i
i
j
j
a z
z
z
=
+ 1
1
(
)][ (
,
)
(
,
)]
( )
j
j
i
j
i
i
z
z
z
z
z
f z
+
+
+
=
, 1
r
r
A
A
A dA
A
=
(52) 1
r
r
A
A
A dA
A
=
(52) 1,2,3... 5. DEFINITION OF THE AMPLITUDE REDUCTION
RATIO 1
i
N
=
+
(57) (57) The Open Civil Engineering Journal, 2010, Volume 4 4 A Semi-Analytical Model for the Simulation 47 It is worth stressing that when
1
j + in the above equation
equal to i , then,
1
(
,
)
j
i
z
z
+
will assume the values
)
,
(
i
i z
z
, as the interval
1
j
j
z
z
+
infinitely ap-
proaches the point
iz form the above; on the other hand,
when
j
i
=
, then,
(
,
)
j
i
z
z
should take the value
)
,
(
i
i
z
z +
as the interval
1
j
j
z
z
+
is infinitely close to
the point
iz from the below. observed that the amplitude reduction ratio
r
A right behind
the pile rows is much smaller than those at other areas. For
further comparison, the average amplitude reduction ratio
rA for the quasi elastic half-space is calculated, which is
0.718, while the result of Kattis [6] for the elastic half-space
is 0.712. The difference between the present solution and
that of Kattis’ [6] is only 0.842%. Fig. (4). The contour of the amplitude reduction ratio
rA for
a single pile row with eight piles used as the passive system. 0.59
0.63
0.68
0.72
0.76
0.80
0.84
0.76
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
a single pile row with 8 piles embedded in an elastic half space
/
R
y
/
R
x a single pile row with 8 piles embedded in an elastic half space 0.59
0.63
0.68
0.72
0.76
0.80
0.84
0.76
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
a single pile row with 8 piles embedded in an elastic half space
/
R
y
/
R
x Discrete formula (57) can be used to reduce the integral
equations (39), (46) to linear algebraic equations. After the
numerical solution of the linear algebraic equations, the
vertical displacement of the half-space can be obtained via
(41) and the amplitude reduction ratio can be evaluated by
(51) and (52). To verify the proposed method, a special case of our
model will be compared with an existing result in Sec. 6.1. Comparison of our Result with an Existing Result The parameters for each pile
assume the following values:
1.0 m
d =
,
5.0 m
L =
,
10
2
4.526 10 N/m
p
E =
,
3
3
2.35 10 kg/m
p
=
. The net
spacing between two neighboring piles is
0.5 m
s =
. The
vibration source is a harmonic vertical uniform patch load
with magnitude
2
200 kN/m
F
Q
=
and applied over a circu-
lar area with the diameter
0.8 m
D =
. Its frequency is
50 Hz
f =
. The distance between the pile row and the cen-
ter of the vibration source is
7.5 m
s
d =
(see Fig. 1). To
reduce the poroelastic half-space to a quasi-elastic half-
space, the parameters M , m , ,
p
b ,
f
are set to be 0.0001 Fig. (4). The contour of the amplitude reduction ratio
rA for
a single pile row with eight piles used as the passive system. 5. DEFINITION OF THE AMPLITUDE REDUCTION
RATIO 6.1. Also, some numerical examples and corresponding analysis
are given in Sec. 6.2 and Sec. 6.3. 6.2. Numerical Simulation of the Vibration Isolation
using a Single Pile Row In this section, the passive isolation vibration system is a
single pile row with nine piles embedded in a poroelastic
half-space. The vibration source is a harmonic vertical uni-
form patch load with the magnitude
F
Q and applied over a
circular area with the diameter D and its frequency is f . The reference Rayleigh wavelength for the half-space is
5.0 m
R
=
. The parameters for the poroelastic half-space,
pile rows and the vibration source are given in Table 1. In the following, the influences of Biot’s parameter (M),
Young’s modulus of the pile (
p
E ), the pile length ( L ) and as in [27]. It should be noted that for an elastic medium there
are singularities in the path of the integration when evaluat-
ing the fundamental solution, which makes the numerical
evaluation of the integral a formidable task. However, some
researchers tend to evaluate this kind of integrals by use
of a special viscoelastic model. In the viscoelastic model,
the material damping is taken into account by using complex
Lame constants i.e. 0(1 i
)
s
μ
μ
=
+
and
0(1 i
)
s
=
+
,
where
s
denotes the damping ratio. In this paper, we
use a damping ratio of
0.05
s
=
for the half-space and
8
2
0
1.32 10 N/m
μ =
,
8
2
0
1.32 10 N/m
=
,
3
3
1.75 10 kg/m
s
=
. According to [6], the reference Rayleigh wavelength for the
quasi elastic half-space is
5.0 m
R
=
. the net spacing between two neighboring piles in a pile row
(s) on the vibration isolation effect will be discussed. Note
that when the influence of one parameter is examined, all the
other parameters will remain fixed and take the typical val-
ues as given in Table 1. 6.1. Comparison of our Result with an Existing Result As the first example, a special case of our solution is
compared with an existing result. In our solution, a single
pile row with eight piles embedded in the poroelastic half-
space is used as the passive vibration isolation system again
a harmonic vertical patch load. The parameters for each pile
assume the following values:
1.0 m
d =
,
5.0 m
L =
,
10
2
4.526 10 N/m
p
E =
,
3
3
2.35 10 kg/m
p
=
. The net
spacing between two neighboring piles is
0.5 m
s =
. The
vibration source is a harmonic vertical uniform patch load
with magnitude
2
200 kN/m
F
Q
=
and applied over a circu-
lar area with the diameter
0.8 m
D =
. Its frequency is
50 Hz
f =
. The distance between the pile row and the cen-
ter of the vibration source is
7.5 m
s
d =
(see Fig. 1). To
reduce the poroelastic half-space to a quasi-elastic half-
space, the parameters M , m , ,
p
b ,
f
are set to be 0.0001
as in [27]. It should be noted that for an elastic medium there
are singularities in the path of the integration when evaluat-
ing the fundamental solution, which makes the numerical
evaluation of the integral a formidable task. However, some
researchers tend to evaluate this kind of integrals by use
of a special viscoelastic model. In the viscoelastic model,
the material damping is taken into account by using complex
Lame constants i.e. 0(1 i
)
s
μ
μ
=
+
and
0(1 i
)
s
=
+
,
where
s
denotes the damping ratio. In this paper, we
use a damping ratio of
0.05
s
=
for the half-space and
8
2
0
1.32 10 N/m
μ =
,
8
2
0
1.32 10 N/m
=
,
3
3
1.75 10 kg/m
s
=
. According to [6], the reference Rayleigh wavelength for the
quasi elastic half-space is
5.0 m
R
=
. As the first example, a special case of our solution is
compared with an existing result. In our solution, a single
pile row with eight piles embedded in the poroelastic half-
space is used as the passive vibration isolation system again
a harmonic vertical patch load. 6.2.1. The Effect of Biot’s Parameter (M) To study the influence of Biot’s parameter (M) on the
vibration isolation effect of the pile row, Biot’s parameter
(M)
takes
the
following
three
different
values:
8
2.0 10 Pa
M =
,
10
2.0 10
Pa
and
12
2.0 10
Pa
, respec-
tively. The other parameters for the piles, the vibration
source and the poroelastic half-space assume the values as
given in Table 1. Fig. (4) shows the contour of the amplitude reduction
ratio
r
A for the single pile row embedded in the quasi elas-
tic half-space according to the present model. It can be Fig. 5(a)-(c) shows the amplitude reduction ratio
r
A
on
the
surface
for
the
poroelastic
half-space
for 48 The Open Civil Engineering Journal, 2010, Volume 4 Xu et al. Table 1. The Parameters for the Poroelastic Half-Space, Pile Rows and the Vibration Source in Sec. 6.2
Parameters
Values
(Pa)
2.6 X 107
(Pa)
2.6 X 107
s (kg/m3)
2.6 X 103
f (kg/m3)
1.0 X 103
0.3
a
2.0
0.97
M (N/m2)
2.8 X 108
bp (kg/(m3 .s))
1.0 X 1010
D (the diameter of the circular area subjected to the vibration source) (m)
0.8
f (the frequency of the vibration source) (Hz)
20.0
QF (the magnitude of the harmonic vertical uniform load) (kN)
100
ds (the distance between the center of the first pile row and the vibration
source ) (m)
7.5
d (the diameter of the piles) (m)
0.8
L (the pile length) (m)
10.0
Ep/Es
50
p (the density of the piles) ( kg/m3)
3.9 X 103
s (m)
0.8
q (the spacing between the adjacent pile rows) (m)
0.4 . The Parameters for the Poroelastic Half-Space, Pile Rows and the Vibration Source in Sec. 6.2 q (the spacing between the adjacent pile rows) (m) /
p
s
E
E =100, 200 and 500, respectively. Note that the result
for the case of
/
p
s
E
E =50 has already been presented in
Sec.6.2.1 (see Fig. 5(a)). Fig. (8) illustrates the amplitude
reduction ratio
r
A within the range
/
0 ~ 2
R
x
=
and
0
y =
for the poroelastic half-space when
/
p
s
E
E takes 50,
100, 200 and 500, respectively. 6.2.1. The Effect of Biot’s Parameter (M) The average amplitude re-
duction ratio
r
A for the four cases of modulus ratios are: for
/
50
p
s
E
E =
,
0.6586
r
A =
;
for
/
100
p
s
E
E =
,
0.5926
r
A =
;
for
/
200
p
s
E
E =
,
0.5644
r
A =
;
for
/
500
p
s
E
E =
,
0.5489
r
A =
. One can be see clearly that
the average amplitude reduction ratio
rA decreases with the
increasing
/
p
s
E
E . Moreover, when
/
200
p
s
E
E
,
rA
only decreases slightly with the increasing
/
p
s
E
E . As a
result, it can be concluded that a stiffer pile row will produce
a better isolation vibration effect. 8
2.0 10 Pa
M =
,
10
2.0 10
Pa
and
12
2.0 10
Pa
, respec-
tively. Fig. (6) illustrates the amplitude reduction ratio
r
A
within the range
/
0 ~ 2
R
x
=
and
0
y =
when Biot’s pa-
rameter takes the above three values. The average amplitude
reduction ratio
r
A for the three cases of Biot’s parameter
(M) are as follows: for
8
2.0 10 Pa
M =
,
0.6586
r
A =
;
for
10
2.0 10
Pa
M =
,
0.6176
r
A =
; for
12
2.0 10
Pa
M =
,
0.6166
r
A =
. One can see that the average amplitude re-
duction ratio
rA decreases slightly with the increasing M,
which shows that Biot’s parameter M has a small effect on
the vibration isolation effect of the pile row. 6.2.2. The Effect of Young’s Modulus of the Piles (
p
E
) Young’s modulus (
p
E
) of the pile is an important pa-
rameter for the design of the pile row isolation system. Herein, the effect of Young’s modulus of the piles on the
vibration isolation effect will be investigated. In this exam-
ple, Young’s modulus of the piles assumes the following
four values:
/
p
s
E
E =50, 100, 200 and 500, respectively,
with
s
E fixed and given in Table 1. 6.2.3. The Effect of the Pile Length The contour of the amplitude reduction ratio
rA for a si
different values of Biot’s parameter M: (a)
8
2.0 10 Pa
M =
; (b) M
0.48
0.54
0.64
0.70
0.70
0.64
0.54
0.70
0.75
0.75
0.81
0.81
0.64
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
8
2.0 10 Pa
M
/
R
y
/
R
x
0.58
0.61
0.64
0.67
0.61
0.64
0.58
0.70
0.70
0.67
0.58
0.58
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
12
2.0 10 Pa
M
/
R
y
/
R
x 0.58
0.61
0.64
0.67
0.61
0.64
0.70
0.70
0.58
0.67
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
10
2.0 10 Pa
M
/
R
y
/
R
x 8
2.0 10 Pa
M
0.48
0.54
0.64
0.70
0.70
0.64
0.54
0.70
0.75
0.75
0.81
0.81
0.64
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
8
2.0 10 Pa
M
/
R
y
/
R
x 10
2.0 10 Pa
M
/
R
y /
R
x a
b
c
Fig. (5). The contour of the amplitude reduction ratio
rA for a single pile row with nine piles embedded in the poroelastic half space for
different values of Biot’s parameter M: (a)
8
2.0 10 Pa
M =
; (b)
10
2.0 10
Pa
M =
; (c)
12
2.0 10
Pa
M =
. 6.2.3. The Effect of the Pile Length The influence of the pile length on the isolation vibration
effect is examined in this section. The pile length takes three
different values: L = 5.0 m, 10.0 m and 15.0 m, respec-
tively. Fig. 7(a)-(c) shows the variation of the amplitude reduc-
tion ratio
r
A on the surface of the poroelastic half-space for The Open Civil Engineering Journal, 2010, Volume 4 49 A Semi-Analytical Model for the Simulation 0.58
0.61
0.64
0.67
0.61
0.64
0.70
0.70
0.58
0.67
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
10
2.0 10 Pa
M
/
R
y
/
R
x a
b
c
Fig. (5). The contour of the amplitude reduction ratio
rA for a single pile row with nine piles embedded in the poroelastic half space for
different values of Biot’s parameter M: (a)
8
2.0 10 Pa
M =
; (b)
10
2.0 10
Pa
M =
; (c)
12
2.0 10
Pa
M =
. 0.48
0.54
0.64
0.70
0.70
0.64
0.54
0.70
0.75
0.75
0.81
0.81
0.64
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
8
2.0 10 Pa
M
/
R
y
/
R
x
0.58
0.61
0.64
0.67
0.61
0.64
0.70
0.70
0.58
0.67
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
10
2.0 10 Pa
M
/
R
y
/
R
x
0.58
0.61
0.64
0.67
0.61
0.64
0.58
0.70
0.70
0.67
0.58
0.58
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
12
2.0 10 Pa
M
/
R
y
/
R
x a
c
Fig. (5). 6.2.3. The Effect of the Pile Length 0.58
0.61
0.64
0.67
0.61
0.64
0.58
0.70
0.70
0.67
0.58
0.58
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
12
2.0 10 Pa
M
/
R
y
/
R
x a
c
0.58
0.61
0.64
0.67
0.61
0.64
0.58
0.70
0.70
0.67
0.58
0.58
0.70
0.73
0.73
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
12
2.0 10 Pa
M
/
R
y
/
R
x b b a 12
2.0 10 Pa
M
12
2.0 10 Pa
M
c Fig. (5). The contour of the amplitude reduction ratio
rA for a single pile row with nine piles embedded in the poroelastic half space for
different values of Biot’s parameter M: (a)
8
2.0 10 Pa
M =
; (b)
10
2.0 10
Pa
M =
; (c)
12
2.0 10
Pa
M =
. 0.0
0.4
0.8
1.2
1.6
2.0
0.60
0.65
0.70
0.75
0.80
Ar
12
2.0 10 Pa
M
8
2.0 10 Pa
M
10
2.0 10 Pa
M
/
R
x Fig. (6). Variation of the amplitude reduction ratio
r
A for a single pile row with nine piles embedded in the poroelastic half space within the
range 0
/
2
R
x
and
0
y =
when Biot’s parameter (M) takes the three different values. 0.0
0.4
0.8
1.2
1.6
2.0
0.60
0.65
0.70
0.75
0.80
Ar
12
2.0 10 Pa
M
8
2.0 10 Pa
M
10
2.0 10 Pa
M
/
R
x Fig. (6). Variation of the amplitude reduction ratio
r
A for a single pile row with nine piles embedded in the poroelastic half space within the
range 0
/
2
R
x
and
0
y =
when Biot’s parameter (M) takes the three different values. 50 The Open Civil Engineering Journal, 2010, Volume 4 Xu et al. a
b
c
Fig. (7). 6.2.3. The Effect of the Pile Length The contour of the amplitude reduction ratio Ar for a single pile row with nine piles embedded in the poroelastic half space for differen
values of the ratio of Young’s modulus between the piles and the poroelastic half space: (a) Ep / Es 100; (b) Ep / Es = 200; (c) Ep / Es 500. 6.2.3. The Effect of the Pile Length 0.46
0.51
0.55
0.60
0.65
0.60
0.55
0.51
0.70
0.70
0.60
0.74
0.74
0.79
0.79
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
100
p
s
E
E
/
R
y
/
R
x
0.52
0.57
0.62
0.57
0.52
0.47
0.47
0.67
0.67
0.57
0.73
0.73
0.78
0.78
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
200
p
s
E
E
/
R
y
/
R
x
0.56
0.61
0.56
0.51
0.45
0.45
0.51
0.66
0.66
0.56
0.72
0.72
0.77
0.77
0.51
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
500
p
s
E
E
/
R
y
/
R
x
Ar
/
50
E
E 0.46
0.51
0.55
0.60
0.65
0.60
0.55
0.51
0.70
0.70
0.60
0.74
0.74
0.79
0.79
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
100
p
s
E
E
/
R
y
/
R
x 0.52
0.57
0.62
0.57
0.52
0.47
0.47
0.67
0.67
0.57
0.73
0.73
0.78
0.78
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
200
p
s
E
E
/
R
y
/
R
x 0.52
0.57
0.62
0.57
0.52
0.47
0.47
0.67
0.67
0.57
0.73
0.73
0.78
0.78
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
200
p
s
E
E
/
R
y
/
R
x /
100
p
s
E
E 0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
/
R
x a
b
c
Fig (7) The contour of the amplitude reduction ratio A for a single pile row with nine piles embedded in the poroelastic half space for differen
0.56
0.61
0.56
0.51
0.45
0.45
0.51
0.66
0.66
0.56
0.72
0.72
0.77
0.77
0.51
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
500
p
s
E
E
/
R
y
/
R
x a
0.56
0.61
0.56
0.51
0.45
0.45
0.51
0.66
0.66
0.56
0.72
0.72
0.77
0.77
0.51
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
500
p
s
E
E
/
R
y
/
R
x b b a
b
c
Fig. 6.2.4. The Effect of the Pile-Pile Net Spacing The net spacing between two neighboring piles in a pile
row is an important parameter for the design of pile rows for
vibration isolation. In this section, the value of s takes
the following three values: 0.8 m, 1.2 m and 1.6 m, respec-
tively. The other parameters for the pile, the poroelastic half-
space and the vibration source take the values as given in
Table 1. L =5.0 m and 15.0 m, respectively. The result for the case of
L =10.0 m is illustrated in Fig. 5(a). Fig. (10) illustrates that
the amplitude reduction ratio
r
A within
/
0 ~ 2
R
x
=
and
0
y =
for the poroelastic half-space when the pile length
takes L = 5.0 m, 10.0 m and 15.0 m, respectively. The aver-
age amplitude reduction ratios
r
A for L = 5.0 m, 10.0 m and
15.0 m equal to 0.8653, 0.6586, 0.6884, respectively. It can
be seen that the length of piles has a significant influence on
the average amplitude reduction ratios
r
A when
10.0 m
L
. However, when L is larger than 10.0 m, with increase of the
pile length,
r
A only change slightly, which agrees with the
result in [7]. Fig. 11(a), (b) shows the variation of the amplitude re-
duction ratio
r
A on the surface of the poroelastic half-space
for s =1.2 m and 1.6 m, respectively. The result for the case
of s =0.8 m is given in Fig. 5(a). Fig. 5(a) and Fig. (11) clearly indicate the decay of the
isolation vibration effect behind the pile row with the in- a
b
Fig. (9). The contour of the amplitude reduction ratio Ar for the single pile row with nine piles for different values of the pile length:
(a) L = 5.0 m; (b) L = 15.0 m. 6.2.3. The Effect of the Pile Length (7). The contour of the amplitude reduction ratio Ar for a single pile row with nine piles embedded in the poroelastic half space for different
values of the ratio of Young’s modulus between the piles and the poroelastic half space: (a) Ep / Es 100; (b) Ep / Es = 200; (c) Ep / Es 500. 0.56
0.61
0.56
0.51
0.45
0.45
0.51
0.66
0.66
0.56
0.72
0.72
0.77
0.77
0.51
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
/
500
p
s
E
E
/
R
y
/
R
x a /
500
p
s
E
E Fig. (7). The contour of the amplitude reduction ratio Ar for a single pile row with nine piles embedded in the poroelastic half space for different
values of the ratio of Young’s modulus between the piles and the poroelastic half space: (a) Ep / Es 100; (b) Ep / Es = 200; (c) Ep / Es 500. Fig. (8). The amplitude reduction ratio Ar within the range 0 x / R 2 and y = 0 when the ratio of Young’s modulus between the piles
and the poroelastic half takes the values 50, 100, 200 and 500, respectively. 0.0
0.4
0.8
1.2
1.6
2.0
0.5
0.6
0.7
Ar
/
500
p
s
E
E
/
200
p
s
E
E
/
100
p
s
E
E
/
50
p
s
E
E
/
R
x 0.0
0.4
0.8
1.2
1.6
2.0
0.5
0.6
0.7
Ar
/
500
p
s
E
E
/
200
p
s
E
E
/
100
p
s
E
E
/
50
p
s
E
E
/
R
x Fig. (8). The amplitude reduction ratio Ar within the range 0 x / R 2 and y = 0 when the ratio of Young’s modulus between the piles
and the poroelastic half takes the values 50, 100, 200 and 500, respectively. A Semi-Analytical Model for the Simulation The Open Civil Engineering Journal, 2010, Volume 4 51 Figs. 9(a), (b) show the variation of the amplitude reduc-
tion ratio
r
A on the surface of the poroelastic half-space for 6.3. Numerical Simulation of the Vibration Isolation
using Multiple Pile Rows In the following, the influences of the number of the pile
rows, the net spacing between two neighboring piles and the
spacing between neighboring pile rows on the vibration iso-
lation effect are discussed. It is noted that when the influence
of one parameter is examined, all the other parameters will
remain unchanged and take the typical values as given above
and in Table 1. In this section, the vibration isolation effect of multiple
pile rows is investigated. The vibration source is a harmonic
vertical uniform patch load with the magnitude
F
Q and the
frequency f . The patch load is applied over a circular do-
main with the diameter D . A single pile row with seven 0.65
0.69
0.74
0.74
0.78
0.69
0.82
0.78
0.82
0.87
0.74
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5
s =1.6 m
/
R
y
/
R
x a
b
Fig. (11). The contour of the amplitude reduction ratio Ar for the single pile row with nine piles for different values of the net spacing (s)
between two neighboring piles: (a) s = 1.2 m; (b) s = 1.6 m. 0.61
0.65
0.69
0.73
0.77
0.77
0.65
0.81
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5
s =1.2 m
/
R
y
/
R
x
0.65
0.69
0.74
0.74
0.78
0.69
0.82
0.78
0.82
0.87
0.74
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5
s =1.6 m
/
R
y
/
R
x 0.61
0.65
0.69
0.73
0.77
0.77
0.65
0.81
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5
s =1.2 m
/
R
y
/
R
x b a Fig. (11). The contour of the amplitude reduction ratio Ar for the single pile row with nine piles for different values of the net spacing (s)
between two neighboring piles: (a) s = 1.2 m; (b) s = 1.6 m. Fig. (12). 6.2.4. The Effect of the Pile-Pile Net Spacing 0.75
0.75
0.77
0.80
0.83
0.85
0.77
0.88
0.80
0.90
0.90
0.90
0.93
0.72
0.72
0.72
0.72
0.83
0.83
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
L =5.0 m
/
R
y
/
R
x
0.65
0.68
0.68
0.65
0.65
0.65
0.72
0.75
0.79
0.79
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
L =15.0 m
/
R
y
/ R
x 0.75
0.75
0.77
0.80
0.83
0.85
0.77
0.88
0.80
0.90
0.90
0.90
0.93
0.72
0.72
0.72
0.72
0.83
0.83
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
L =5.0 m
/
R
y
/
R
x 0.65
0.68
0.68
0.65
0.65
0.65
0.72
0.75
0.79
0.79
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
1.0
0.5
0.0
-0.5
-1.0
L =15.0 m
/
R
y
/ R
x b Fig. (9). The contour of the amplitude reduction ratio Ar for the single pile row with nine piles for different values of the pile length:
(a) L = 5.0 m; (b) L = 15.0 m. A Fig. (10). The amplitude reduction ratio Ar within the range 0 x / R 2 and y = 0 when the pile length takes the values L = 5.0 m,
10.0 m and 15.0 m, respectively. 0.0
0.4
0.8
1.2
1.6
2.0
0.6
0.7
0.8
0.9
Ar
L=5.0 m
L=10.0 m
L=15.0 m
/
R
x 0.0
0.4
0.8
1.2
1.6
2.0
0.6
0.7
0.8
0.9
Ar
L=5.0 m
L=10.0 m
L=15.0 m
/
R
x Fig. (10). The amplitude reduction ratio Ar within the range 0 x / R 2 and y = 0 when the pile length takes the values L = 5.0 m,
10.0 m and 15.0 m, respectively. The Open Civil Engineering Journal, 2010, Volume 4 Xu et al. Xu et al. 52 creasing pile net spacing s. The average amplitude reduction
ratios for the three cases of net spacing are: for s = 0.8 m,
r
A =0.6586; for s = 1.2 m , 0.7133; for s = 1.6 m, 0.7486,
which shows that the average amplitude reduction ratio
r
A
has a considerable increase with the increasing net spacing s. 6.2.4. The Effect of the Pile-Pile Net Spacing Thus, it can be concluded that a better isolation vibration
effect can be realized by smaller net pile spacing. piles, two pile rows with seven and six piles and three pile
rows with seven, six and seven piles, respectively are con-
sidered in this example (Fig. 12), respectively. The net spac-
ing between two neighboring piles in a pile row is
0.2 m
s =
. The other parameters for the pile, the poroelastic
half-space and the vibration source are given in Table 1 ex-
cept that
0.4 m
d =
and
9
2
1.735 10 N/m
p
E =
. The refer-
ence Rayleigh wavelength is assumed to be
5.0 m
R
=
. 6.3. Numerical Simulation of the Vibration Isolation
using Multiple Pile Rows Three kinds of pile rows used as vibration isolation system for the poroelastic half space subjected to a harmonic vertical load:
(a) a single pile row with seven piles; (b) two pile rows with seven and six piles, respectively; (c) three piles rows with seven, six and seven
piles, respectively. s
x
o
(a)
(b)
d
o
s
s
q
q
o
d
y
x
x
y
(c)
q
y
s
s
s x
q
o
d
y
(c)
q
s
s
s s y Fig. (12). Three kinds of pile rows used as vibration isolation system for the poroelastic half space subjected to a harmonic vertical load:
(a) a single pile row with seven piles; (b) two pile rows with seven and six piles, respectively; (c) three piles rows with seven, six and seven
piles, respectively. The Open Civil Engineering Journal, 2010, Volume 4 53 A Semi-Analytical Model for the Simulation 53 6.3.1. The Effect of the Number of the Pile Rows ratios for the single pile row, the two piles rows, the three
pile rows are
r
A =0.7118, 0.5408, 0.4466, respectively. In this example, we consider the following three cases of
pile rows embedded in the poroelastic half-space: a single
pile row with seven piles; two pile rows with seven and 6
piles, respectively; three pile rows with seven, six and seven
piles, respectively (Fig. 12). All the parameters for the pile
row, the poroelastic half-space and the circular patch load
assume the values as given above and in Table 1. 6.3.2. The Effect of the Net Spacing Between Two Neigh-
boring Piles In this section, we consider two pile rows embedded in
the poroelastic half-space. The first and second pile row has
seven and six piles, respectively (Fig. 12(b)). The net spac-
ing between two neighboring piles in a pile row takes the
following three different values: s = 0.2 m, 0.4 m, 0.8 m,
respectively, while the parameters for the poroelastic half-
space, the piles and the vibration source assume the typical
values as given above and in Table 1. Fig. 13(a)-(c) plot the variation of the amplitude reduc-
tion ratio
r
A on the surface of the poroelastic half-space for
the three different kinds of the pile rows. The variation of the
amplitude reduction ratios
r
A within
/
0 ~ 2
R
x
=
and
0
y =
for three cases of pile rows are also shown in Fig. (14). Fig. 15 (a), (b) plot the amplitude reduction ratio
r
A on
the surface of the poroelastic half-space for s = 0.4 m and
0.8 m, respectively. Note that the result of
r
A for the two
pile rows with s = 0.2 m is given in Fig. 13(b). For the two
pile rows with s = 0.2 m, 0.4 m, 0.8 m, respectively, the As expected, it follows from Fig. (13) that the increase of
the number of pile rows will enhance the isolation vibration
effect of the pile rows. The average amplitude reduction a
b
c
Fig. (13). The variation of the amplitude reduction ratio Ar on the surface for the poroelastic half space for three different piles rows: (a) the
single pile row with seven piles; (b) two pile rows with seven and six piles, respectively; (c) three piles rows with seven, six and seven piles,
respectively. 6.3.1. The Effect of the Number of the Pile Rows 0.72
0.72
0.69
0.66
0.63
0.60
0.57
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
a single pile row with seven piles
/
R
y
/
R
x
0.93
0.83
0.73
0.64
0.54
0.44
0.34
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
two pile rows with seven, six piles
/
R
y
/
R
x
0.93
0.84
0.75
0.67
0.58
0.49
0.40
0.32
0.32
0.32
0.23
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
three pile row with seven, six, seven piles
/
R
y
/
R
x 0.93
0.83
0.73
0.64
0.54
0.44
0.34
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
two pile rows with seven, six piles
/
R
y
/
R
x 0.93
0.83
0.73
0.64
0.54
0.44
0.34
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
two pile rows with seven, six piles
/
R
y
/
R
x 0.72
0.72
0.69
0.66
0.63
0.60
0.57
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
a single pile row with seven piles
/
R
y
/
R
x a single pile row with seven piles /
R
x b a 0.93
0.84
0.75
0.67
0.58
0.49
0.40
0.32
0.32
0.32
0.23
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
three pile row with seven, six, seven piles
/
R
y
/
R
x three pile row with seven, six, seven piles three pile row with seven, six, seven piles Fig. (13). The variation of the amplitude reduction ratio Ar on the surface for the poroelastic half space for three different piles rows: (a) the
single pile row with seven piles; (b) two pile rows with seven and six piles, respectively; (c) three piles rows with seven, six and seven piles,
respectively. Fig. (13). 7. CONCLUSIONS The numerical simulation of the isolation of the vibration
due to a harmonic vertical load applied on the surface of a
poroelastic half-space by pile rows has been carried out in
this study. The second kind of Fredholm integral equations
describing the dynamic interaction between the piles and the
half space are obtained using Muki’s method. The vibration
isolation effect of pile rows is analyzed via the proposed
semi-analytical model. As the semi-analytical model pro-
posed in this paper avoids the discretization of the whole
calculation domain, thus, it can save CPU time substantially
for the current full 3-D problem. To investigate the vibration
isolation effect of pile rows, the influence of Biot’s parame-
ter (M), Young’s modulus of the pile (
p
E ), the pile length
(L), the spacing between two neighboring piles (s) in a pile
row are investigated via the semi-analytical model. Also, the
influence of the number of the pile rows (n) and the spacing
(q) between two adjacent pile rows are examined. Fig. (14). The variation of the amplitude reduction ratio Ar within
the range 0 x / R 2 and y = 0 for three kinds of pile rows. 6.3.3. The Effect of the Spacing Between Two Adjacent
Pile Rows To examine the effect of the spacing between neighbor-
ing pile rows, only two pile rows with the number of piles
seven, six in the first and the second row, respectively are
considered in this section (see Fig. 12(b)). The value of q
takes 0.4 m, 0.8 m and 1.2 m, respectively, while the
parameters for the poroelastic half-space, the piles and the From the numerical results of this study, the following
conclusions can be drawn: 1. The larger M corresponds to a slightly better vibration
isolation effect than the smaller M. 1. The larger M corresponds to a slightly better vibration
isolation effect than the smaller M. a
b
Fig. (15). The variation of the amplitude reduction ratio
r
A on the surface for the poroelastic half space for two pile rows with seven and six
piles, respectively, for different values of the net spacing (s) between two neighboring piles: (a) s = 0.4 m; (b) s = 0.8 m. Xu et al. 54 vibration source are given as above and in Table 1. vibration source are given as above and in Table 1. average amplitude reduction ratios are
r
A =0.5408, 0.6299,
0.7583, respectively. One can see that the average amplitude
reduction ratio
r
A for multiple pile rows increase with the
increasing net spacing s. Thus, it can be concluded that the
pile rows with a smaller separation between neighboring
piles is generally more efficient in vibration isolation. Fig. 16(a), (b) depicts the amplitude reduction ratio
r
A
on the surface of the half-space for q = 0.8 m and 1.2 m
respectively. The result of
r
A for the case of q = 0.4 m is
given in Fig. 13(b). For the two pile rows with q = 0.4 m,
0.8 m and 1.2 m, the average amplitude reduction ratios are
r
A = 0.5408, 0.5482, 0.5568, respectively. From the result
for the average amplitude reduction ratios and Fig. (16), one
can observe that compared with other parameters, the space
between two adjacent pile rows has a relatively smaller ef-
fect on the vibration isolation of the pile rows. Fig. (14). The variation of the amplitude reduction ratio Ar within
the range 0 x / R 2 and y = 0 for three kinds of pile rows. 6.3.3. The Effect of the Spacing Between Two Adjacent
Pile Rows
0.0
0.4
0.8
1.2
1.6
2.0
0.0
0.2
0.4
0.6
0.8
1.0
Ar
one pile row with seven piles
two piles rows with seven, six piles
three piles rows with seven, six, seven piles
/
R
x 0.0
0.4
0.8
1.2
1.6
2.0
0.0
0.2
0.4
0.6
0.8
1.0
Ar
one pile row with seven piles
two piles rows with seven, six piles
three piles rows with seven, six, seven piles
/
R
x one pile row with seven piles
two piles rows with seven, six piles
three piles rows with seven, six, seven pile 6.3.1. The Effect of the Number of the Pile Rows The variation of the amplitude reduction ratio Ar on the surface for the poroelastic half space for three different piles rows: (a) the
single pile row with seven piles; (b) two pile rows with seven and six piles, respectively; (c) three piles rows with seven, six and seven piles,
respectively. Fig. (13). The variation of the amplitude reduction ratio Ar on the surface for the poroelastic half space for three different piles rows: (a) the
single pile row with seven piles; (b) two pile rows with seven and six piles, respectively; (c) three piles rows with seven, six and seven piles,
respectively. The Open Civil Engineering Journal, 2010, Volume 4 Xu et al. 7. CONCLUSIONS Biot, “Theory of propagation of elastic waves in a fluid-
saturated porous solid, II: higher frequency range”, J. Acoust. Soc. Am., Vol. 28, pp. 179-191, 1956. [10]
M. A. Biot, “Mechanics of deformation and acoustic propagation in
porous media”, J. Appl. Phys., Vol. 33, pp. 1482-1498, 1962. [11]
X. Zeng, and R. K. N. D. Rajapakse, “Dynamic axial load transfer
from elastic pile to poroelastic medium”, J. Eng. Mech., ASCE,
1999, 125: 1048-1055. [12]
J. H. Wang, X. L. Zhou, and J. F. Lu, “Dynamic response of pile
groups embedded in a poroelastic medium”, Soil Dyn. Earthquake
Eng., Vol. 23, pp. 235-242, 2003. [13]
B. Jin, and Z. Zhong, “Lateral dynamic compliance of pile embed-
ded in poroelastic half-space”, Soil Dyn. Earthquake Eng, Vol. 21,
pp. 519-525, 2001. [14]
J. F. Lu, and D. S. Jeng “Poroelastic model for pile-soil interaction
in a half-space porous medium due to seismic waves”, Int. J. Numer. Anal. Meth. Geomech., Vol. 32, pp. 1-41, 2008. [15]
Y. Q. Cai, G. Y. Ding, and C. J. Xu, “Screening of plane S waves
by an array of rigid piles in poroelastic soil”, J. Zhejiang Univ. Sci. A, Vol. 9, pp. 589-599, 2008. [16]
Y. Q. Cai, G. Y. Ding, and C. J. Xu, “Amplitude reduction of elas-
tic waves by a row of piles in poroelastic soil”, Comput. Geotech,
Vol. 36, pp. 463-473, 2009. [17]
J.F. Lu, B. Xu, and J. H. Wang, “Numerical analysis of isolation of
the vibration due to moving loads using pile rows”, J. Sound Vi-
brat., Vol. 319, pp. 940-962, 2009. [18]
J.F. Lu, B. Xu, and J. H. Wang, “A numerical model for the isola-
tion of moving-load induced vibrations by pile rows embedded in
layered porous media” Int J Solids Struct
Vol 46 pp 3771- [3]
B. Dasgupta, D. E. Beskos, and I. G. Vordouclakis, “Vibration
isolation using open or filled trenches. Part 2: 3-D homogeneous
soil”, Comput. Mech., Vol. 6, pp. 129-142, 1990. 2. The length of the piles is a most important factor for the
vibration isolation effect. Usually, longer piles will pro-
duce a better vibration isolation effect. The recom-
mended optimal length of the piles for vibration isolation
purpose ranges between 1.5 ~ 2.0
R
, in which
R
is the
wavelength of the Rayleigh wave of the porous half-
space. ,
p
,
, pp
,
[4]
J. Avilles, and F.J. 7. CONCLUSIONS Sanchez-Sesma, “Foundation isolation from
vibration using piles as barriers”, J. Eng. Mech., ASCE, Vol. 114,
pp. 1854-1870, 1988. [5]
S. E. Kattis, D. Polyzos, and D. E. Beskos, “Modelling of pile wave
barriers by effective trenches and their screening effectiveness”,
Soil Dyn. Earthquake Eng., Vol. 18, pp. 1-10, 1999. y
q
g
pp
[6]
S. E. Kattis, D. Polyzos, and D. E. Beskos, “Vibration isolation by
a row of piles using a 3-D frequency domain BEM”, Int. J. Numer. Methods Eng., Vol. 46, pp. 713-728, 1999. 3. Young’s modulus (
p
E ) of the piles also has significant
influence on the effect of vibration isolation. Generally,
the vibration isolation effect can be improved by increas-
ing Young’s modulus of the piles (
p
E ). [7]
P. H. Tsai, Y. F. Zheng, and T. L. Jen, “Three-dimensional analysis
of the screening effectiveness of hollow pile barriers for founda-
tion-induced vertical vibration”, Comput. Geotech., Vol. 38, pp. 489-499, 2007. [8]
M. A. Biot, “Theory of propagation of elastic waves in a fluid-
saturated porous solid, I, low frequency range”, J. Acoust. Soc. Am., Vol. 28, pp. 168-178, 1956. 4. The net spacing between two neighboring piles is also a
key factor for the vibration isolation effect. Usually,
smaller net pile spacing will result in a better vibration
isolation effect. [9]
M. A. Biot, “Theory of propagation of elastic waves in a fluid-
saturated porous solid, II: higher frequency range”, J. Acoust. Soc. Am., Vol. 28, pp. 179-191, 1956. [10]
M. A. Biot, “Mechanics of deformation and acoustic propagation in
porous media”, J. Appl. Phys., Vol. 33, pp. 1482-1498, 1962. 5. Multiple pile rows tend to produce a better vibration iso-
lation effect than a single pile row. Moreover, the spacing
between the pile rows has a relatively smaller impact on
the vibration isolation effect. [11]
X. Zeng, and R. K. N. D. Rajapakse, “Dynamic axial load transfer
from elastic pile to poroelastic medium”, J. Eng. Mech., ASCE,
1999, 125: 1048-1055. [12]
J. H. Wang, X. L. Zhou, and J. F. Lu, “Dynamic response of pile
groups embedded in a poroelastic medium”, Soil Dyn. Earthquake
Eng., Vol. 23, pp. 235-242, 2003. 7. CONCLUSIONS 0.81
0.74
0.67
0.60
0.88
0.95
0.60
0.60
0.53
0.53
0.4
0.2
0.0
-0.2
-0.4
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
s =0.4 m
/
R
y
/
R
x
0.80
0.77
0.74
0.74
0.77
0.77
0.74
0.74
0.74
0.84
0.87
0.90
0.77
0.70
0.80
0.6
0.4
0.2
0.0
-0.2
-0.4
-0.6
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
s =0.8 m
/
R
y
/
R
x b
0.80
0.77
0.74
0.74
0.77
0.77
0.74
0.74
0.74
0.84
0.87
0.90
0.77
0.70
0.80
0.6
0.4
0.2
0.0
-0.2
-0.4
-0.6
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
s =0.8 m
/
R
y
/
R
x 0.81
0.74
0.67
0.60
0.88
0.95
0.60
0.60
0.53
0.53
0.4
0.2
0.0
-0.2
-0.4
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
s =0.4 m
/
R
y
/
R
x b Fig. (15). The variation of the amplitude reduction ratio
r
A on the surface for the poroelastic half space for two pile rows with seven and six
piles, respectively, for different values of the net spacing (s) between two neighboring piles: (a) s = 0.4 m; (b) s = 0.8 m. The Open Civil Engineering Journal, 2010, Volume 4 55 A Semi-Analytical Model for the Simulation a
b
Fig. (16). The contour of the amplitude reduction ratio
rA on the surface for the poroelastic half space for two pile rows with seven and six
piles, respectively, for different spacing between two neighboring pile rows: (a) q = 0.8 m; (b) q = 1.2 m. ACKNOWLEDGMENTS [13]
B. Jin, and Z. Zhong, “Lateral dynamic compliance of pile embed-
ded in poroelastic half-space”, Soil Dyn. Earthquake Eng, Vol. 21,
pp. 519-525, 2001. The project is supported by the National Natural Science
Foundation of China with grant number No. 50578071,
50969007. Also, the research is supported by the returned
overseas scholar funding from Chinese Education Ministry. Besides, this research is also supported financially by State
Key Laboratory for GeoMechanics and Deep Underground
Engineering (No. SKLGDUE08012X). [14]
J. F. Lu, and D. S. Jeng “Poroelastic model for pile-soil interaction
in a half-space porous medium due to seismic waves”, Int. J. Numer. Anal. Meth. Geomech., Vol. 32, pp. 1-41, 2008. [15]
Y. Q. Cai, G. Y. Ding, and C. J. Xu, “Screening of plane S waves
by an array of rigid piles in poroelastic soil”, J. Zhejiang Univ. Sci. A, Vol. 9, pp. 589-599, 2008. [16]
Y. Q. Cai, G. Y. Ding, and C. J. Xu, “Amplitude reduction of elas-
tic waves by a row of piles in poroelastic soil”, Comput. Geotech,
Vol. 36, pp. 463-473, 2009. [2]
D. E Beskos, G. Dasgupta, and I. G. Vardoulakis, “Vibration isola-
tion using open or filled trench. Part 1: 2-D homogeneous”,
Comput. Mech., Vol. 1, pp. 43-63, 1986. [1]
K. Emad, and G. D. Manolis, “Shallow trenches and propagation
of surface waves”, J. Eng. Mech., ASCE, Vol. 111, pp. 279-282,
1985. 7. CONCLUSIONS 0.86
0.80
0.73
0.66
0.59
0.52
0.52
0.45
0.38
0.38
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
q =0.8m
/
R
y
/
R
x
0.81
0.75
0.69
0.62
0.56
0.50
0.50
0.81
0.44
0.37
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
q =1.2 m
/
R
y
/
R
x b
0.81
0.75
0.69
0.62
0.56
0.50
0.50
0.81
0.44
0.37
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
q =1.2 m
/
R
y
/
R
x 0.86
0.80
0.73
0.66
0.59
0.52
0.52
0.45
0.38
0.38
0.3
0.2
0.1
0.0
-0.1
-0.2
-0.3
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
q =0.8m
/
R
y
/
R
x b Fig. (16). The contour of the amplitude reduction ratio
rA on the surface for the poroelastic half space for two pile rows with seven and six
piles, respectively, for different spacing between two neighboring pile rows: (a) q = 0.8 m; (b) q = 1.2 m. [3]
B. Dasgupta, D. E. Beskos, and I. G. Vordouclakis, “Vibration
isolation using open or filled trenches. Part 2: 3-D homogeneous
soil”, Comput. Mech., Vol. 6, pp. 129-142, 1990. [4]
J. Avilles, and F.J. Sanchez-Sesma, “Foundation isolation from
vibration using piles as barriers”, J. Eng. Mech., ASCE, Vol. 114,
pp. 1854-1870, 1988. [5]
S. E. Kattis, D. Polyzos, and D. E. Beskos, “Modelling of pile wave
barriers by effective trenches and their screening effectiveness”,
Soil Dyn. Earthquake Eng., Vol. 18, pp. 1-10, 1999. [6]
S. E. Kattis, D. Polyzos, and D. E. Beskos, “Vibration isolation by
a row of piles using a 3-D frequency domain BEM”, Int. J. Numer. Methods Eng., Vol. 46, pp. 713-728, 1999. [7]
P. H. Tsai, Y. F. Zheng, and T. L. Jen, “Three-dimensional analysis
of the screening effectiveness of hollow pile barriers for founda-
tion-induced vertical vibration”, Comput. Geotech., Vol. 38, pp. 489-499, 2007. [8]
M. A. Biot, “Theory of propagation of elastic waves in a fluid-
saturated porous solid, I, low frequency range”, J. Acoust. Soc. Am., Vol. 28, pp. 168-178, 1956. [9]
M. A. p
(http://creativecommons.org/licenses/by-nc/3.0/) which permits unrestricted, non-commercial use, distribution and reproduction in any medium, provided the
work is properly cited. © Xu et al.; Licensee Bentham Open. REFERENCES [17]
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the vibration due to moving loads using pile rows”, J. Sound Vi-
brat., Vol. 319, pp. 940-962, 2009. [1]
K. Emad, and G. D. Manolis, “Shallow trenches and propagation
of surface waves”, J. Eng. Mech., ASCE, Vol. 111, pp. 279-282,
1985. [1]
K. Emad, and G. D. Manolis, “Shallow trenches and propagation
of surface waves”, J. Eng. Mech., ASCE, Vol. 111, pp. 279-282,
1985. pp
[18]
J.F. Lu, B. Xu, and J. H. Wang, “A numerical model for the isola-
tion of moving-load induced vibrations by pile rows embedded in
layered porous media”, Int. J. Solids Struct., Vol. 46, pp. 3771-
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I. N. Sneddon, Ed. Fourier transforms, New York: McGraw-Hill,
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R.D. Woods, “Screening of surface waves in soil”, J. Soil Mech. Found. Eng., ASCE, Vol. 94(SM4), pp. 951-79, 1968. [22]
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dynamic range”, J. Acoust. Soc. Am., Vol. 82, pp. 1758-1762, 1987. [27]
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embedded in a porous medium and subjected to plane SH waves”,
Comput. Geotech., Vol. 33, pp. 404-418, 2006. Accepted: December 17, 2009 Accepted: December 17, 2009 Revised: December 09, 2009 Received: June 25, 2009 © Xu et al.; Licensee Bentham Open. This is an open access article licensed under the terms of the Creative Commons Attribution Non-Commercial License
(http://creativecommons.org/licenses/by-nc/3.0/) which permits unrestricted, non-commercial use, distribution and reproduction in any medium, provided the
work is properly cited.
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Performance of a rapid diagnostic test for the detection of visceral leishmaniasis in a large urban setting
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Revista da Sociedade Brasileira de Medicina Tropical
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INTRODUCTION Visceral leishmaniasis (VL) has a wide global distribution,
with 200,000 to 400,000 estimated cases per year1, and is
the second largest cause of death among parasitic diseases
worldwide2. Approximately 90% of cases occur in six countries,
including India, Bangladesh, Sudan, South Sudan, Brazil and
Ethiopia, with 20,000 to 40,000 estimated deaths per year1. In
Brazil, VL is caused by Leishmania (Leishmania) infantum and
has been geographically expanding in the past decade3. The mean
annual incidence for the period 2001-2010 was 1.8/100,000
people, with a case fatality rate of 6.8%4. Belo Horizonte, a city
of 2.4 million inhabitants located in the southeastern part of the
country, reported a mean incidence of 5.2 cases/100,000 people
during the same time period, with a case fatality rate of 13.4%5. The accuracy of immunochromatographic rapid tests based
on the rK39 protein of Leishmania infantum has been assessed in
studies from different regions2,9. The sensitivity of the rK39 RDT
has been reported to vary between 37 and 100%, and the specifi city
was estimated between 59 and 100% among immunocompetent
patients in endemic regions9-16. In addition, a meta-analysis of 13
studies reported an overall sensitivity and specifi city of 93.9% and
90.6%, respectively15. In Brazil, estimates of the sensitivity and
specifi city of RDTs vary between 85.7 and 100% and 82.0 and
100%, respectively17-21, but few studies have been conducted in
real-world scenarios. For example, among immunocompromised
patients, the sensitivity of RDTs seems to be lower, with one
study reporting an estimation of 77.3%16. Moreover, in a previous
Brazilian study, the performance of the rK39 RDT was inferior to
the use of a parasitological method, real-time PCR in peripheral
blood and a prototype kit for a direct agglutination test (DAT)
among human immunodefi ciency virus (HIV)-positive patients22. Early diagnosis and treatment of VL have been recommended
by the Brazilian National VL Surveillance and Control Program
to reduce mortality6. According to the Brazilian Ministry of
Health, a diagnosis of VL requires the identifi cation of the
parasite in a smear or culture and/or positive serological testing
in patients presenting with fever and spleen enlargement7. The In Belo Horizonte, the rK39 RDT was implemented at
emergency care units in 2010 to foster the early treatment of
suspected VL cases with a positive test, according to World
Health Organization (WHO) recommendations23. Case R
Major
Revista da Sociedade Brasileira de Medicina Tropical 46(5):589-593, Sep-Oct, 2013
http://dx.doi.org/10.1590/0037-8682-0145-2013 Case Report
Major Article Case Report
Major Article Performance of a rapid diagnostic test for the detection
of visceral leishmaniasis in a large urban setting
Alexandre Sampaio Moura[1],[2], Helen Maria Ramos de Oliveira Lopes[1],
Maria Vitória Assumpção Mourão[1] and Maria Helena Franco Morais[1] 1] Secretaria Municipal de Saúde, Prefeitura Municipal, Belo Horizonte, MG. [2]. Curso de Medicina, Universidade Federal de Alfenas, Belo Horizonte, MG. Secretaria Municipal de Saúde, Prefeitura Municipal, Belo Horizonte, MG. [2]. Curso de Medicina, Universidade Federal d Address to: Dr. Alexandre Sampaio Moura. Curso de Medicina/UNIFENAS-
BH. Rua Libano 66, Bairro Itapoã, 31710-030 Belo Horizonte, MG, Brasil.
Phone: 55 31 3497-4302
e-mail: alexandre.moura@unifenas.br
Received 18 July 2013
Accepted 2 October 2013 ABSTRACT Introduction: Rapid diagnostic tests (RDTs) may improve the early detection of visceral leishmaniasis (VL), but their real-world
performance requires additional study. Therefore, we evaluated the performance of an rK39-based RDT (Kalazar DetectTM) for
the detection of VL in an endemic, large urban area. Methods: Data were collected from a registry of rK39 RDT performed at
11 emergency care units in Belo Horizonte, Brazil, and from a national database of reportable communicable diseases of the
Sistema de Informação de Agravos de Notifi cação (SINAN). Results: The rapid rK39 test was performed in 476 patients, with
114 (23.9%) positive results. The analysis of rK39 RDT performance was based on 381 (80%) cases reported to the SINAN
database, of which 145 (38.1%) were confi rmed cases. Estimates for sensitivity and specifi city were 72.4% (95% CI: 64.6-
79%) and 99.6% (95%CI: 97.6-99.9%), respectively. Positive and negative predictive values were estimated at 99.1% (95%CI:
94.9-99.8%) and 85.5% (95%CI: 80.8-89.1%), respectively. In addition, close agreement between the rK39 RDT and indirect
immunofl uorescence was observed. Conclusions: In summary, the rK39 RDT showed a high specifi city but only moderate
sensitivity. In endemic areas for VL, treatment may be considered in cases with clinical manifestations and a positive rK39 RDT,
but those with a negative test should be subjected to further investigation. Keywords: Visceral leishmaniasis. Serologic test. Sensitivity and specifi city. most widely available serological test for VL diagnosis in
Brazil is indirect immunofl uorescence (IFI)6; this diagnostic
method is typically performed in referral laboratories around
the country, and the results become available to the attending
physician within a couple of days. As a delay in VL diagnosis
may be associated with an increase in case fatality rates8, the
use of rapid diagnostic tests (RDTs) can help reduce mortality. METHODS An RDT for VL was implemented in Belo Horizonte in May
2010 at 11 public emergency care units. This RDT provided by
the Ministry of Health was marketed as Kalazar DetectTM (InBios
International), an immunochromatographic test that provides
the qualitative detection of antibodies against the recombinant
K39 (rK39) protein of Leishmania. The use of the rK39 RDT was recommended in Belo Horizonte
for the following situations: patients of any age with I) fever of
any duration with spleen enlargement or II) fever lasting 14 or
more days associated with any cytopenia (anemia, leukopenia or
low platelet counts). Serum samples were obtained immediately
after consultation, and a trained health professional performed the
RDT at the point-of-care. A sample of serum was sent to Fundação
Ezequiel Dias (FUNED), a national referral laboratory, which
blindly performed indirect immunofl uorescence (IFI) assays for
VL; this method is considered the standard serological test in
Brazil. According to the recommendations from the Ministry
of Health, the reporting of all suspected VL cases to a public
health authority is mandatory, and data are recorded at a national
database of reportable communicable diseases (SINAN). This
study included all patients who received the rK39 RDT at one
of the 11 public emergency care units of Belo Horizonte from
May 2010 to July 2011 and had SINAN data available. Clinical
and demographic information was obtained from the SINAN
database. The RDT results were obtained from spreadsheets that
were regularly fi lled out by the laboratory manager of each of the
healthcare units, and the IFI results were obtained directly from the
FUNED lab. Indirect immunofl uorescence results were considered
as reactive when the titers were equal or greater than 1:80. To assess the performance of the RDT among HIV patients,
information on HIV serology was obtained from the SINAN
database. Statistical analyses were conducted using OpenEpi (Open
Source Epidemiologic S tatistics for Public Health, Version 2.3.1). INTRODUCTION The objective
of the present study was to assess rK39 RDT performance in
widespread use in a large urban area with a high incidence of VL. 589 Moura AS et al - Rapid diagnostic test for visceral leishmaniasis The following Ministry of Health defi nition of a confi rmed
VL case was used to assess RDT performance: individuals from
an area of occurrence of VL with fever and spleen enlargement
I) in whom the parasite is identifi ed in direct examination or
culture and/or II) demonstrate a positive IFI reaction (titer
equal or greater than 1:80) or, although not showing laboratory
confi rmation, III) demonstrate a favorable treatment response. Notably, all confi rmed cases were followed by the city health
department’s epidemiological bureau to assess patient's
outcomes, particularly their response to treatment. Ethical considerations The study was approved by the ethics committee at the Belo
Horizonte Health Department and was performed in accordance
with the ethical standards of the Declaration of Helsinki. RESULTS The rapid diagnostic test for VL was performed in 476
patients throughout the study period. Among these patients, 381
(80%) had SINAN data available and were included in the study. There was a predominance of male patients (68.8%), with a mean
age of 28 years (7-88 years) (Table 1). According to the Ministry
of Health case defi nition, 145 (38.1%) patients had confi rmed
VL, with 28 (19.3%) cases meeting the parasitological
criteria, 112 (77.2%) meeting the serological (IFI) criteria TABLE 1 - Demographic and clinical characteristics of 381 patients that performed rK39 rapid diagnostic test for diagnosis of visceral
leishmaniasis. Characteristics
Number
Percentage
Male (%)
262
68.8
Age group (years)
< 1
32
8.4
1-9
100
26.25
10-19
33
8.66
20-49
133
34.91
50-79
74
19.42
≥ 80
9
2.36
Criteria for confi rmation of visceral leishmaiasis* (n=145)
parasitological
28
19.3
serological (IFI)
112
77.0
response to therapy
5
3.4
*Confi rmation criteria was ranked in the following order: parasitological, serological and response to therapy. IFI: indirect immunofl uorescence
for detection of Leishmania antibodies; rK39: recombinant K39. Criteria for confi rmation of visceral leishmaiasis* (n=145) *Confi rmation criteria was ranked in the following order: parasitological, serological and response to therapy. IFI: indirect immunofl uorescence
for detection of Leishmania antibodies; rK39: recombinant K39. *Confi rmation criteria was ranked in the following order: parasitological, serological and response to therapy. IFI: indirect immunofl uorescence
for detection of Leishmania antibodies; rK39: recombinant K39. 590 Rev Soc Bras Med Trop 46(5):589-593, Sep-Oct, 2013 and 5 (3.4%) demonstrating a favorable treatment response
without positive results in parasitological or serological tests. TABLE 3 - Analysis of agreement between rK39 rapid diagnostic
test and indirect immunofl uorescence for the diagnosis of visceral
leishmaniasis. Among the 145 confi rmed VL cases, 105 had a positive
RDT, and among the 236 non-confi rmed cases, 235 had
had a negative RDT. The sensitivity and specifi city of rK39
RDT were estimated at 72.4% (95%CI: 64.6-79%) and 99.6%
(95%CI: 97.6-99.9%), respectively (Table 2). Estimates for
the positive (PPV) and negative (NPV) predictive values were
99.1% (95%CI: 94.8-99.8%) and 85.5% (95%CI: 80.8-89.1%),
respectively. Because information on the fi nal diagnosis was
not available for 95 of the 476 patients who received the RDT,
we conducted a sensitivity analysis including all patients for
whom we had RDT results available. DISCUSSION Rapid diagnostic tests (RDTs) based on rK39 showed good
accuracy for VL diagnosis when widely implemented in a large
urban area. Moreover, the high PPV estimates support the World
Health Organization23 and the Brazilian Ministry of Health7
recommendations for the use of RDTs to confi rm a VL diagnosis
in suspected cases. However, due to the moderate estimates
for NPV, our fi ndings suggest that patients with negative RDT
results should undergo further investigation with additional
serological tests and examination of bone marrow aspirates. Polymerase chain reaction for the detection of Leishmania
deoxyribonucleic acid (DNA) in bone marrow or peripheral
blood specimens might also be useful to confi rm or rule out
VL diagnosis in challenging situations23-26. Among the 28 patients with amastigotes detected in bone
marrow aspirates, the rK39 RDT was positive in 17 (60.7%)
cases. Of note, 14 (50%) of these 28 patients were HIV-positive. Information on HIV co-infection was available for 224 of
the 381 included patients, and 93 of these patients were found
to be HIV-positive. Among HIV-infected patients, the sensitivity
and specifi city of the RDT were estimated at 60% (95%CI:
40.7-76.6%) and 100% (95%CI: 94.7-100%), respectively. The
positive and negative predictive values for this subset of patients
were estimated at 100% (95% CI: 79.6-100%) and 87.2% (95%
CI: 77.9-92.9%), respectively. An evaluation of rK39 RDT performance revealed better
results for studies conducted in the Indian subcontinent as
compared to those from East Africa or Brazil9. Differences in
study design, the species of Leishmania responsible for VL
cases and antibody concentrations might explain this variation
in RDT performance. An initial evaluation of the performance
of the rK39 RDT in India estimated its sensitivity and specifi city
at 100% and 98%, respectively11. Of note, this previous
study considered confi rmed VL cases to be only those with
parasitological confi rmation. A controlled study subsequently
conducted in India by the same research group, which sought
to validate another type of rK39 RDT (One Step InsureTM),
reported a sensitivity of 100% and a specifi city of 93% using
the same case criteria as their previous study27. Information on the results of indirect immunofl uorescence
was available for 296 of the 381 included patients. RESULTS For this analysis, we
considered two hypothetical extreme situations to address the
missing data for a fi nal diagnosis: I) all 95 patients with missing
data had visceral leishmaniasis or II) all of these patients did
not have VL. Considering the fi rst scenario, the estimates for
sensitivity, specifi city, PPV and NPV were 47.1% (95%CI:
40.9-50.4%), 99.6% (95%CI: 97.6-99.9%), 99.1% (95%CI:
95.2-99.8%) and 64.9% (95%CI: 59.9-69.6%), respectively. For the latter situation, the estimates for the same parameters
were 72.4% (95%CI: 64.3-79%), 97.3% (95%CI: 94.9-98.6%),
92.1% (95%CI: 85.7-95.8%) and 88.9% (95%CI: 85.3-91.8%),
respectively. Indirect immunofl uorescence
RDT
≥ 1:80
< 1:80
total
Positive
63
10
73
Negative
23
200
223
Total
86
210
296
RDT: rapid diagnostic test. Kappa 0.71 (CI95% 0.60-0.83). rK39:
recombinant K39; CI: confi dence interval. REFERENCES 1. Alvar J, Vélez ID, Bern C, Herrero M, Desjeux P, Cano J, et al. Leishmaniasis
worldwide and global estimates of its incidence. PLoS ONE 2012; 7:e35671. Our study also found that the sensitivity of the RDT seemed
to be lower among HIV-infected patients compared to the
general population. However, we had no information regarding
the cluster of differentiation 4 (CD4)-T cell counts or HIV
staging of these patients with which to establish the impact of
immunosuppression on test performance. In addition, we were
unable to fi nd any studies in the literature designed specifi cally
to address rK39 RDT accuracy among HIV-infected patients. A study in Ethiopia, a country with a high HIV prevalence,
reported an RDT sensitivity of 77% for HIV-positive patients,
which was lower than that observed for HIV-negative patients
(87%), but this difference was not statistically signifi cant15. In
addition, a recent meta-analysis of diagnostics tests for VL in
HIV-infected patients did not include the rK39 RDT due to the
lack of previously published studies29. 2. Chappuis F, Su ndar S, Hailu A, Ghalib H, Rijal S, Peeling RW, et al. Visceral leishmaniasis: what are the needs for diagnosis, treatment and
control? Nat Rev Microbiol 2007; 5:873-882. 3. Gontijo CMF, Melo MN. Leishmaniose visceral no Brasil: quadro atual,
desafi os e perspectivas. Rev Bras Epidemiol 2004; 7:338-349. 3. Gontijo CMF, Melo MN. Leishmaniose visceral no Brasil: quadro atual,
desafi os e perspectivas. Rev Bras Epidemiol 2004; 7:338-349. 4. Ministério da Saúde. Secretaria de Vigilância em Saúde. Letalidade de leishmaniose
visceral. Brasil, Grandes Regiões e Unidades Federadas, 2000-2010 [Internet]. Brasília: Ministério da Saúde [cited 2013 Jul 13]. Available at: portal.saude.gov.br/
portal/arquivos/pdf/lv_letalidade_05_09_11.pdf 5. Prefeitura de Belo Horizonte. Vigilância Epidemiológica da Leishmaniose
Visceral em BH [Internet]. Belo Horizonte: Prefeitura de Belo Horizonte
[cited 2013 Jul 13]. Available at: http://portalpbh.pbh.gov.br/pbh/ecp/
comunidade.do?evento=portlet&pIdPlc=ecpTaxonomiaMenuPortal&app
=s.aude&tax=22301&lang=pt_BR&pg=5571&taxp=0&/. 6. Ministério da Saúde. Secretaria de Vigilância em Saúde. Manual de
Vigilância e Controle da Leishmaniose Visceral. Brasília; 2006. 120 p. 7. Ministério da Saúde. Secretaria de Vigilância em Saúde. Leishmaniose
Visceral - Recomendações para Redução da Letalidade. Brasília; 2011. Finally, we found a close agreement between the RDT and
the frequently used IFI test. A similar fi nding was observed
in a study comparing an RDT with the direct agglutination
test (DAT)30. Nonetheless, a Brazilian study showed that IT-
LEISHTM, but not Kalazar DetectTM, performed signifi cantly
better than IFI with greater specifi city and PPV21. DISCUSSION A reactive
IFI result was observed in 63 (86.3%) of the 73 samples that
had previously been shown to be positive in the rK39 RDT, and
200 (89.6%) of the 223 samples from patients with a negative
result on the RDT were also negative for IFI (Table 3). In Uganda, Kalazar DetectTM was used for the diagnosis of
VL among 250 inpatients admitted with a clinical presentation
compatible with VL28, and this RDT demonstrated good
accuracy, with a sensitivity and specifi city estimated at 82%
and 99%, respectively. It is interesting to note that this Uganda
study used confi rmation criteria that included the detection
of the parasite in a spleen aspirate smear, a positive direct
agglutination test (i.e., titers greater than 1:12,800) or a good
treatment response. TABLE 2 - Evaluation of rK39 rapid diagnostic test performance for
diagnosis of visceral leishmaniasis. Cases
RDT
confi rmeda
not confi rmed
Total
Positive
105
1
106
Negative
40
235
275
Total
145
236
381
RDT: rapid diagnostic test; aconfi rmed according to Brazilian
Ministry of Health criteria; rK39: recombinant K39. TABLE 2 - Evaluation of rK39 rapid diagnostic test performance for
diagnosis of visceral leishmaniasis. In a study conducted in Sudan using a different rK39 RDT
(IT-LEISHTM) but also including a serological test (direct
agglutination test) among the confi rmation criteria for VL cases, RDT: rapid diagnostic test; aconfi rmed according to Brazilian
Ministry of Health criteria; rK39: recombinant K39. 591 Moura AS et al - Rapid diagnostic test for visceral leishmaniasis similar results were found for sensitivity, specifi city, PPV and
NPV (81%, 97%, 98% and 71%, respectively)10. similar results were found for sensitivity, specifi city, PPV and
NPV (81%, 97%, 98% and 71%, respectively)10. similar results were found for sensitivity, specifi city, PPV and
NPV (81%, 97%, 98% and 71%, respectively)10. In summary, the rK39 RDT showed good accuracy for VL
diagnosis and close agreement with IFI and may therefore be
useful for the timely identifi cation of cases in point-of-care
treatment. However, this test is not suffi cient to rule out VL,
and further testing is warranted in suspected cases with negative
RDT results. In Brazil, validation studies of the IT-LEISHTM have reported
a sensitivity varying from 93% to 100% and a specifi city
between 94% and 96%18,20, considering confi rmed cases only
as those with a parasitological diagnosis. REFERENCES This fi nding
suggests that RDTs may be an effective substitute for IFI in most
clinical situations, considering their rapid results and ease of use. 8. Oliveira JM, Fernandes AC, Dorval MC, Alves TP, Fernandes TD, Oshiro
ET, Oliveira AL. Mortalidade por leishmaniose visceral: aspectos clínicos
e laboratoriais. Rev Soc Bras Med Trop 2010; 43:188-193. 9. Cunningham J, Hasker E, Das P, El Safi S, Goto H, Mondal D, et al. A global
comparative
evaluation
of
commercial
immunochromatographic
rapid
diagnostic tests for visceral leishmaniasis. Clin Infect Dis 2012; 55:1312-1319 10. Ritmeijer K, Melaku Y, Mueller M, Kipngetich S, O´Keeffe C, Davidson
RN. Evaluation of a new recombinant k39 rapid diagnostic test for
Sudanese visceral leishmaniasis. Am J Trop Med Hyg 2006; 74:76-80. One limitation of our study involves the criteria used to
confi rm VL cases. We chose to use the Brazilian Ministry of
Health criteria and therefore considered confi rmed cases as not
only those with parasitological diagnosis but also those with a
reactive IFI and/or good treatment response. In our view, the use
of the Ministry of Health criteria better refl ects the real-world
scenario of clinical practice. In addition, because we did not have
information on the fi nal diagnosis of the non-confi rmed cases,
interpretations of the estimates regarding specifi city should
consider this limitation. Finally, the clinical and demographic
data were obtained from the SINAN database, and although
reporting is mandatory, the attending physicians do not always
report suspected cases. As a result, we were unable to obtain
these data for approximately 20% of the cases. To address
this gap, we performed a sensitivity analysis considering two
extreme situations, and these results indicated that this lack of
data did not change our main fi nding of the low sensitivity and
good specifi city of the rK39 RDT. 11. Sundar S, Reed SG, Singh VP, Kumar PC, Murray HW. Rapid accurate
fi eld diagnosis of Indian visceral leishmaniasis. Lancet 1998; 351:563-565. 12. Zijlstra EE, Nur Y, Desjeux P, Khalil EAG, El-Hassan AM, Groen J. Diagnosing visceral leisimaniasis with the recombinant K39 strip test:
experience from Sudan. Trop Med Int Health 2001; 6:108-113. 13. Veeken H, Ritmeijer K, Seaman J, Davidson R. Comparison of an rK39
dipstick rapid test with direct agglutination test and splenic aspiration
for the diagnosis of kala-azar in Sudan. Trop Med Int Health 2003;
8:164-167. 14. DISCUSSION In addition, the PPV
and NPV of 98% and 89%, respectively, were similar to those
found in our study. Evaluations of the performance of Kalazar
DetectTM have shown sensitivity values between 85.7% and 90%
and a specifi city between 82% and 100%18,19. The authors declare that there is no confl ict of interest. In a multicentric study, four commercially available RDTs
were compared, including Kalazar Detect™. Both at Brazilian
and African centers, Kalazar Detect™ presented a lower
sensitivity when compared to IT-LEISHTM, which must be taken
into account when using these tests in clinical practice9. REFERENCES Terán-Ángel G, Rodríguez V, Silva R, Zerpa O, Schallig H, Ulrich M,
Cabrera M. Herramientas no invasivas en Venezuela: comparación entre
las pruebas inmunoserológicas DAT, rK26 y rK39 en el diagnóstico de
leishmaniasis visceral. Biomedica 2010; 30:39-45. 15. Chappuis F, Rijal S, Soto A, Menten J, Boelaert M. A meta-analysis of the
diagnostic performance of the direct agglutination test and rK39 dipstick
for visceral leishmaniasis. BMJ 2006; 333:723. 16. Horst R, Tefera T, Assefa G, Ebrahim AZ, Davidson RN, Ritmeijer K. Field evaluation of rK39 test and direct agglutination test for diagnosis 592 Rev Soc Bras Med Trop 46(5):589-593, Sep-Oct, 2013 of visceral leishmaniasis in a population with high prevalence of human
immunodefi ciency virus in Ethiopia. Am J Trop Med Hyg 2009; 80:
929-934. 24. Cascio A, Calattini S, Colomba C, Scalamogna C, Galazzi M, Pizzuto
M, et al. Polymerase chain reaction in the diagnosis and prognosis of
Mediterranean visceral leishmaniasis in immunocompetent children. Pediatrics 2002; 109:e27. 17. Assis TSM, Braga ASC, Pedras MJ, Oliveira E, Barral A, Siqueira IC,
et al. Multi-centric prospective evaluation of rk39 rapid test and direct
agglutination test for the diagnosis of visceral leishmaniasis in Brazil. Trans R Soc Trop Med Hyg 2011; 105:81-85. 25. Antinori S, Calattini S, Longui E, Bestetti G, Piolini R, Magni C, et al. Clinical use of polymerase chain reaction performed on peripheral blood
and bone marrow samples for the diagnosis and monitoring of visceral
leishmaniasis in HIV-infected and HIV-uninfected patients: a single-
center, 8-year experience in Italy and review of the literature. Clin Infect
Dis 2007; 44:1602-1610. 18. Schallig HDFH, Canto-Cavalheiro M, Silva ES. Evaluation of the direct
agglutination test and the rK39 dipstick test for the sero-diagnosis of
visceral leishmaniasis. Mem Inst Oswaldo Cruz 2002; 97:1015-1018. 26. Fraga TL, Brustoloni YM, Lima RB, Dorval EC, Oshiro ET, Oliveira
J, et al. Polymerase chain reaction of peripheral blood as a tool for the
diagnosis of visceral leishmaniasis in children. Mem Inst Oswaldo Cruz
2010; 105:310-313. 19. Carvalho SFG, Lemos EM, Corey R, Dietze R. Performance of recombinant
K39 antigen in the diagnosis of Brazilian visceral leishmaniasis. Am J Trop
Med Hyg 2003; 68:321-324. 20. Amato Neto V, Amato VS, Tuon FF, Gakiya E, Marchi CR, Souza RM,
et al. False-positive results of a rapid K39-based strip test and Chagas
disease. Int J Infet Dis 2009; 13:182-185. 27. Sundar S, Pai K, Sahu M, Kumar V, Murray HW. REFERENCES Immunochromatographic
strip-test detection of anti-K39 antibody in Indian visceral leishmaniasis. Ann Trop Med Parasitol 2002; 96:19-23. 21. Peruhype-Magalhães V, Machado-de-Assis TS, Rabello A. Use of the Kala-Azar
Detect® and IT-LEISH® rapid tests for the diagnosis of visceral leishmaniasis
in Brazil. Mem Inst Oswaldo Cruz 2012; 107: 951-952. 28. Chappuis F, Mueller Y, Nguimfack A, Rwakimari JB, Couffi gnal S,
Boelaert M, et al. Diagnostic accuracy of two rK39 antigen-based dipsticks
and the formol gel test for rapid diagnosis of visceral leishmaniasis in
northeastern Uganda. J Clin Microbiol 2005; 43:5973-5977. 22. Cota GF, Sousa MR, Freitas Nogueira BM, Gomes LI, Oliveira E, Assis
TS, et al. Comparison of parasitological, serological, and molecular tests
for visceral leishmaniasis in HIV-infected patients: a cross-sectional
delayed-type study. Am J Trop Med Hyg 2013; 89:570-577. 29. Cota GF, Sousa MR, Demarqui FN, Rabello A. The diagnostic accuracy
of serologic and molecular methods for detecting visceral leishmaniasis in
HIV infected patients: meta-analysis. PLoS Negl Trop Dis 2012; 6:e1665. 23. World Health Organization. Visceral Leishmaniasis Rapid Diagnostic Test
Performance [Internet]. Geneva: World Health Organization. Diagnostics
Evaluation Series Nº 4. [cited 2013 Jul 13]; Available at http://www.who. int/tdr/publications/tdr-research-publications/vl-rdt-evaluation/en/ 30. Bern C, Jha SN, Joshi AB, Thakur GD, Bista MB. Use of the recombinant
K39 dipstick test and the direct agglutination test in a setting endemic for
visceral leishmaniasis in Nepal. Am J Trop Med Hyg 2000; 63:153-157. 593
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A fully open-source framework for deep learning protein real-valued distances
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bioRxiv (Cold Spring Harbor Laboratory)
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cc-by
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OPEN Badri Adhikari As deep learning algorithms drive the progress in protein structure prediction, a lot remains to be
studied at this merging superhighway of deep learning and protein structure prediction. Recent
findings show that inter-residue distance prediction, a more granular version of the well-known
contact prediction problem, is a key to predicting accurate models. However, deep learning methods
that predict these distances are still in the early stages of their development. To advance these
methods and develop other novel methods, a need exists for a small and representative dataset
packaged for faster development and testing. In this work, we introduce protein distance net
(PDNET), a framework that consists of one such representative dataset along with the scripts for
training and testing deep learning methods. The framework also includes all the scripts that were used
to curate the dataset, and generate the input features and distance maps. Deep learning models can
also be trained and tested in a web browser using free platforms such as Google Colab. We discuss how
PDNET can be used to predict contacts, distance intervals, and real-valued distances. Deep learning and covariance signals obtained from sequence alignments are accelerating the progress in the
field of protein structure prediction1. It is exciting that information culled from sequences whose structures are
not solved can serve as the primary input feature to predict contacts and distances. The most successful methods,
presented in the recent CASP13 experiment (http://predictioncenter.org/), exploit such sequence databases and
unanimously demonstrate that the key to enhancing the current progress is accurate contact and distance map
prediction2–4. The distance prediction methods, in particular, are a major advancement in the area of ab initio
or free modeling. Much remains to be investigated at this merging superhighway of deep learning and protein
structure prediction. For example, we do not know if current deep learning methods are an ideal fit for solving
the distance prediction problem. In addition, many types and combinations of features are used as inputs. These
include secondary structure predictions, coevolution-based signals5, and raw features such as the pair frequen-
cies matrix, the covariance matrix6, the compressed covariance matrix7, and the precision matrix8. How to best
engineer these features for deep learning algorithms also remains an open question. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Department of Computer Science, University of Missouri-St. Louis, St. Louis MO, 63132, USA. email: adhikarib@
umsl.edu OPEN How useful the solitary
deep learning algorithms are compared to the classical methods based on amino acid frequencies, such as the
Chou-Fasman method9 and the Garnier-Osguthorpe-Robson (GOR) method10, also remains an open question. The irony behind current methods for structure prediction is that they rely on coevolution and conservation
signals in multiple sequence alignments, which a protein sequence folding in a cell does not have access to. Hence,
it should be possible to build accurate models without such input features. How accurately this can be done
remains to be seen. An urgent need exists for a small and representative dataset packaged for fast development
and investigation; thus, we created PDNET to meet this need and fill the information gap.h gi
g p
The protein inter-residue distance prediction problem is to predict a pair-wise distance matrix (2D) from a
protein sequence (one-dimensional sequence of amino acids). It may be compared with the monocular or ste-
reo depth estimation problem in computer vision as shown in Fig. 1. Image depth prediction methods such as
the fully convolutional residual networks (FCRN)11 method take an image matrix as input and predict a depth
matrix as output where each pixel has a predicted depth (distance from the camera to the object in the scene). The FCRN method is trained using various indoor and outdoor scene images. Similar to the depth prediction
problem, in distance prediction, the input is a three-dimensional volume (height × width × channels) and the
output is the same dimensions as the input (height × width) though with a single channel. The many character-
istics of distance prediction, however, make it a unique deep learning problem. Unlike problems in computer | https://doi.org/10.1038/s41598-020-70181-0 Scientific Reports | (2020) 10:13374 www.nature.com/scientificreports/ Figure 1. Comparison of the protein inter-residue distance prediction problem with the ‘depth prediction
from a single image problem’ in computer vision. In both problems, the input to the deep learning model is
a volume and the output is a 2D matrix. The depth predictions for this specific image (top right corner) were
obtained with a pre-trained fully convolutional residual network (FCRN)11. Figure 1. Comparison of the protein inter-residue distance prediction problem with the ‘depth prediction
from a single image problem’ in computer vision. In both problems, the input to the deep learning model is
a volume and the output is a 2D matrix. OPEN vision, which usually have one to three input channels, the distance prediction problem may have a few to a
few hundred input channels depending on what and how many input features are used. Also, a distance map is
symmetrical about the diagonal line, and each pixel on the map represents a distance between a pair of residues
in the sequence. A single input feature, such as a precision matrix, can have more than 400 channels. Some of
these input channels are tiled rows or columns obtained from one-dimensional predictions such as secondary
structures and solvent accessibility. The comparison of this problem with a computer vision problem naturally
raises the question of what the convolutional filters in each layer learn. Visualization of what the deep learning
layers learn and how the input features translate over the layers is difficult; thus, little research has been done in
this area12. Because we do not know what to expect in our visualizations, exploiting the techniques of explainable
artificial intelligence used in computer vision is not directly useful for the distance prediction problem. Another
unique feature of the distance prediction problem, compared to computer vision problems, is that a protein struc-
ture and the corresponding distance maps cannot be augmented in the same ways that images can. For instance,
distance maps cannot be scaled, rotated, or flipped. This is because an object in the real world (for example, a
chair) may be tiny or large but in the case of protein structures, all proteins, small or large, are comprised of
fixed size structural units such as an alpha helix. In a distance map, distance pixels away from the diagonal line
are more useful for reconstructing the original structure. These distances, known as long-range distances, are
also harder to predict as shown in Fig. 2. In a way, this is similar to saying that in the case of depth prediction, it
is more important to predict the depth of objects closer (to the camera) in the scene than the objects that are far
away. An ideal distance prediction algorithm should predict exact physical distances on the entire distance map
accurately. This is extremely difficult and as such, a binary version of the problem known as contact-prediction
has been more widely studied. OPEN The depth predictions for this specific image (top right corner) were
obtained with a pre-trained fully convolutional residual network (FCRN)11. vision, which usually have one to three input channels, the distance prediction problem may have a few to a
few hundred input channels depending on what and how many input features are used. Also, a distance map is
symmetrical about the diagonal line, and each pixel on the map represents a distance between a pair of residues
in the sequence. A single input feature, such as a precision matrix, can have more than 400 channels. Some of
these input channels are tiled rows or columns obtained from one-dimensional predictions such as secondary
structures and solvent accessibility. The comparison of this problem with a computer vision problem naturally
raises the question of what the convolutional filters in each layer learn. Visualization of what the deep learning
layers learn and how the input features translate over the layers is difficult; thus, little research has been done in
this area12. Because we do not know what to expect in our visualizations, exploiting the techniques of explainable
artificial intelligence used in computer vision is not directly useful for the distance prediction problem. Another
unique feature of the distance prediction problem, compared to computer vision problems, is that a protein struc-
ture and the corresponding distance maps cannot be augmented in the same ways that images can. For instance,
distance maps cannot be scaled, rotated, or flipped. This is because an object in the real world (for example, a
chair) may be tiny or large but in the case of protein structures, all proteins, small or large, are comprised of
fixed size structural units such as an alpha helix. In a distance map, distance pixels away from the diagonal line
are more useful for reconstructing the original structure. These distances, known as long-range distances, are
also harder to predict as shown in Fig. 2. In a way, this is similar to saying that in the case of depth prediction, it
is more important to predict the depth of objects closer (to the camera) in the scene than the objects that are far
away. An ideal distance prediction algorithm should predict exact physical distances on the entire distance map
accurately. This is extremely difficult and as such, a binary version of the problem known as contact-prediction
has been more widely studied. OPEN y
Although almost all currently successful methods2, 3, 13 formulate the distance prediction problem as a multi-
class classification problem, undeniably, the ultimate goal is to accurately predict real valued distances14. Recently,
some researchers have formulated the problem as a regression problem, which has demonstrated promising
results15. Methods Dataset preparation. Our dataset is derived from the 3456 representative protein sequences and 150 test
protein chains used to train, validate, and test the widely used DeepCov method16 for protein contact predic-
tion. The 3,456 protein chains used for training and validating the DeepCov method are a subset of a set of 6,729
protein chains that have no domains homologous with the protein chains in the test set. The sequence lengths of
the protein chains range from 50 to 500 residues and 50 to 266 residues in the training set and test set, respec-
tively. The original set of 6,729 protein chains have less than 25% pairwise sequence similarity, which makes this
the original set representative of the full Protein Data Bank (PDB) set. We used this list of 3,456 protein chains,
the list of 150 protein chains, and the corresponding alignments to prepare our dataset. For each FASTA file in
the DeepCov set, we downloaded the corresponding protein chain from http://www.pdb.org and cleaned it by
removing rows containing non-standard amino acids and then renumbered the residues to match the FASTA https://doi.org/10.1038/s41598-020-70181-0 Scientific Reports | (2020) 10:13374 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 2. Example of long-range, medium-range, short-range, and local distances in a protein distance map. The distances between residue pairs 42–47, 42–52, 42–62, and 42–67 are examples of local, short, medium, and
long-range distances, respectively (left). In the heatmap plot (right), the sequence separation domain for long,
medium, and short-range distances, and local distances are [24+], [12, 23], [6, 11], and [0, 5], respectively. The
labels in the x and y axis refer to the residue index in the corresponding protein sequence. The diagonal line
shows that the residue pair i-i have a zero distance. Figure 2. Example of long-range, medium-range, short-range, and local distances in a protein distance map. The distances between residue pairs 42–47, 42–52, 42–62, and 42–67 are examples of local, short, medium, and
long-range distances, respectively (left). In the heatmap plot (right), the sequence separation domain for long,
medium, and short-range distances, and local distances are [24+], [12, 23], [6, 11], and [0, 5], respectively. The
labels in the x and y axis refer to the residue index in the corresponding protein sequence. The diagonal line
shows that the residue pair i-i have a zero distance. sequence. Pairwise Cβ distances between residues were calculated from the true structure (3D) to obtain a
distance map (2D). Methods The protein sequence obtained from the true structure was used as input to predict various
sequence features (1D) and pairwise features (2D), which are all translated to an input volume (2D input with
various channels). This input volume is the input to a deep learning model, and the output labels are the true
distances. To maintain consistency with the DeepCov method, in all our experiments we selected the first 130
chains when sorted alphabetically by PDB IDs (a random subset) in the entire DeepCov set as the validation
set and the remaining 3,326 chains as the training set. The alphabetical ordering ensured a random selection
because PDB IDs are automatically assigned and do not have meaning17. Since the 150 proteins in the test set
are easier (i.e. they have much richer alignments), we further tested our methods on two hard datasets—131
CAMEO-HARD (https://www.cameo3d.org/) targets released between December 8, 2018 and June 1, 2019, and
the CASP13 free-modeling targets, released in 2018. These sets are also used as test datasets by other successful
methods such as trRosetta18 to evaluate the performance of their methods. Both of these datasets serve as a test
set since they were released after the original DeepCov set (development set) was curated. yt
g
p
p
Notably, while our dataset may not be a fully balanced representation of all the protein structural folds as
summarized in databases such as CATH19, it is a representative set of the protein sequence space. Designing
and developing state-of-the-art models may require a much larger dataset. However, we assert that a framework
such as PDNET can answer many fundamental questions about the applicability and limitations of deep learning
when solving the distance prediction problem. Input features. Successful methods for contact and distance prediction use a variety of features predicted
and derived from the input sequence. These include predicted secondary structures, coevolution features, solvent
accessibility, position-specific scoring matrix derived features, Atchley factors, many pre-computed statistical
potentials, alignment statistics such as the number of effective sequences, Shannon entropy sum, mean contact
potential, normalized mutual information, covariance matrices, precision matrices, etc. Contact and distance
prediction methods use a variety of combinations of these features; moreover, it is not fully understood, in gen-
eral, which of them contain complementary information and which are redundant. Additionally, generating all
of these features for an input protein sequence is computationally expensive, both in terms of time and resources. Methods L stands for the length
of the protein sequence in the native (true) structure, and NC is the number of true contacts in the structure. The potential matrix captures the frequencies of the co-varying pair positions weighted by the value of each
sequence in the input sequence alignment, and the Shannon entropy sum calculates the variability at each resi-
due position. For our last input feature, we generated sequence profiles from the multiple sequence alignments. i
Features derived directly from the multiple sequence alignments (MSAs) such as covariance or precision
matrix are significantly important and have achieved expected improvements7. However, in this work, we inten-
tionally skipped investigating such features because working with these features requires huge storage capacities,
solid state disks, and many high-end GPUs. These resources may not be available to all those wishing to use
our framework. In a separate work, we will elaborately discuss the importance of all of these features (a work
in progress). Evaluation of predicted distance maps. A primary goal of evaluating the distances in a predicted dis-
tance map is to assess their usefulness towards building full three-dimensional models. We used two sets of
metrics for evaluating predicted distances: (a) the mean absolute error (MAE) of predicted distances, and (b)
the precision of the contacts derived from the predicted distances. To calculate MAE, we first kept all the true
distances below a certain distance threshold from the native structure, and calculated the mean absolute dif-
ference between these true distances and corresponding predicted distances. Analogous to the definition of
various types of contacts, we defined local, short-range, medium-range, and long-range distances as the dis-
tances between residue pairs with sequence separation of [0, 5], [6, 11], [11, 23], and [23+] respectively. Previous
studies have shown that long-range contacts, i.e., pairs separated by at least 23 residues in the sequence, are the
most informative pairs for accurate reconstruction26, 27. Hence, we designed our evaluation metrics focusing on
long-range distances (see Fig. 2). Here, we evaluate the mean absolute error of medium and long-range, as well as
long-range only distances at distance thresholds of 8 Å and 12 Å ( MAE8 and MAE12 ). We are certain that other
variations of MAE, such as the root mean squared deviation (RMSD) can also be relevant. When evaluating the
predictions for the validation set, we observed a Pearson’s correlation coefficient of 0.9 between MAE8 and PNC. Methods Å fi
Ideally, to obtain contacts from predicted distances, one would simply consider distances less than 8 Å as
contacts. Such a technique, however, did not favor the evaluation of predicted distances. Hence, we resorted
to a technique similar to the one that is currently used for evaluating predicted contacts. We assigned contact
scores such that shorter predicted distances have higher scores than longer ones. A score of 0.5 is assigned for
a predicted distance of 8 Å. Precisely, if Dij is the predicted distance between two residues, i and j, then the cor-
responding score Pij is given by: Pij =
4.0
Dij if Dij >= 4.0
1.0 otherwise. Following the practice of evaluating predicted contacts by calculating the precision of top L/x contacts, we evalu-
ated top L, and top NC long-range contacts ( PL and PNC ). Here L and NC stand for the length of the protein
sequence and the total number of contacts in the native structure. We calculated precision as the ratio of the
number of matches and the total number of contacts considered. For a protein sequence, if the corresponding
true contact map does not have any long-range contacts, we exclude the target from evaluation. Our motivation
for evaluating the precision of top NC contacts is driven by two insights. In a recent work28, we reported that
selecting or evaluating the top L/x contacts does not work well for all proteins. Secondly, in the most recent
CASP competition, the accessors of the contact prediction category have discussed many reasons for considering
evaluation of the top NC contacts instead of fewer contacts27. Although the PNC metric is not discussed in most
contact prediction method papers, we determined that as more and more accurate contact prediction methods
are developed, PNC will emerge as a more informative, reliable, and widely adopted metric. Table 1 summarizes
our evaluation metrics. Following the practice of evaluating predicted contacts by calculating the precision of top L/x contacts, we evalu-
ated top L, and top NC long-range contacts ( PL and PNC ). Here L and NC stand for the length of the protein
sequence and the total number of contacts in the native structure. We calculated precision as the ratio of the
number of matches and the total number of contacts considered. Methods Based on recent research advancements18, 20, 21, we identified the top seven features that are complementary and
most informative. They are: (1) sequence profiles, (2) secondary structure predictions and (3) solvent accessibil-
ity predictions (with both 2 and 3 using PSIPRED22), (4) coevolutionary signals predicted using CCMpred5, (5)
FreeContact23, (6) contact potentials calculated from multiple sequence alignments, and (7) Shannon entropy
of the alignment column. The secondary structure predictions by PSIPRED represent the probabilities of each
residue in the input sequence being a helix, strand, or coil, i.e. predicting whether each amino acid will be a part
of a helix, beta-strand or a coil in the final model. Similarly, the solvent accessibility predictions by PSIPRED are
binary predictions of hydrophobicity for each residue, i.e. predicting whether each amino acid will be ‘exposed’
to water or not. Looking into a predicted multiple sequence alignment, the coevolutionary predictions by CCM-
pred and FreeContact capture the strength of covariance between all pairs of residue positions. These predictions
themselves can be considered as contact predictions. However, deep learning algorithms can improve these pre-
dictions by learning to detect noise, correct mistakes, and identify high-confidence and missing predictions24. With the predicted multiple sequence alignment as input, we can also calculate the contact potential matrix and
the Shannon entropy sum at each residue position using the ‘alnstats’ C program in the MetaPSICOV package25. Scientific Reports | (2020) 10:13374 | https://doi.org/10.1038/s41598-020-70181-0 www.nature.com/scientificreports/ Prediction
Metric
Description
Distances
MAE8
MAE of the predicted long-range distances with corresponding true distances shorter than 8 Å
MAE12
MAE of the predicted long-range distances with corresponding true distances shorter than 12 Å
Contacts
PL
Precision of top L long-range predicted contacts
PNC
Precision of top NC long-range predicted contacts Prediction
Metric
Description
Distances
MAE8
MAE of the predicted long-range distances with corresponding true distances shorter than 8 Å
MAE12
MAE of the predicted long-range distances with corresponding true distances shorter than 12 Å
Contacts
PL
Precision of top L long-range predicted contacts
PNC
Precision of top NC long-range predicted contacts Table 1. Evaluation metrics used for evaluation of predicted distances and/or contacts. L stands for the length
of the protein sequence in the native (true) structure, and NC is the number of true contacts in the structure. Table 1. Evaluation metrics used for evaluation of predicted distances and/or contacts. Methods layer’s activation was a ‘softmax’ layer and loss was calculated using categorical cross-entropy; meanwhile, for
the PDNET-Distance, the last layer’s activation was left as ReLU. We trained a model for up to 64 epochs. During
each epoch of training, we randomly cropped the input feature volumes to a 128 × 128 sub-volume. Before crop-
ping, we also padded zeros of width 5 to all sides of the input volume similar to the AlphaFold approach3. Dur-
ing prediction, however, we built a model as wide as the input sequence, i.e., we did not crop during prediction. layer’s activation was a ‘softmax’ layer and loss was calculated using categorical cross-entropy; meanwhile, for
the PDNET-Distance, the last layer’s activation was left as ReLU. We trained a model for up to 64 epochs. During
each epoch of training, we randomly cropped the input feature volumes to a 128 × 128 sub-volume. Before crop-
ping, we also padded zeros of width 5 to all sides of the input volume similar to the AlphaFold approach3. Dur-
ing prediction, however, we built a model as wide as the input sequence, i.e., we did not crop during prediction. Binned distance prediction. Since short (euclidean) distances between pairs with long-range separation
(in sequence index) are more critical for structure reconstruction and other uses, we binned distances so that
bins were narrower for shorter distances and wider for larger distances. Specifically, we used a fixed bin width
of 0.2 Å for bins below 8 Å and an increasing bin width for larger distances (by a factor consisting of adding 0.2
Å for every next bin). These thresholds for the distance bins were 4, 4.2, 4.4, . . . , 8, 8.4, 9.0, 9.8, 10.8, 12, . . . , 21,
23.4, 26, and 26+ Å. Our technique differed slightly from the fixed-width binning technique used in methods
such as RaptorX13 and AlphaFold3 and the two-width binning used in the DMPfold method29. We used the
standard categorical cross-entropy loss to optimize our model with a softmax output layer as the last layer. t
To translate the predictions into contact prediction probabilities, we summed all the probabilities in the
bins below the 8 Å threshold. Similarly, to translate the predictions into distance maps, for each residue pair,
we selected the distance bin with the highest probability and calculated the mean of the distance range as the
predicted distance. Methods For a protein sequence, if the corresponding
true contact map does not have any long-range contacts, we exclude the target from evaluation. Our motivation
for evaluating the precision of top NC contacts is driven by two insights. In a recent work28, we reported that
selecting or evaluating the top L/x contacts does not work well for all proteins. Secondly, in the most recent
CASP competition, the accessors of the contact prediction category have discussed many reasons for considering
evaluation of the top NC contacts instead of fewer contacts27. Although the PNC metric is not discussed in most
contact prediction method papers, we determined that as more and more accurate contact prediction methods
are developed, PNC will emerge as a more informative, reliable, and widely adopted metric. Table 1 summarizes
our evaluation metrics. Residual network architecture. All successful methods for contact and distance prediction use residual
networks and their variants2–4, 13, 18. We developed deep learning methods to predict contacts (PDNET-Contact),
distance intervals (PDNET-Binned), and real-valued distances (PDNET-Distance), i.e., three separate models. Our deep learning architecture for contact prediction is a standard 128 block residual neural network with
dropouts added in between the convolutional layers as described in our DEEPCON method21. Each residual
block consists of the following layers: batch normalization, ReLU activation, 2D convolution using 3 × 3 filters,
the dropout layer with a dropout rate of 0.3, another ReLU activation, and another similar 2D convolution
layer. Each network has around 9.5 million parameters. For our PDNET-Contact method, we set the last layer’s
activation as ‘sigmoid’ and loss was calculated using binary cross-entropy. Similarly, for PDNET-Binned, the last https://doi.org/10.1038/s41598-020-70181-0 Scientific Reports | (2020) 10:13374 | www.nature.com/scientificreports/ Figure 3. Reciprocating the distance matrix so that larger numbers represent shorter distances in the input
distance matrix. The input distance matrix is shown in left and the reciprocated distance matrix is on the right. To avoid division-by-zero errors, all the diagonals in the input distance matrix are replaced by the mean of their
neighbors. Figure 3. Reciprocating the distance matrix so that larger numbers represent shorter distances in the input
distance matrix. The input distance matrix is shown in left and the reciprocated distance matrix is on the right. To avoid division-by-zero errors, all the diagonals in the input distance matrix are replaced by the mean of their
neighbors. Methods For instance, if the highest probability bin for a residue pair is the range [6.5, 7], then the
predicted distance becomes 6.75 Å. Real‑valued distance map prediction. Predicting continuous distance values, like many other regres-
sion problems, is challenging. Considering the distance prediction as a regression problem, in particular, has a
unique domain specific characteristic, i.e., it is more important to predict shorter distances more accurately than
longer distances. This is because, from the perspective of structure prediction and binding-site prediction, it is
more meaningful to predict inter-residue interactions than non-interactions (i.e. closer/smaller distances are
more important). Andras Fiser’s group have referred to such interactions as ‘interaction hubs’27. It immediately
follows that the commonly used machine learning loss functions such as mean squared error or mean absolute
error are unfit for this purpose because they focus on optimizing the longer distance values before the shorter
ones. Recently, ‘logcosh’ loss (logarithm of hyperbolic cosine) has been found to be highly effective for many
problem domains. It behaves similar to the squared loss for smaller loss values and is also similar to absolute
loss otherwise, i.e., the loss is not so strongly affected by the occasional incorrect predictions. However, this loss
function also does not focus on optimizing shorter distances. As a solution, we propose a novel loss function
that precisely focuses on optimizing the shorter distances first. The idea is to reciprocate the true and predicted
distances separately and then apply the logcosh loss to the difference between the two. This ‘reciprocal’ log cosh
loss is given by: Loss = log
cosh
K
P + e −
K
T + e
. Here, P is a predicted distance matrix, T is the true distance matrix, e is a small positive number (epsilon), and K
is a scalar that scales the losses to prevent underflow. We empirically set K to 100. However, our initial implemen-
tation of this loss function in Tensorflow did not converge quickly enough. We do not fully understand why such
a loss function is so efficient when implemented. As a solution, we reciprocated our distance matrices (output Here, P is a predicted distance matrix, T is the true distance matrix, e is a small positive number (epsilon), and K
is a scalar that scales the losses to prevent underflow. We empirically set K to 100. Results
D Results
Dataset. PDNET, when zipped, is only around 1 GB in size. All the scripts used to curate the dataset, gen-
erate the input features and distance maps, as well as the scripts with deep learning architectures for training,
validation and testing, are released along with the data. Evaluation of predicted distances and contacts. Here we present the evaluation of our deep learning
methods that predict contacts (PDNET-Contact), distance intervals (PDNET-Binned), and real-valued distances
(PDNET-Distance), on the 150 proteins in the test set. Overall, we determined that all methods performed rela-
tively well on the test set because of the large and high-quality input alignments in the set, as shown in Table 2. PL and PNC for the PDNET-Contact method are 69.5% and 61.1%, respectively. The contact precision of our
multi-class classification method, PDNET-Binned, is lower than our binary predictor. PNC for PDNET-Binned
is 60.5% on the test dataset. These findings slightly contradict with the findings of Jinbo Xu’s group30 who found
up to 4% improvement with their method based on binning. We believe that this slightly poor performance of
a multi-class classification model on the mean absolute error and precision metrics is compensated by the pre-
dicted probability information for each class, which can then be used to build distogram potentials3 for build-
ing models. PDNET provides the platform to further improve this precision through improved architectures,
hyper-parameters, and overall training techniques. For instance, we found that binning in a way such that more
bins are below the 8 Å threshold can improve contact prediction precision. This is expected because, in contrast,
equal-width binning implies that there will be more bins above the 8 Å threshold than below (assuming that the
full range is 4–20 Å) forcing the deep learning models to equally and precisely predict the difficult-to-predict
larger distance values. This, in turn, can hurt a model’s performance when the contact precision (distances only
below 8 Å) is calculated. Our PDNET-Distance method predicts long-range distances with an MAE8 of 4.1 Å on the test set. Notably,
this value seems higher because MAE8 is the evaluation of all true distances below 8 Å, i.e. some incorrect predic-
tions can significantly impact the average error. Results in Table 2 show that PNC of PDNET-Distance is around
3.3% (2% points) less than that of PDNET-Contact, i.e., PDNET-Distance predicts contacts with slightly less
precision than PDNET-Contact. Methods However, our initial implemen-
tation of this loss function in Tensorflow did not converge quickly enough. We do not fully understand why such
a loss function is so efficient when implemented. As a solution, we reciprocated our distance matrices (output https://doi.org/10.1038/s41598-020-70181-0 Scientific Reports | (2020) 10:13374 | www.nature.com/scientificreports/ Table 2. MAE and the precision of the contact prediction method (PDNET-Contact), the distance prediction
method (PDNET-Distance), and binned distance prediction method (PDNET-Binned), on the 150 proteins
in the test set. All MAEs are in Å, and the PL and PNC for the three PDNET methods are shown in percentage. DeepCov and DEEPCON methods’ performances, which are trained on the same dataset, are also reported. a As reported in the DeepCov16 paper. Methods
MAE8
PL
PNC
PDNET-Contact
–
69.5
61.1
PDNET-Distance
4.1
67.5
59.1
PDNET-Binned
3.8
67.8
60.5
DeepCova
–
55.1
–
DEEPCON
–
63.4
55.8 Methods
MAE8
PL
PNC
PDNET-Contact
–
69.5
61.1
PDNET-Distance
4.1
67.5
59.1
PDNET-Binned
3.8
67.8
60.5
DeepCova
–
55.1
–
DEEPCON
–
63.4
55.8 Table 2. MAE and the precision of the contact prediction method (PDNET-Contact), the distance prediction
method (PDNET-Distance), and binned distance prediction method (PDNET-Binned), on the 150 proteins
in the test set. All MAEs are in Å, and the PL and PNC for the three PDNET methods are shown in percentage. DeepCov and DEEPCON methods’ performances, which are trained on the same dataset, are also reported. a As reported in the DeepCov16 paper. Table 2. MAE and the precision of the contact prediction method (PDNET-Contact), the distance prediction
method (PDNET-Distance), and binned distance prediction method (PDNET-Binned), on the 150 proteins
in the test set. All MAEs are in Å, and the PL and PNC for the three PDNET methods are shown in percentage. DeepCov and DEEPCON methods’ performances, which are trained on the same dataset, are also reported. a As reported in the DeepCov16 paper. labels for the deep learning model) instead of reciprocating the loss function. In other words, we reciprocated
the input distance matrices and used the standard logcosh loss (see Fig. 3). Such a setting made it easier for the
deep learning setup to converge reliably. Results
D The output of PDNET-Distance, PDNET-Contact, and PDNET-Binned are shown in the bottom
row. Figure 4. True distance map, true contact map and the native structure of ‘1a6m-A’ in the test set are shown in
the top row. The output of PDNET-Distance, PDNET-Contact, and PDNET-Binned are shown in the bottom
row. Real‑valued distance predictions. Our real-valued distance prediction method (PDNET-Distance),
trained by reciprocating the distance maps, helps the deep learning optimization focus on correctly predicting
shorter distances before optimizing the longer ones. In other words, the model first attempts to predict shorter
distances over others, i.e., focuses on the residue pairs that are closer in physical distance but not necessarily in
sequence. To visually investigate the model’s focus on shorter distances, we randomly selected two proteins from
the test set, and plotted the predicted long-range distances vs. the true long-range distances. Figure 5 shows
that the model makes more precise predictions for shorter distances. These visualized examples validate that
PDNET-Distance effectively focuses on correctly predicting the shortest distances over others. Evaluation on CASP13 and CAMEO hard targets. We further evaluated our methods on the two most
difficult datasets—131 hard targets in the CAMEO competition, released after December 8, 2018, and the free-
modeling targets of the CASP13 competition. Because of CASP’s agreements and policies, unlike the assessors of
CASP13 and some of the top groups, we (referred to as the public) do not have access to all the native structures. Of the 32 free-modeling domains, we only had access to nine domains. Hence, we were limited in our ability to
evaluate these nine domains without a way to compare with the other 23 domains. Consistent with the practice,
we predicted distances and contacts for the full target and evaluated on the domains26, 27. For all our predictions,
we used the alignments predicted by the trRosetta method, as our input. These alignment files are publicly avail-
able at https://yanglab.nankai.edu.cn/. On these nine free-modeling domains our PDNET-Contact and PDNET-
Distance methods achieve PL of 38.8% and 32.3% compared to 45.0% by the RaptorX method, the top group
in the competition (see Table 3). To evaluate our methods on the 131 CAMEO hard targets, we used the align-
ments generated using the same trRosetta method. Eight of these 131 targets’ native structure did not have any
long-range contacts; thus, we skipped them and did not attempt any analysis of these targets in our evaluation. Results
D The PDNET-Distance method, however, predicts granular information con-
tained in real-valued distance predictions which can be potentially more informative than the binary contact/
non-contact prediction. As an example, in Fig. 4 we visualize and compare the predicted contacts, binned dis-
tances, and real-value distances predicted by our three methods, for the protein chain ‘1a6mA’ in the test dataset. p
y
p
Next, we compared our methods with other standard methods trained on the same dataset but using covari-
ance matrix, a slightly different input feature. Table 2 summarizes our comparison with two existing methods,
DeepCov16 and DEEPCON21. These two methods only accept a covariance matrix as input. Notably, both features
sets, covariance matrix or PDNET features, are derived from the same multiple sequence alignments, i.e., the
input information for deriving coevolutionary signals is the same. The superior performance of all three PDNET
methods compared to the DeepCov and the DEEPCON method draws attention to the fact that the seven fea-
tures we selected are more predictive than the covariance matrix alone. It is obvious that adding the covariance
matrix to our list of features may improve the precision. However, since covariance matrices typically have 400+
channels, the input feature files become exceptionally large (roughly 200 MB per protein chain, on average); thus,
integrating the covariance matrix could make PDNET unportable. Overall, our results show that the features we
have selected are more informative than the standard covariance matrix only feature. y
We also trained our models to predict inter-residue Cα (carbon-alpha) distances in addition to Cβ , and we
did not find marked improvement in mean absolute error or contact precision. This can explain why methods
such as the ones developed by Jinbo Xu’s group use separate models to predict Cα −Cα or Cγ −Cγ distances30. Furthermore, our PDNET-Binned method was extremely slow to train. On average, for one epoch of training with
a batch size of 2, our PDNET-Binned method took around 10 hours to train, compared to our PDNET-Contact
and PDNET-Distance methods, which only took 20 minutes. In general, we observed that the training time of
our multi-class classifier was proportional to the number of classes or distance bins. https://doi.org/10.1038/s41598-020-70181-0 Scientific Reports | (2020) 10:13374 | www.nature.com/scientificreports/ Figure 4. True distance map, true contact map and the native structure of ‘1a6m-A’ in the test set are shown in
the top row. Results
D Performance of CASP13’s top group and the trRosetta method on the CAMEO-HARD dataset are
provided as a reference. Results of the trRosetta method are copied from the Yang et al.18 since the predicted
contacts are not publicly available. Dataset
Methods
PL
PNC
CASP13 FM
PDNET-Contact
38.8
38.5
PDNET-Distance
32.3
30.3
Top CASP13 group
45.0
45.7
CAMEO-HARD
PDNET-Contact
48.3
45.1
PDNET-Distance
46.7
43.7
trRosetta
48.0
– Table 3. Summary of the performance of PDNET-Contact and PDNET-Distance on the 9 CASP13 free-
modeling domains (for which the native structures are publicly available) and on the 131 CAMEO hard-
targets. Performance of CASP13’s top group and the trRosetta method on the CAMEO-HARD dataset are
provided as a reference. Results of the trRosetta method are copied from the Yang et al.18 since the predicted
contacts are not publicly available. Dataset
Methods
PL
PNC
CASP13 FM
PDNET-Contact
38.8
38.5
PDNET-Distance
32.3
30.3
Top CASP13 group
45.0
45.7
CAMEO-HARD
PDNET-Contact
48.3
45.1
PDNET-Distance
46.7
43.7
trRosetta
48.0
– Dataset
Methods
PL
PNC
CASP13 FM
PDNET-Contact
38.8
38.5
PDNET-Distance
32.3
30.3
Top CASP13 group
45.0
45.7
CAMEO-HARD
PDNET-Contact
48.3
45.1
PDNET-Distance
46.7
43.7
trRosetta
48.0
– Table 3. Summary of the performance of PDNET-Contact and PDNET-Distance on the 9 CASP13 free-
modeling domains (for which the native structures are publicly available) and on the 131 CAMEO hard-
targets. Performance of CASP13’s top group and the trRosetta method on the CAMEO-HARD dataset are
provided as a reference. Results of the trRosetta method are copied from the Yang et al.18 since the predicted
contacts are not publicly available. Table 3. Summary of the performance of PDNET-Contact and PDNET-Distance on the 9 CASP13 free-
modeling domains (for which the native structures are publicly available) and on the 131 CAMEO hard-
targets. Performance of CASP13’s top group and the trRosetta method on the CAMEO-HARD dataset are
provided as a reference. Results of the trRosetta method are copied from the Yang et al.18 since the predicted
contacts are not publicly available. Table 3. Summary of the performance of PDNET-Contact and PDNET-Distance on the 9 CASP13 free-
modeling domains (for which the native structures are publicly available) and on the 131 CAMEO hard-
targets. Performance of CASP13’s top group and the trRosetta method on the CAMEO-HARD dataset are
provided as a reference. Results of the trRosetta method are copied from the Yang et al.18 since the predicted
contacts are not publicly available. Results
D When long-range contacts were evaluated, our results showed that our PDNET-Contact and PDNET-Distance
methods predicted contacts with precision similar to the trRosetta method18. The PL for trRosetta, PDNET-Con-
tact, and PDNET-Distance were 48.0%, 48.3% and 46.7% respectively. Overall, this comparable performance of
PDNET models with other state-of-the-art methods that use additional strategies, such as using larger training
sets and model ensembling, highlight the representativeness and overall value of PDNET. It is worth noting that
compared to the methods such as trRosetta, which requires many GPUs and high-speed solid state disks for
training, PDNET requires lesser resources and is highly scalable. Finally, as a minor additional experiment, we
cleaned the trRosetta alignments for the CAMEO targets by removing the alignment rows which are composed
only of gap characters and by removing duplicate rows. We then ran our PDNET-Distance method. There were
55 such alignments out of 131. Such an alignment cleaning, we observed, did not significantly improve the con-
tact precision, except for one protein chain, 5YVQA, for which the top L long-range precision improved from
0 to 4%. Scientific Reports | (2020) 10:13374 | https://doi.org/10.1038/s41598-020-70181-0 www.nature.com/scientificreports/ Figure 5. Comparison of true long-range distances and the distances predicted by our PDNET-Distance
method for two random examples from the test dataset: ‘1a6m-A’ (top row) and ‘1gmi-A’ (bottom row). True
distance maps and predicted distance maps are shown in the first and second columns respectively. The plots
in the last column visualize the comparison of predicted long-range distances and the corresponding true
distances. In these two plots, top L long-range predictions are shown in red and all other long-range distances
are shown in blue. Figure 5. Comparison of true long-range distances and the distances predicted by our PDNET-Distance
method for two random examples from the test dataset: ‘1a6m-A’ (top row) and ‘1gmi-A’ (bottom row). True
distance maps and predicted distance maps are shown in the first and second columns respectively. The plots
in the last column visualize the comparison of predicted long-range distances and the corresponding true
distances. In these two plots, top L long-range predictions are shown in red and all other long-range distances
are shown in blue. Table 3. Summary of the performance of PDNET-Contact and PDNET-Distance on the 9 CASP13 free-
modeling domains (for which the native structures are publicly available) and on the 131 CAMEO hard-
targets. www.nature.com/scientificreports/ built using distance restraints was significantly more accurate with a much higher TM-score (see Supplementary
Fig. 1). We translated the predicted real-valued distances to upper and lower bound constrains using an empirical
rule. For a predicted real-valued distance d, we calculated error range, δ = 0.03 ∗d ∗d , where d is the predicted
real-valued distance, lower bound l = d −δ/2 , and upper bound u = d + δ/2 (see Supplementary Fig. 2). This
empirical rule of setting a larger error range for larger distances follows the design of our loss function, which
focuses on learning to predict shorter (not short-range) distance values before longer ones, i.e. shorter distance
predictions are more likely to be correct. We assert that the methods for calculating δ can be further optimized for
a chosen 3D modeling protocol or even be predicted as an additional output channel of a deep learning model.f g p
p
p
p
g
Next we investigated the effect of training dataset size on the precision of prediction and the importance of
features used in PDNET. After selecting 11 subsets of the training set consisting of a random 100, 200, 300, 400,
500, 1,000, 1,500, 2,000, 2,500, 3,000, and 3,356 (i.e. full set) protein chains as the training dataset, we trained
PDNET-Distance models and based our evaluation on the PSICOV150 test dataset. A careful analysis of the
results revealed that the precision of the deep learning model starts to taper off after around 1,500 proteins in
the training set (see Supplementary Fig. 3). Our results also revealed that the deep learning models trained
using just a few hundred protein chains predicted remarkably precise distances. Next, to better understand the
contribution from the input features used in PDNET, we grouped the seven features into five groups and reran
our PDNET-Distance training by removing each feature or feature set each time. Our results showed that the
CCMpred and FreeContact features are the most important input features. Removing these two features drops
the top L long-range contact precision by 45% (see Supplementary Table 1). In addition to these experiments, we
also tested deep learning architectures other than the DEEPCON type architecture used in the PDNET-Distance
method which included: (a) a standard residual network, i.e., with no dilations and dropouts, and (b) a fully
convolutional network (FCN). www.nature.com/scientificreports/ We observed that both residual networks perform substantially better than the
FCN method, while the standard residual network performed just slightly worse than the architecture used in
the PDNET-Distance method (see Supplementary Table 2).h (
pp
y
)
Other groups have also attempted to ‘democratize’ the deep learning of protein distance prediction. The Pro-
teinNet dataset by Alquraishi32 was released as a standardized dataset for machine learning of protein structure. It consists of large and small subsets for learning many features. Although the full dataset is four terabytes in size,
smaller subsets are available for download upon request. Benchmark results for contact prediction or distance
prediction are not available for this dataset. Similarly, Yun Song’s group have released TAPE33, a dataset packaged
for predicting secondary structures, inter-residue contacts, and remote homology detection. These datasets can
also be extended to predict inter-residue distances. Our work here, however, serves as the first work, to not only
to discuss the distance prediction problem as the primary focus but also to release a full deep learning framework
to train and evaluate distance predictions. p
We believe that PDNET will be particularly helpful for researchers with some machine learning background,
who are interested in difficult problems like protein structure prediction. PDNET can be easily extended to test
the significance of adding other features such as the covariance matrix16 and the precision matrix8; moreover,
PDNET can be used to predict dihedral angles/orientations18. We also believe that significant future contribu-
tions can be made by focusing on novel feature engineering techniques, loss functions, and architectures that
may be particularly suitable for this specific problem of distance prediction. Data availability
ll
d y
All scripts, training data, deep learning code for training, validation, and testing, as well as Python Notebo
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21. Adhikari, B. Acknowledgementsi We acknowledge financial support from US National Science Foundation to B.A (award number 1948117), and
the support from NVIDIA and Google. We thank Bikash Shrestha, Jamie Lea, Jacob Barger, Mrinal Rawool, David
Richards, Amarilda Dyrmishi, Patrick Kong, and Anthony Ackah-Nyanzu at the University of Missouri-St. Louis
for their contributions to interesting and beneficial discussions during this work. We are also extremely thankful
to the reviewers of the International Conference on Machine Learning (ICML) 2020 conference, Dr. John Moult
at University of Maryland, Dr. Andras Fiser at Albert Einstein College of Medicine, and Mark Chonofsky at
University of Oxford, for providing many useful comments. Author contributions
d h Additional information Supplementary information is available for this paper at https://doi.org/10.1038/s41598-020-70181-0. Supplementary information is available for this paper at https://doi.org/10.1038/s41598-020-70181- Correspondence and requests for materials should be addressed to B.A. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2020 Scientific Reports | (2020) 10:13374 | https://doi.org/10.1038/s41598-020-70181-0
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ANALISIS KEBUTUHAN PENINGKATAN MINAT PESERTA DIDIK LAKI-LAKI DALAM PEMBELAJARAN SENI TARI
|
Gesture: Jurnal Seni Tari/Gesture : Jurnal Seni Tari
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Keywords: Male Interests, Learning, Improvement, Learners, art of dance Abstract: Kurangnya minat peserta didik laki-laki dalam mengikuti pembelajaran seni membuat
proses belajar mengajar menjadi tidak efektif. Masalah yang diambil yaitu peningkatan minat
peserta didik laki laki dalam pembelajaran seni tari. Tujuan pembelajaran adalah untuk
mengetahui proses pembelajaran model inkuiri. Manfaat pembelajaran dapat diajukan untuk
acuan pembelajaran model inkuiri. Metode yang digunakan adalah kualitatif dan R&D. Teknik
pengumpulan data menggunakan observasi, wawancara, dan dokumentasi. Teknik validasi data
menggunakan metode triangulasi. Teknik analisis data yang digunakan adalah reduksi data,
penyajian ulang, dan penarikan kesimpulan. Berdasarkan enam tahap proses pembelajaran
inkuiri peserta didik laki-laki pada awalnya tidak tertarik dengan tarian dan hanya diam saja
pada saat pembelajaran seni tari, dengan diterapkannya model inkuiri siswa menjadi lebih aktif
dan terlibat berkontribusi pada pembelajaran di kelas. Saran untuk lebih memperhatikan waktu
selama penyampain karena membutuhkan waktu yang lama agar materi yang lain juga
tersampaikan sesuai rencana. Kata Kunci: Laki-laki Minat, Pembelajaran, Peningkatan, Peserta Didik, Seni Tari Kata Kunci: Laki-laki Minat, Pembelajaran, Peningkatan, Peserta Didik, Seni Tari ANALISIS KEBUTUHAN PENINGKATAN MINAT PESERTA
DIDIK LAKI-LAKI DALAM PEMBELAJARAN SENI TARI
Harist Harjanti1, Sunarto2, Wahyu Lestari3
1Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
haristharjanti443@gmail.com
2Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
sunartofbs@mail.unnes.ac.id
3Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
wahyupyarlestari@mail.unnes.ac.id ANALISIS KEBUTUHAN PENINGKATAN MINAT PESERTA
DIDIK LAKI-LAKI DALAM PEMBELAJARAN SENI TARI
Harist Harjanti1, Sunarto2, Wahyu Lestari3
1Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
haristharjanti443@gmail.com
2Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
sunartofbs@mail.unnes.ac.id
3Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
wahyupyarlestari@mail.unnes.ac.id ANALISIS KEBUTUHAN PENINGKATAN MINAT PESERTA Harist Harjanti1, Sunarto2, Wahyu Lestari3
1Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
haristharjanti443@gmail.com
2Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
sunartofbs@mail.unnes.ac.id
3Pendidikan Seni, Pascasarjana, Universitas Negeri Semarang,
wahyupyarlestari@mail.unnes.ac.id Abstrak: The lack of interest of male students in participating in art learning makes the
teaching and learning process ineffective. The problem taken is the increase in the interest of
male students in learning the art of dance. The purpose of learning is to determine the progress
of learning the inquiry model. This research interest can be used as a reference for the next
inquiry model learning process. The method used is qualitative and R&D. Data collection
techniques using observation, interviews, and documentation. The data validation technique
uses the triangulation method. The data analysis technique used is data reduction, restatement,
and drawing conclusions. Based on the six stages of the learning process, boys were initially
not interested in dance and just kept quiet, with the implementation of the question and answer
model, students became more active and involved in contributing to class learning. It is
recommended to pay more attention to time during the investigation as it takes time to convey
other materials as well. I. PENDAHULUAN negara. Salah satu ujung tombak dalam
sebuah pendidikan yaitu adanya seorang guru
yang harus dibekali dengan kemampuan yang
baik guna membelajarkan peserta didik. Selain dari pendidik, salah satu unsur Pendidikan merupakan salah satu unsur
terpenting dalam kemajuan sebuah negara,
dengan demikian pendidikan harus dikelola
dengan baik demi mewujudkan cita-cita 129 tari, musik ataupun teater. Pemilihan aspek
tersebut tergantung dari bapak/ibu guru yang
ada di sekolah masing-masing. Banyak dari
peserta didik yang menganggap bahwa
matapelajaran
seni
budaya
adalah
matapelajaran
yang
menyenangkan. Hal
tersebut tidak terlepas dari peran guru ketika
proses
belajar
mengajar
sehingga
menumbuhkan minat peserta didik dalam
belajar khususnya pada mata pelajaran seni
budaya. Rast, Harmin dan Simon dalam
(Mulyati, 2004: 46) menyatakan bahwa
terdapat beberapa hal pokok yang berkaitan
dengan minat diantaranya ada perasaan
senang dalam diri yang memberikan perhatian
kepada objek tertentu, adanya ketertarikan
terhadap objek tertentu, adanya aktivitas atas
objek tertentu dan adanya kecenderungan
untuk
mengarahkan
dan
mempengaruhi
tingkah laku individu. Kecenderungan minat
peserta didik terhadap pembelajaran seni tari
peneliti temui pada saat melakukan observasi
di SMA Laboratorium Universitas PGRI pada
jenjang X MIPA. pendidikan
yang
menunjang
proses
pembelajaran yang baik yaitu terbentuknya
proses pembelajaran yang baik antara guru
dengan peserta didik (Kusumastuti, 2015: 1). Pembelajaran dapat dilihat sebagai
perwujudan dari kurikulum formal, pada
umumnya dalam proses belajar siswa harus
ada
pengembangan
bagi
guru
untuk
melaksanakan proses pembelajaran sesuai
dengan
tujuan
(Ismianto,
1999). Pembelajaran
dapat
dilihat
sebagai
perwujudan dari kurikulum formal, pada
umumnya dalam proses pembelajaran siswa
perlu adanya pengembangan bagi guru untuk
melaksanakan proses pembelajaran menuju
tujuan
yang
baik
(Martono,
2012:
4)
Pembelajaran merupakan terjemahan dari kata
“Instruction” dalam kegiatan pembelajaran
disebut dengan instruksional adalah usaha
untuk mengelola lingkungan dengan sengaja
agar seseorang membentuk diri secara positif
tertentu dalam kondisi tertentu (Miarso, 2004:
538). Untuk dapat mengubah siswa menjadi
orang yang positif tentunya harus melalui
proses
dan
cara
tertentu. Metode
ini
diterapkan dalam pendidikan formal di
sekolah atau di pendidikan nonformal, dalam
penelitian ini akan diajukan pertanyaan-
pertanyaan yang berkaitan dengan kajian seni
tari di lembaga formal pada tingkat menengah
atas. SMA Laboratorium Universitas PGRI
merupakan salah satu sekolah swasta terbaik
yang ada di Kota Semarang. Sekolah ini
terletak di Jalan. Gajah Raya No. 40, Siwalan,
Gayam Sari, Semarang. SMA ini lebih dikenal
dengan istilah SMA Labschool UPGRIS
sekolah ini adalah sekolah swasta dibawah
naungan
Universitas
PGRI
Semarang. I. PENDAHULUAN Sekolah ini termasuk sekolah yang baru
namun fasilitasnya sangat lengkap mulai dari
kelas
ber
AC
sampai
dengan
tenaga
pendidikan yang ada di SMA Labschool juga Proses pembelajaran seni yang ada di
sekolah formal utamanya terletak pada
matapelajaran
seni
budaya. Pada
matapelajaran tersebut peserta didik dapat
mempelajari berbagai seni yang ada baik rupa, 130 metode tersebut diharapkan peserta didik
dapat aktif dalam, proses pembelajaran di
kelas. Berdasarkan hal tersebut dapat ditarik
masalah terkait bagaimana proses peningkatan
minat
peserta
didik
laki-laki
dalam
pembelajaran seni tari model inkuiri di SMA
Laboratorium Universitas PGRI pada kelas X
MIPA. Tujuan dari artikel yaitu mengetahui
proses peningkatan minat peserta didik laki-
laki dalam pembelajaran seni tari di SMA Lab
Upgris dengan menggunakan metode inkuiri. Teori yang digunakan pada penelitian ini yaitu
teori pembelajaran, proses pembelajaran,
minat dan model pembelajaran inkuiri, dengan
penjabaran sebagai berikut: berkualitas. Saat ini di SMA Lab terdiri dari 9
kelas paralel yang terdiri dari 3 kelas untuk
jenjang X, 4 kelas untuk jenjang XI dan 2
kelas untuk jenjang XII. Matapelajaran yang
diajarkan di SMA Lab Upgris sama seperti
sekolah SMA yang lain yaitu mulai dari mata
eksak dan non eksak. Untuk matapelajaran
seni budaya aspek yang diajarkan yaitu seni
tari untuk jenjang semester 1 dan seni musik
untuk jenjang semester 2. Saat semester 1
peserta didik diberikan materi teori maupun
materi praktek. Teori yang digunakan pada penelitian ini yaitu
teori pembelajaran, proses pembelajaran,
minat dan model pembelajaran inkuiri, dengan
penjabaran sebagai berikut: Kemudian saat materi praktek semua
peserta didik harus dituntut untuk bisa
mempraktikan
satu
tarian
yang
telah
disepakati bersama. Namun pada kenyataanya
peserta didik laki laki tidak tertarik untuk
mengikuti pelajaran menari, hal tersebut
dibuktikan pada saat guru menyampaikan
materi praktik peserta didik banyak yang
ngobrol sendiri dan tidak fokus dalam
mengikuti
pelajaran. Mereka
masih
menganggap bahwa menari hanya untuk
perempuan dan menganggap bahwa banyak
pandangan negatif ketika seorang laki laki
menari. Meskipun terdapat dalam proses
pembelajaran materi antara laki laki dan
perempuan dibedakan peserta didik laki laki
tetap tidak antusias. Berdasarkan hal tersebut
maka perlunya perubahan metode dalam
proses pembelajaran yang ada di kelas. Salah
satu metode yang dapat merangsang peserta
didik untuk aktif dikelas yaitu metode inkuiri. Inkuiri berasal dari kata inquire yang artinya
meminta keterangan dalam model ini peserta
didik dituntut untuk berperan aktif dengan 3. Pembelajaran Inquiry. Pada penelitian ini proses pembelajaran akan
menggunakan
pembelajaran
inquiry
pembelajaran
dilakukan
melalui
proses
mengamati,
menciba,
menalar
dan
mengkomunikasikan,
dari
pembelajaran
inquiry akan menghasilkan peserta didik yang
produktif, kreatif, inovatif dan afektif. Inkuiri berasal dari kata inquire yang
berarti menyelidiki. Siswa diprogram untuk
tetap aktif secara mental dan fisik. Materi
yang disampaikan guru tidak hanya disajikan
dan diterima oleh siswa, tetapi siswa berusaha
sedemikian
rupa
sehingga
memperoleh
berbagai pengalaman untuk “menemukan
kembali” konsep-konsep yang dimaksudkan
oleh guru. (Ahmadi, 1997). Model adalah
instruksi
yang
meminta
siswa
untuk
memproses
pesan
sehingga
mereka
memperoleh pengetahuan, keterampilan, dan
nilai. Dalam model survei, siswa dirancang
untuk
berpartisipasi
dalam
melakukan
penyelidikan. Model pengajaran tanya jawab
adalah pengajaran yang berpusat pada siswa. Dengan cara ini, siswa lebih aktif dalam
belajar. Tujuan utama dari model tanya jawab
adalah untuk mengembangkan keterampilan
intelektual, berpikir kritis dan kemampuan
memecahkan masalah secara ilmiah. iah
(Dimyati & Mudjiono, 1994). 1. Pembelajaran. Pembelajaran adalah proses interaksi
antara peserta didik dengan lingkungan
sehingga terjadi perubahan perilaku kearah
yang lebih baik (Kunandar, 2007: 1). Belajar
juga dikatakan sebagai proses pemberian
bimbingan atau bantuan kepada siswa dalam
proses
belajar. Peran
guru
sebagai
pembimbing dimulai dari banyaknya siswa
yang mengalami masalah. Menurut Gagne dan
Briggs (1979) dalam buku (Nyoman, 2008)
menyatakan bahwa pengajaran adalah suatu
sistem
pendukung
proses
belajar
yang
dirancang agar siswa aktif belajar di dalam
kelas. Belajar berasal dari kata instruction
yang artinya instruksi. Pembelajaran kata
sangat dipengaruhi oleh aliran psikologis, dan
teknologi dikatakan memudahkan siswa untuk
mempelajari sesuatu secara instan melalui
media yang berbeda. (Lestari & Cahyono, 131 Agus, 2021: 3). Pembelajaran dapat dikatakan
baik jika sesuai dengan rencana. Rencana
dalam proses pembelajar tertuang dalam RPP
dengan berpedomankan silabus (Kadir, 2017:
25) menyatakan bahwa proses pembelajaran
adalah proses sistematis yang melibatkan
tahapan desain, pelaksanaan, dan evaluasi. Belajar tidak terjadi begitu saja, tetapi telah
melalui beberapa tahap persiapan. 25) Berdasarkan
beberapa
pendapat
tersebut
dapat
disimpulkan
bahwa
pembelajaran
merupakan
suatu
proses
pembimbingan kepada peserta didik dengan
menggunakan sistem yang telah dirancangan
sedemikian rupa oleh guru dengan tujuan
terjadi perubahan perilaku pada peserta didik. Pada penelitian ini proses pembelajaran akan
menggunakan
pembelajaran
inquiry
pembelajaran
dilakukan
melalui
proses
mengamati,
menciba,
menalar
dan
mengkomunikasikan,
dari
pembelajaran
inquiry akan menghasilkan peserta didik yang
produktif, kreatif, inovatif dan afektif. Berdasarkan
beberapa
pendapat
tersebut
dapat
disimpulkan
bahwa
pembelajaran
merupakan
suatu
proses
pembimbingan kepada peserta didik dengan
menggunakan sistem yang telah dirancangan
sedemikian rupa oleh guru dengan tujuan
terjadi perubahan perilaku pada peserta didik. Berdasarkan beberapa pendapat diatas
dapat disimpulkan bahwa pembelajaran
adalah suatu aktivitas yang sistematis yang
melibatkan
tahapan
perencanaan,
pelaksanaan dan evaluasi dalam proses
tersebut memerlukan interkasi. 2. Proses Pembelajaran. Menurut Djamarah dalam (Adi &
Hartati,
2015:
62)
Dalam
proses
pembelajaran di kelas utama, harus ada
interaksi antara guru dan siswa, yaitu
interaksi dengan rasa tujuan, yaitu interaksi
yang
direncanakan
untuk
beberapa
motivasi,
setidaknya
hasilnya. tentang
tujuan pembelajaran atau memahami tujuan
yang dituangkan dalam kegiatan satuan
pembelajaran
Pembelajaran
guru
merupakan
interaksi
terpadu
antara
pendidik dan siswa. Pendapat lain juga disampaikan oleh
Knirk dan Gustafson dalam Rahayu (2016:
9) mengemukakan pandangan lain yang 132 132 Inkuiri
adalah
rangkaian
kegiatan
pembelajaran yang menekankan pada proses
berpikir kritis untuk mencari dan menemukan
jawaban dari suatu masalah yang diberikan. Proses berpikir ini dapat dilakukan melalui
tanya jawab dari guru dan siswa (Jumanta
Hamdayana 2014: 31). Langkah dalam proses
pembelajaran
inquiry
adalah
orientasi,
merumuskan masalah, merumuskan hipotesis,
menguji hipotesis dan menarik kesimpulan. Sasaran
utama
kegiatan
inkuiri
adalah
keterlibatan siswa secara logis dan sistematis
pada
tujuan
pembelajaran
dan
mengembangkan sikap percaya diri siswa
tentang apa yang ditemukan dalam proses
inkuiri (Tritanto, 2007: 135). Pada dasarnya, kepedulian adalah
penerimaan hubungan antara diri sendiri dan
sesuatu di luar diri sendiri. Semakin kuat atau
intim hubungan tersebut, semakin besar
minatnya. Hobi adalah kecenderungan untuk
terus-menerus memperhatikan dan mengingat
aktivitas
tertentu
(Slemato,
2015). Berdasarkan teori tersebut dapat disimpulkan
bahwa minat adalah kecenderungan terhadap
suatu
hal
yang
muncul
dari
perasaan
seseorang dan berkeinginan untuk mengingat
secara terus menerus. 5. Metode. Penelitian minat peserta didik laki laki
dalam proses pembelajaran seni tari SMA
Laboratorium Universitas PGRI Semarang
menggunakan metode kualitatif R n D secara
umum, metode penelitian adalah sarana untuk
memperoleh pengetahuan dan memecahkan
masalah yang dihadapi. Metode penelitian
juga dapat dipahami sebagai sarana ilmiah
untuk mengumpulkan data yang valid dengan
tujuan menemukan, mengembangkan, dan
membuktikan pengetahuan tertentu yang
dapat
digunakan
untuk
memahami,
memecahkan, dan mengantisipasi masalah
dalam dunia pendidikan. (Sugiyono, 2015:
15). Penelitian ini menggunakan model
pembelajaran inkuiri yang dimana dalam
proses ini peserta didik dituntut untuk selalu
aktif dalam proses pembelajaran di kelas. Berdasarkan beberapa pendapat diatas
dapat
disimpulkan
bahawa
proses
pembelajaran
inquiry
adalah
proses
pembelajaran yang menuntut peserta didik
untuk selalu berpikir kritis dan aktif secara
mental dan fisik. Pada proses pembelajaran
inquiry juga menuntut peserta didik untuk bisa
memecahkan masalah secara mandiri yang
terdiri atas 6 tahapan. 4. Minat. Minat (interest) adalah kecenderungan
untuk selalu memperhatikan dan mengingat
sesuatu secara terus menerus (Ashobah et al.,
2019). Minat ini erat kaitannya dengan
perasaan, terutama kesenangan, karena minat
dapat dikatakan muncul dari sikap gembira
terhadap sesuatu. Gagasan lain adalah bahwa
hobi adalah perasaan cinta dan perasaan
keterikatan pada suatu objek atau aktivitas
tanpa ada yang memintanya. (Slemato, 2015) Lokasi penelitian peningkatan minat
peserta didik laki laki dalam pembelajaran
seni tari berada di Jalan. Rajah Raya No. 40,
Gayam Sari, Semarang. Sasaran utama pada 133 penelitian ini yaitu fokus pada peningkatan
minat peserta didik laki laki terhadap
pembelajaran seni tari. Subjek penelitian yaitu
peserta didik kelas X MIPA, Guru Seni
budaya dan kepala sekolah. Narasumber yang
dipilih sebagai informasi utama karena
diyakini dapat memberikan infomasi yang
akurat dan dapat dipercaya. data primer, dan teknik pengumpulan data
lebih banyak pada observasi, pada observasi
berperan serta dan dokumentasi (Sugiyono,
2015: 309) Penelitian ini menggunakan tiga
teknik pengumpulan data yaitu observasi,
wawancara
dan
dokumentasi
dengan
penjabaran sebagai berikut. Peneliti melakukan observasi satu kali
secara langsung pada tanggal 17 Mei 2022
observasi pertama dilakukan untuk melihat
gedung SMA Lab Upgris yang berada di
Jalan. Gajah Raya No. 40. Tujuan observasi
yaitu untuk mengetahui lokasi SMA Lab
Upgris dan untuk mengetahui profil sekolah. Cara yang dilakukan oleh peneliti pada saat
observasi yaitu dengan cara peneliti datang
langsung ke tempat penelitian. Hasil dari
observasi
yang
pertama
yaitu
peneliti
mengetahui lokasi dan profil SMA Lab
Upgris. Data merupakan bahan mentah yang
diperoleh sehingga menghasilkan informasi
atau keterangan (Putra, 2012: 17) Data yang
harus dikumpulkan mungkin berupa data
primer, data sekunder. Data primer pada
penelitian meliputi data proses pembelajaran
model inkuiri, perangkat pembelajaran dan
hasil proses pembelajaran model inkuiri kelas
X. Data Sekunder didapat dari profil sekolah
SMA Lab Upgris. Sumber data adalah objek yang datanya
dapat diperoleh jika peneliti melakukan
wawancara
sambil
mengumpulkan
data,
sumber datanya disebut responden, yaitu
orang yang menjawab atau menanggapi
pertanyaan peneliti. (Putra, 2012: 29–30). Sumber data penelitian ada dua yaitu sumber
data primer dan sekunder. Sumber data primer
dalam penelitian ini yaitu peserta didik kelas
X MIPA, data sekunder pada penelitian ini
yaitu Ibu Nur Khoiriah selaku kepala sekolah
SMA Lab Upgris. Teknik yang kedua adalah wawancara
merupakan teknik pengumpulan data apabila
peneliti ingin melakukan studi pendahuluan
untuk menemukan permasalahan yang harus
diteliti, tetapi jika peneliti ingin mengetahui
hal-hal dari responden yang lebih mendalam. 4. Minat. Teknik pengumpulan data ini mendasarkan
diri pada laporan tentang diri sendiri atau self-
repot atau setidak tidaknya pada pengetahuan
atau keyakinan pribadi .(Sugiyono, 2015: 194) Wawancara dilakukan berbarengan
dengan observasi yaitu pada tanggal 17 Mei
2022 peneliti melakukan wawancara kepada
Kepala Sekolah untuk menanyakan terkait
beberapa hal yang berkaitan dengan profil
sekolah, kurikulum, RPP silabus, peneliti juga Teknik pengumpulan data merupakan
langkah yang paling penting dalam penelitian. Pengumpulan data dapat dilakukan dalam
berbagai sumber, dan berbagai cara. Penelitian
kualitatif, pengumpulan data dilakukan pada
natural setting (kondisi yang alamiah), sumber 134 mewawancarai guru seni menanyakan terkait
proses pembelajaran. Hasil dari wawancara
peneliti mendapat informasi terkait profil
SMA Lab. Triangulasi teori yaitu membandingkan
data dengan teori yang digunakan. Contohnya
data yang dapat melalui wawancara yang
berkaitan dengan pembelajaran, bahwa dalam
proses pembelajaran terdiri atas pembukaan
isi dan penutup hasil dari teknik observasi
tersebut kemudian dibandingkan dengan teori
yang digunakan, sehingga terjadi kecocokan
data. Teknik yang ketiga yaitu Dokumen
merupakan catatan peristiwa yang sudah
berlalu. Dokumen bisa berbentuk tulisan,
gambar, atau karya-karya monumental dari
seseorang. Dokumen yang berbentuk tulisan
misalnya cacatata harian, sejarah kehidupan
cerita, biografi, peraturan, kebijakan, saat
peneliti observasi peneliti juga langsung
mendokumentasikan beberahal yang dianggap
penting seperti, visi misi sekolah dan lain lain. Teknik analisis data menggunakan teori
Miles
Huberman
(1984)
dalam
bahwa
aktivitas
dalam
analisis
data
kualitatif
dilakukan secara interaktif dan berlangsung
terus menerus sampai tuntas sehingga datanya
sudah jenuh. Aktivitas dalam menganalisis
data yaitu:(1) reduksi data, (2) penyajian data,
dan (3) penarikan simpulan (Sugiyono, 2016:
337). Teknik keabsahan data yang digunakan
yaitu teknik triangulasi. Terdapat 4 macam
triangulasi sebagai teknik pemeriksaan yang
memanfaatkan penggunaan sumber, teknik,
penyidik, dan teori (Sugiyono, 2015: 330). Peneliti menggunakan 2 teknik trianggulasi
teknik dan teori. Reduksi data dapat diartikan sebagai
proses pemilihan, pemusatan perhatian pada
penyederhanaan,
pengabstrakan
dan
transformasi data yang muncul dari catatan-
catatan di lapangan (Sumaryanto, 2007: 107). Pengaplikasian reduksi data yaitu data yang
diambil dari teknik observasi, wawancara dan
dokumentasi peneliti kumpulkan menjadi
satu, kemudian peneliti pilih data yang sesuai
dan data yang tidak sesuai dengan penelitian,
kemudian peneliti klasifikasikan data tersebut
sesuai dengan rumusan masalah. 2.2. Rancangan pembelajaran. Perencanaan pembelajaran merupakan
tahap paling awal dalam sebuah pembelajaran,
guru menyiapkan perangkat pembelajaran
untuk proses belajar mengajar agar proses
pembelajaran
berjalan
dengan
baik. Rancangan pembelajaran RPP, Silabus dll. Saat ini SMA Laboratorium Universitas PGRI
menggunakan kurikulum 2013 dengan 5 hari
sekolah. Proses pembelajaran yang ada di
SMA Laboratorium saat ini sudah tatap muka
seperti biasa. Untuk sasaran yang dipilih
dalam
pelaksanaan
pembelajaran
model
inkuiri ini fokus pada peserta didik laki laki
kelas X MIPA. Kompetensi Dasar yang
digunakan yaitu memahami konsep, teknik
dan prosedur dalam ragam gerak tari tradisi
dengan materi pokok tari tradisional tujuan 4. Minat. Triangulasi teknik yaitu peneliti
menggunakan teknik pengumpulan data yang
berbeda untuk mendapatkan data dari sumber
yang sama salah satu contohnya ketika
peneliti
melakukan
pengecekan
data
menggunakan data dengan teknik wawancara
dan observasi yang aplikasikan pada saat
peneliti menanyakan profil dari SMA Lab
Upgris kemudian peneliti bandingkan hasil
yang diperoleh dari wawancara dengan teknik
observasi,
hasil
kedua
teknik
tersebut
kemudian
peneliti
analisis
sehingga
menghasilkan data tentang profil sekolah yang
kredibel. Penyajian
data
dan
kumpulan
informasi-informasi yang diperoleh dari hasil
wawancara,
observasi
dan
dokumentasi
disajikan secara lengkap dan jujur. Pada tahap
penyajian data, data dianalisis antara kategori 135 dan permasalahan yang ada agar sajian data
dapat lebih jelas dan sistematis. berbagai
permasalahan
dalam
sistem
pendidikan yang semestinya sampai tahun
2019. Pada tahun 2019 SMA PGRI 1
Semarang mengalami perbaikan manajemen
sekolah dengan merubah semua unsur di
dalamnya, baik SDM maupun sarana dan
prasarana pendukung lainnya. Di bawah
kepemimpinan kepala sekolah yang baru
dengan dukungan YPLP DM PGRI Kota
Semarang bersama dengan Universitas PGRI
Semarang mulai menata manajemen sekolah
dalam rangka membangun kembali dengan
mengaktifkan
data
pokok
pendidikan
(Dapodik) yang sudah mengalami soft delete. Saat ini SMA Laboratorium Universitas PGRI
Semarang memiliki 9 kelas paralel dan 24
guru. Kesimpulan
awal
yang
ditemukan
masih bersifat tentatif dan akan berubah jika
tidak ditemukan bukti yang kuat untuk
mendukung
tahap
pengumpulan
data
selanjutnya. Jika kesimpulan yang ditarik
pada tahap awal didukung oleh bukti yang
valid dan konsisten ketika peneliti kembali ke
lapangan
untuk
mengumpulkan
data,
kesimpulan yang disempurnakan itu kredibel
(Sugiyono, 2016: 345). Pada tahap ini peneliti
melakukan penarikan kesimpulan mengenai
keterlibatan peserta didik laki laki dalam
proses pembelajaran seni tari. II. HASIL DAN PEMBAHASAN Analisis
kebutuhan
keterlibatan
peserta didik dalam proses pembelajaran seni
tari di SMA Lab Upgris akan disajikan
beberapa hasil data yang nantinya dapat
menunjang
penelitian,
data
yang
akan
disajikan dalam penelitian ini yaitu terkait
profil
SMA
Lab
Upgris,
Perangkat
pembelajaran dan penerapan metode inkuiri
dalam proses pembelajaran seni tari dengan
fokus siswa kelas X MIPA. Model Inkuiri. Inkuiri berasal dari kata inquire yang
artinya meminta keterangan. Siswa dalam
proses pembelajaran dituntut untuk selalu
aktif dalam memecahkan masalah di kelas. Menurut Sanjaya (2006: 201) terdapat 6
langkah pembelajaran yang ada pada proses
pembelajaran inkuiri orientasi, merumuskan
masalah,
mengajukan
hipotesis,
mengumpulkan data, menguji hipotesis dan
merumuskan kesimpulan dengan penjabaran
sebagai berikut: 2.1. Profil SMA Laboratorium Universitas
PGRI SMA Laboratorium Universitas PGRI
Semarang merupakan peralihan nama dari
SMA PGRI 1 Semarang. Sejak tahun 2014
SMA PGRI 1 Semarang telah mengalami
kondisi yang tidak stabil yang ditandai dengan
tidak adanya jumlah peserta didik yang
mendaftar,
sehingga
sekolah
mengalami 136 Fungsi tari tradisional, pada tahap ini guru
memerintah kepada peserta didik untuk
mencari satu contoh tari tradisional beserta
asalnya. Kelas X MIPA terdapat 30 peserta
didik maka akan ada 30 contoh tari tradisional
yang berasal dari nusantara, pada tahap
observasi peserta didik telah mendapat materi
tentang tari tradisional beserta contohnya. utama dalam proses pembelajaran ini yaitu
peserta didik dapat memahami tari tradisional
dan mempraktikan satu tari tradisional dengan
benar. Untuk alokasi waktunya 8 Jam
Pelajaran. Model
pembelajaran
yang
digunakan yaitu inkuiri dengan 6 tahapan
mulai
dari
merumuskan
masalah,
merumuskan hipotesis, pengumpulan data,
menguji
hipotesis
dan
merumuskan
kesimpulan. a. Orientasi. Langkah yang pertama yaitu orientasi
tujuan dari langkah ini yaitu agar peserta didik
mempunyai gambaran terkait materi yang
akan disampaikan dalam proses ini sesuai
jenjang yang dipilih yaitu kelas X dengan KD
Memahami konsep, teknik dan prosedur
dalam ragam gerak tari tradisi fokus materi
tentang tari tradisional. Langkah observasi
guru memberikan pengantar penjelasan terkait
tari tradisional, kemudian dalam langkah
observasi guru juga menjelaskan tentang b. Merumuskan masalah. Langkah
kedua
yaitu
perumusan
masalah dalam langkah ini peserta didik akan
diberi sebuah masalah oleh guru dan peserta
didik akan memecahkan masalah tersebut
bersama kelompok persoalan yang disajikan
adalah
persoalan
yang
kompleks. Pengaplikasian
dalam
tahap
perumusan
masalah
yaitu
peserta
didik
setelah
mengetahui beberapa tarian yang ada di
Indonesia kemudian dalam tahap ini guru
membagi peserta didik kedalam beberapa
kelompok yang satu anggotanya terdiri dari
4-5
anggota
kemudian
sesuai
dengan
materinya agar mereka lebih memahami
tentang tari tradisional Jawa Tengah guru
menugaskan peserta didik untuk mencari ciri
gerak dari tari tradisional Jawa Tengah dan
contoh tari tradisional yang ada di Jawa
Tengah. d. Pengumpulan data. Mengumpulkan data adalah aktivitas
menjaring informasi yang dibutuhkan untuk
menguji hipotesis yang diajukan. Pada tahap
ini peserta didik mencari satu contoh tari yang
ada di Jawa Tengah yang sesuai dengan ciri
ciri yang ada dihipotesis kemudian mereka
belajar mandiri menghafal tarian tersebut
serta harus memahami latar belakang hingga
ragam gerak yang digunakan. Kesimpulan. Berdasarkan hasil penelitian dapat
disimpulkan
bahwa
SMA
Laboratorium
Universitas PGRI Semarang merupakan salah
satu sekolah terbaik yang ada di Kota
Semarang.yang terdiri dari 9 kelas paralel. Penerapan
model
inkuiri
di
SMA
Laboratorium Universitas PGRI Semarang
dilakukan pada jenjang X MIPA dengan
materi tari tradisional. Pada tahap awal
peserta
didik
diberikan
materi
tentang
pengertian tari tradisional, pada tahap ini
peserta didik juga mencari satu tari tradisional
yang ada di Indonesia. Langkah kedua guru
membagi mereka menjadi beberapa kelompok
kemudian guru memberikan memberikan satu
masalah yaitu ciri-ciri dari tari tradisional
Jawa tengah. Pada tahap guru ini memberikan
saran agar mencari beberapa tarian Jawa
Tengah kemudian hasil dari pengamatan
mereka
analisis. Langkah
ketiga
yaitu
menyimpulkan jawaban sementara terkait
masalah yang ada kemudian mereka akan
buktikan
dengan
memahami
satu
tari
tradisional mulai dari latar belakang hingga
menampilkannya. Langkah
empat
yaitu
mempelajari
tarian
yang
sudah
dipilih. Langkah kelima yaitu menampilkan sebagian
tari yang sudah dipilih kemudian dikaitkan
dengan ciri ciri tari tradisional Jawa Tengah
yang sudah mereka tulis diawal. Langkah
yang terakhir yaitu menampilkan satu tarian
penuh
dengan
menggunakan
kostum
sederhana kemudian mereka simpulkan hasil
dari penampilan tari yang disimpulkan bahwa Berdasarkan hasil penelitian dapat
disimpulkan
bahwa
SMA
Laboratorium
Universitas PGRI Semarang merupakan salah
satu sekolah terbaik yang ada di Kota
Semarang.yang terdiri dari 9 kelas paralel. Penerapan
model
inkuiri
di
SMA
Laboratorium Universitas PGRI Semarang
dilakukan pada jenjang X MIPA dengan
materi tari tradisional. Pada tahap awal
peserta
didik
diberikan
materi
tentang
pengertian tari tradisional, pada tahap ini
peserta didik juga mencari satu tari tradisional
yang ada di Indonesia. Langkah kedua guru
membagi mereka menjadi beberapa kelompok
kemudian guru memberikan memberikan satu
masalah yaitu ciri-ciri dari tari tradisional
Jawa tengah. Pada tahap guru ini memberikan
saran agar mencari beberapa tarian Jawa
Tengah kemudian hasil dari pengamatan
mereka
analisis. Langkah
ketiga
yaitu
menyimpulkan jawaban sementara terkait
masalah yang ada kemudian mereka akan
buktikan
dengan
memahami
satu
tari
tradisional mulai dari latar belakang hingga
menampilkannya. Langkah
empat
yaitu
mempelajari
tarian
yang
sudah
dipilih. Langkah kelima yaitu menampilkan sebagian
tari yang sudah dipilih kemudian dikaitkan
dengan ciri ciri tari tradisional Jawa Tengah
yang sudah mereka tulis diawal. Langkah
yang terakhir yaitu menampilkan satu tarian
penuh
dengan
menggunakan
kostum
sederhana kemudian mereka simpulkan hasil
dari penampilan tari yang disimpulkan bahwa c. Mengajukan hipotesis. Hipotesis
merupakan
dugaan
sementara. Pada tahap ini peserta didik
menyimpulkan hasil sementara terkait ciri ciri
tari tradisional Jawa Tengah, kemudian pada
tahap ini peserta didik untuk menguji
hipotesis
tersebut
peserta
didik
akan 137 e. Menguji Hipotesis. Setelah mereka mencari beberapa data
terkait tarian yang ada di Jawa Tengah,
selanjutnya untuk menguji hasil dari hipotesis
mereka menarikan sebagian dari tarian yang
mereka pelajari dan mereka kaitkan dengan
ciri ciri tradisional yang mereka buat. III. Kesimpulan dan Saran
Kesimpulan. membuktikannya dengan menampilkan satu
tarian yang ada di Jawa Tengah. Ucapan Terima Kasih. Peneliti
mengucapkan
terimakasih
yang sebesar kepada Bapak Sunarto dan Ibu
Wahyu Lestari yang telah memberikan
banyak ilmu selama perkuliahan. Tidak lupa
peneliti ucapkan terimakasih kepada SMA
Laboratorium Universitas PGRI Semarang
yang telah memberikan banyak infomasi
terkait penelitian. Martono, H. (2012). Jurnal seni tari. Joged
Jurnal Seni Tari, Vol. 3, no. 1, hal. 36–
48. Miarso,
Y. (2004). Menyemai
Benih
Teknologi Pendidikan. Kencana. Mulyati. (2004). Minat Belajar Siswa. PT
Rineka Cipta. Nyoman. (2008). Konsep
Belajar
dan
Mengajar. PT Rajagrafindo Persada. Saran. Lebih diperhatikan lagi waktu dalam
proses
pembelajaran
inkuiri
karena
membutuhkan waktu yang lama agar materi
yang lain juga bisa tersampaikan. Lestari, W., & Cahyono, Agus, Y. (2021). Sikap Siswa Terhadap Pembelajaran
Seni Tari Di Masa. Vol. 21, no.1, hal. 101–110. f. Merumuskan Kesimpulan. Merumuskan kesimpulan merupakan
kegiatan
mendeskripsikan
temuan
yang
diperoleh berdasarkan hasil. Pada tahap ini
peserta didik melakukan pementasan dengan
menggunakan kostum yang sederhana, setelah
mereka melakukan pementasan kemudian di
akhir pertunjukan masing-masing kelompok
menyimpulkan terkait ciri tari tradisional
Jawa Tengah berdasarkan apa yang mereka
pentaskan sebelumnya. Jadi dari hal tersebut
mereka membuktikan ciri ciri dari tari Jawa
Tengah dengan menampilkan tarian Jawa
Tengah. 138 terdapat kesesuaian antara ciri ciri tari Jawa
Tengah yang mereka tampilkan. Dari enam
langkah tersebut peserta didik terutama
peserta didik laki-laki mulanya pada saat
pelajaran menari mereka tidak bersemangat
dan hanya diam saja, dengan model inkuiri
yang sudah diterapkan peserta didik menjadi
lebih aktif dan mau ikut berkontribusi dalam
pembelajaran kelas. Ismianto, P. S. P. (1999). “Creative Problem
Solving dalam Pembelajaran Pendidikan
Seni
Rupa:
Sebuah
Penawaran
Pendekatan
Pembelajaran"
dalam
Lingua Artistika. Kadir, Abdul. (2017). Konsep Pembelajaran
Kontekstual Di Sekolah. Dinamika Ilmu,
Vol. 13, no. 1, hal. 21–38. Kunandar. (2007). Guru Profesional. Raja
Grafindo Persada. Kusumastuti, E. (2015). Pendidikan Seni Tari
Melalui Pendekatan Ekspresi Bebas,
Disiplin
Ilmu,
Dan
Multikultural
Sebagai Upaya Peningkatan Kreativitas
Siswa. Daftar Pustaka. Putra,
E. (2012). Teknik
Penyusunan
RicikanPenelitian. Pustaka Pelajar. Adi, S., & Hartati, S. C. Y. (2015). Interaksi
Edukatif
Dalam
Pembelajaran
Pendidikan
Jasmani,
Olahraga
Dan
Kesehatan Pada Madrasah Ibtidaiyah Se-
Kecamatan Kota Bojonegoro. Jurnal
Pendidikan Olahraga Dan Kesehatan,
Vol. 3, no. 3, Hal. 803–807. Slemato. (2015). Belajar dan Faktor-faktor
Yang Mempengaruhinya. Bineka Cipta. Sugiyono. (2015). Metode
Penelitian
Pendidikan. Bandung: Alfabeta. Sugiyono. (2016). Metode
Penelitian
Pendidikan
Pendekatan
Kuantitatif,
Kualitatif dan R&D. Bandung: Alfabeta. Ashobah, D. N., Nurbaeti, R. U., Toharudin,
M., Pendidikan Guru, P., & Dasar, S. (2019). Analisis Minat Belajar Siswa
Laki-Laki Kelas V Dalam Pembelajaran
Seni Tari (Studi Kasus Di Sdit Nurul
Hidayah Brebes). Jurnal Kontekstual,
Vol.1, no.1, hal. 39–44. Sumaryanto,
T. (2007). Pendekatan
Kuantitatif
dan
Kualitatif
Dalam
penelitian pendidikan seni. Unnes Press. 139
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https://openalex.org/W2945688641
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https://europepmc.org/articles/pmc6566186?pdf=render
|
English
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On Providing Multi-Level Quality of Service for Operating Rooms of the Future
|
Sensors
| 2,019
|
cc-by
| 15,624
|
Received: 15 March 2019; Accepted: 6 May 2019; Published: 18 May 2019 Received: 15 March 2019; Accepted: 6 May 2019; Published: 18 May 2019
Abstract: The Operating Room (OR) plays an important role in delivering vital medical services to
patients in hospitals. Such environments contain several medical devices, equipment, and systems
producing valuable information which might be combined for biomedical and surgical workflow
analysis. Considering the sensibility of data from sensors in the OR, independently of processing and
network loads, the middleware that provides data from these sensors have to respect applications
quality of service (QoS) demands. In an OR middleware, there are two main bottlenecks that might
suffer QoS problems and, consequently, impact directly in user experience: (i) simultaneous user
applications connecting the middleware; and (ii) a high number of sensors generating information
from the environment. Currently, many middlewares that support QoS have been proposed by many
fields; however, to the best of our knowledge, there is no research on this topic or the OR environment. OR environments are characterized by being crowded by persons and equipment, some of them
of specific use in such environments, as mobile x-ray machines. Therefore, this article proposes
QualiCare, an adaptable middleware model to provide multi-level QoS, improve user experience,
and increase hardware utilization to middlewares in OR environments. Our main contributions are
a middleware model and an orchestration engine in charge of changing the middleware behavior
to guarantee performance. Results demonstrate that adapting middleware parameters on demand
reduces network usage and improves resource consumption maintaining data provisioning. Keywords: distributed systems; health informatics; middleware; operating room; quality of service Vinicius Facco Rodrigues 1,*,†
, Rodrigo da Rosa Righi 1
, Cristiano André da Costa 1
,
Björn Eskofier 2
and Andreas Maier 3 Vinicius Facco Rodrigues 1,*,†
, Rodrigo da Rosa Righi 1
, Cristiano André da Costa 1
,
Björn Eskofier 2
and Andreas Maier 3 1
Software Innovation Lab – SOFTWARELAB, Universidade do Vale do Rio dos Sinos – Unisinos,
93022-718 São Leopoldo, RS, Brazil; rrrighi@unisinos.br (R.d.R.R.); cac@unisinos.br (C.A.d.C.) p
,
,
;
g
(
);
(
)
2
Machine Learning and Data Analytics Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg,
91054 Erlangen, Germany; bjoern.eskofier@fau.de p
g
2
Machine Learning and Data Analytics Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg,
91054 Erlangen, Germany; bjoern.eskofier@fau.de g
y
j
3
Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
andreas.maier@fau.de 3
Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany;
andreas.maier@fau.de *
Correspondence: vfrodrigues@unisinos.br †
Current address: Software Innovation Lab – SOFTWARELAB, Universidade do Vale do Rio dos Sinos –
U i i
A
U i i
950 93022 718 Sã L
ld
RS B
il †
Current address: Software Innovation Lab – SOFTWARELAB, Universidade do Vale do Rio dos Sinos –
Unisinos, Av. Unisinos, 950, 93022-718 São Leopoldo, RS, Brazil. †
Current address: Software Innovation Lab – SOFTWARELAB, Universidade do Vale do Rio dos Sinos –
Unisinos, Av. Unisinos, 950, 93022-718 São Leopoldo, RS, Brazil.
ceived: 15 March 2019; Accepted: 6 May 2019; Published: 18 May 2019
sensors sensors sensors Article On Providing Multi-Level Quality of Service for
Operating Rooms of the Future Vinicius Facco Rodrigues 1,*,†
, Rodrigo da Rosa Righi 1
, Cristiano André da Costa 1
,
Björn Eskofier 2
and Andreas Maier 3 1. Introduction The adoption of Internet of Things (IoT) technologies in the healthcare field has increased
considerably in recent years [1]. Healthcare environments constantly demand improved quality
of care and smaller operational costs [2]. In particular, the Operating Room (OR) plays an important
role in delivering vital medical services for patients in the hospital [3]. In an OR setting, many sensors
and applications are involved in the process of generating workflow data from procedures in real
time [4]. OR settings contain many sensors and applications involved in the process of monitoring
procedures, which produces valuable information for data fusion and complex analysis [5,6]. However,
providing data from all sensors to user applications is challenging due to the increasing variety of Sensors 2019, 19, 2303; doi:10.3390/s19102303 www.mdpi.com/journal/sensors 2 of 27 Sensors 2019, 19, 2303 heterogeneous sensors which suffer from interoperability problems [1]. IoT service-based architecture
is becoming trending approach which provides a layer between user applications and data from
sensors to simplify data processing [1,7,8]. The service layer is able to provide such information
to any application that might require it for further processing. In summary, a middleware is in
charge of collecting data from sensors and delivering it to applications that previously requested it. The middleware concept defines an intermediary layer between two or more systems to mediate its
integration [9,10]. Figure 1 depicts a representation of this configuration showing a scenario where multiple
applications access data from several sensors in the OR. The model shows three different levels:
(i) User, which comprises the user applications; (ii) Service, which encompasses the middleware
responsible for integrating the other levels; and (iii) Sensor, which includes all sensors and devices
responsible for producing data. Different kind of sensors are responsible for producing information
such as medical staff positions, patients physiological parameters, equipment status, and environment
conditions during procedures [11]. These sensors can be radio frequency tags and readers, camera
devices, medical devices, etc. Each sensor monitors particular information, and the middleware
gathers data from all available sensors providing real-time data for users. Real-time is a very important
concern in such environments since saving lives is a matter of seconds in surgical procedures and,
besides decreasing time response to critical situations, it is also helpful to avoid medical errors, which
is a common problem in ORs [12–14]. 1. Introduction These levels correspond to measurements of several network metrics, such as packet
loss, throughput, transmission delay, etc., which describe the overall performance of a service. The growing number of sensors focusing on monitoring patients, medical staff, and equipment
results in a need for device data interoperability [17]. That is, the more the number of sensors the
more the different information data is produced to be accessed and interpreted. Improving patients’
safety depends on the middleware capacity to acquire and provide large amounts of data in real
time [17] regardless the processing and network load. This capacity depends on the middleware
performance in terms of network and computing power, which must respect Quality of Service (QoS)
requirements of user applications. QoS is a common concept in computing networks that consists
of control mechanisms aimed to guarantee that acceptable performance levels of given service are
respected. These levels correspond to measurements of several network metrics, such as packet
loss, throughput, transmission delay, etc., which describe the overall performance of a service. Middlewares for OR is a novel concept with the potential to be present in the most technological ORs. Data streaming in such environments has the potential to highlight anomalies in surgery workflows
and support medical decisions. If the middleware fails to deliver data at some moment violating
QoS requirements, these anomalies might go unnoticed. In this context, to maintain a desirable QoS
levels for real-time applications that consume data from the surgical workflow is challenging since
the number of sensors and user applications might dynamically change. For instance, in a surgical
procedures there are many people are involved in the process which might go in or out the OR at
any time. In these situations, wearable motion and indoor location sensors, such as radio-frequency
tags, accelerometers, gyroscopes, and magnetometers, are detected only when the subject is within the
room. The growth of the number of sensors and devices in the OR increases the complexity of real-time
information monitoring since the more the number of sensors the higher the amount of information
that the OR middleware must handle simultaneously. Besides handling network connections to sensors
at the sensor level, the middleware also must manage user applications requests in the User level,
which demand real-time data. 1. Introduction Therefore, it is required that an OR middleware is capable of identifying
and handling such situations to keep a certain level of QoS, not impacting in the user experience. Currently, most studies aiming at providing medical systems for ORs focus on describing
architectures for data monitoring [18–28]. However, they do not address QoS mechanisms in their
solutions, which, to the best of our knowledge, indicates a lack of studies focusing on this significant
topic for patient safety. Therefore, to the best of our knowledge, there is no current research that
explores QoS for OR middlewares. The current strategies focus mainly on developing monitoring
systems for OR not addressing QoS. This highlights a knowledge gap that is a significant topic for
patient safety. In this context, this article presents the QualiCare model, which aims to provide
multi-level QoS for OR middlewares in both User and Sensor levels. The scientific contributions of this
research are twofold: 1. Introduction It is important to point out that the middleware provides
not only real-time data but also historical data, characterized by two different models: (i) real-time;
and (ii) offline. The former model provides the most updated data from the OR, while the second
provides data from past events. Therefore, even if there are any user applications requesting data, the
middleware remains gathering data for persistence. This can be achieved, for instance, by using an
external database located in the Cloud, as in [15]. Cloud platforms enable easy database scalability
through the cloud elasticity feature [16]. Data Collection and Analisys Service
Sensor
0
Middleware
Application
0
Application
1
Application
m
... Sensor
1
Sensor
2
Sensor
3
Sensor
n
... client’s requests
data acquisition
Patients, medical staff, equipment, resources, etc. Operating Room
Hospital Administrators
Stakeholders
Physicians
Client
applications
outside the
Operating
Room
User Level
Service Level
Sensor Level
Figure 1. A monitored Operating Room model with a middleware acquiring and providing information
in real time for user applications. The middleware is present in the service level, which can be deployed
in a server or datacenter. As the number m user applications and n sensors increase, the middleware
may decrease performance and consequently QoS. Service Level Patients, medical staff, equipment, resources, etc. Figure 1. A monitored Operating Room model with a middleware acquiring and providing information
in real time for user applications. The middleware is present in the service level, which can be deployed
in a server or datacenter. As the number m user applications and n sensors increase, the middleware
may decrease performance and consequently QoS. Sensors 2019, 19, 2303 3 of 27 The growing number of sensors focusing on monitoring patients, medical staff, and equipment
results in a need for device data interoperability [17]. That is, the more the number of sensors the
more the different information data is produced to be accessed and interpreted. Improving patients’
safety depends on the middleware capacity to acquire and provide large amounts of data in real
time [17] regardless the processing and network load. This capacity depends on the middleware
performance in terms of network and computing power, which must respect Quality of Service (QoS)
requirements of user applications. QoS is a common concept in computing networks that consists
of control mechanisms aimed to guarantee that acceptable performance levels of given service are
respected. •
a model of an adaptable QoS-enabled middleware for OR; •
a model of an adaptable QoS-enabled middleware for OR; 2. Background Distributed system environments are characterized by resource sharing among many users
and applications [29,30]. These systems rely on networked connections for communication, which
may suffer instabilities and consequently impact on performance. QoS specifications define
a set of parameters for different components in a distributed system [31,32]. QoS strategies are
employed to guarantee that distributed systems services maintain a certain level of quality avoiding
problems [29,30]. According to Wang [33], QoS is “the capability to provide resource assurance and
service differentiation in a network”. In the Internet, for instance, there are many QoS requirements,
including for real-time applications [34,35]. Their requirements define acceptable levels for metrics
related to network, such as latency, jitter, and transfer rate. The transfer rate metric measures the
amount of information that is possible to transmit in a given time interval. In general, to this time
interval is considered the amount of one second and the information grain varies. Latency, in turn, is
the time interval between the cause and effect of an action. More specifically, in computer networks the
latency is the time interval between a sender dispatching a packet and the receiver receiving it. High
latencies cause high response time of network systems and can deteriorate the quality of an online
service, such as video streaming in real time. In computer networks, jitter measures the time delay between the arrival of two consecutive
packets. As in distributed networks, routers might transmit different packets by different routes,
and the receiver may face variations in the packet inter-arrival time due to the disparities of the paths
which can vary in number of hops and network congestion load. Such a phenomenon causes variations
in the data flow arrival according to the network load and, depending on the application, strategies
have to be implemented to mitigate the problem. For instance, applications that transmit and process
video and voice data require the packets to arrive in a regular pace. In this scenario, packets which
do not arrive in an expected time have to be discarded or the receiver must use a jitter buffer to store
temporally incoming packets to smooth the arrival times. According to Shin and Ramanathan [36], real-time systems are characterized by three main
components: (i) time; (ii) reliability; and (iii) environment. The ”time“ is the most important factor
real-time systems must control. p
Q
•
an orchestration engine to provide different services for user applications and sensors. p
•
an orchestration engine to provide different services for user applications and sensors. The model multi-level approach provides services to tackle QoS violations for both user
applications at the User level and hardware devices in the Sensor level. QualiCare is an adaptable
middleware model to provide multi-level QoS, improve user experience, and increase hardware
utilization to middlewares in OR environments. The main focus is to guarantee that the middleware
respects QoS levels by improving network and computing performance at both Sensor and User levels. The model proposes the combination of different methods to offer such features. It provides a manager
module which controls QoS levels by monitoring different metrics from the sensors and middleware
modules. The manager allows the parametrization of thresholds for different metrics as input, and
it automatically performs configuration adjustments in all middleware modules through a reactive
rule-based strategy in a periodic monitoring fashion. Sensors 2019, 19, 2303 4 of 27 The remainder of the article is structured as follows. Section 2 introduces important concepts
related to this study and Section 3 describes the literature review. Sections 4 and 5 present the core
ideas of this document. The former introduces the design decisions and the architecture of the model
The later presents the QoS model and strategies that QualiCare proposes. Then, Section 6 presents the
preliminary results of the first experiments. Finally, Section 7 describes some limitations of the study
and Section 8 presents the final remarks. 2. Background Cooperating tasks are required to be completed within a given
deadline, otherwise the computation may be compromised. In addition, reliability is required since
system failures might cause catastrophes and even loss of lives. Finally, the environment under which
the system operates is also important since physical events trigger the system to perform tasks and
process these events. Real-time systems are classified depending on the consequences of meeting or
not a deadline: hard; firm; and soft. Not meeting a hard deadline leads to catastrophic situations, for
instance, in a crash of a flight due to delays in the aircraft system to computes readings of flight sensors. In the case of firm deadlines, the produced results are useless after the deadline but do not cause
any harmful situation. In turn, not respecting soft deadlines produces useful results that decrease in
quality as the time goes by. However, like firm deadlines, it does not cause catastrophic situations. In particular, the real-time term we are using in OR environments refers to soft real-time definition
since occasional delays in the data delivery do not trigger catastrophic situations. Sensors 2019, 19, 2303 5 of 27 3. Related Work The literature review in this study adopts the principles of systematic reviews [37] to achieve
reproducibility and high-quality results. Its goal is to provide an overview of OR middleware strategies. The scope of the literature search encompasses the selection of literature databases. It is narrowed
to sources that: (i) index articles from relevant conferences and journals from Computer Science
and Medicine; and (ii) include a broad selection of venues to maximize the number of returned
articles. Based on these criteria, the following five databases are queried: IEEE Xplore (https://
ieeexplore.ieee.org/); Google Scholar (https://scholar.google.com.br/); PubMed (https://www.ncbi. nlm.nih.gov/pubmed/); ScienceDirect (https://www.sciencedirect.com/); Springer Link (https://link. springer.com/). Real-time, safety, and cost are highly related to the OR, therefore, our focus is to
evaluate the state-of-the-art that targets ORs. Thus, to limit the scope of the article search strategy,
the search string is defined as follows considering the OR term: “operating room” AND “middleware”. The combination of these strings as a search string to be used in the target databases represent the
inclusion criteria. The main goal is to hit all kind of studies that in some way approach middleware in
OR environments. The raw literature corpus from the inclusion criteria contains a set of 1005 articles. The final set of studies is selected through exclusion criteria applied to the raw corpus. These criteria
are formed by the following removal filters: •
Removal filter I - Duplicate removal: The remaining studies from individual databases were
grouped and duplicates were eliminated; •
Removal filter I - Duplicate removal: The remaining studies from individual databases w •
Removal filter I - Duplicate removal: The remaining studies from individual databases were
grouped and duplicates were eliminated; grouped and duplicates were eliminated; •
Removal filter II - Title and abstract review: The title and abstract from each study are review y
and those that do not address sensing technologies applied to healthcare monitoring are removed;
R
l fil
III
Y
l
i
W
id
i
l
bli
i
i hi
h l
10 y
and those that do not address sensing technologies applied to healthcare monitoring are removed;
•
Removal filter III - Year analysis: We are considering only publications within the last 10 years. and those that do not address sensing technologies applied to healthcare monitoring are removed;
•
Removal filter III - Year analysis: We are considering only publications within the last 10 years. 3. Related Work The literature corpus after application of all filters includes 31 articles. The contents of these
studies are further analyzed to identify the main focus of the studies, which are: 1. Patient monitoring: [38–42]; 2. Device integration and data interoperability: [43–49]; p
4. Operating Room monitoring (Intelligent OR): [18–28]; 4. Operating Room monitoring (Intelligent OR): [18–28]; 5. QoS-Aware Middlewares: [53–57]. Table 1 presents specific details from each one of them. In particular, the last two sections
group the studies high related to the focus of the current research. The “Operating Room monitoring
(Intelligent OR)” group presents studies that demonstrate attempts on employing tracking technologies
in surgeries to improve procedures. Basically, they focus mainly on two different goals: (i) activity
recognition [18–20]; and (ii) personnel and equipment tracking [20–28]. The former group is composed
of articles focusing on identifying the actions, which medical staff perform during surgeries. In turn,
the latter group is composed of studies employing Real-Time Location Systems (RTLS) to track the
location of people and equipment present in surgeries. Both sets of strategies have the workflow
monitoring as a primary goal, employing different procedures and technologies. Analyzing the technologies employed by the studies in the group 4,RFID (Radio Frequency
Identification) emerges as a common strategy present in more than half of the articles. Active RFID tags
are most used since they produce accurate readings. These strategies employ tags for identification
purposes and to track the location of people and equipment to improve efficiency and avoid medical
errors. Besides RFID, Computer Vision techniques are present in 18% of the studies. In particular,
Vaccarella et al. [21] focus on robotic systems for neurosurgery in which they integrate RTLS systems
and Computer Vision techniques in real time. Regardless the technology, the majority of studies
present concerns about real-time issues. 6 of 27 Sensors 2019, 19, 2303 Table 1. Summary of articles resulting from the review methodology. Table 1. Summary of articles resulting from the review methodology. Table 1. Summary of articles resulting from the review methodology. 3. Related Work Focus
Reference
Year
Middleware
Real-time
Goal
Area
Technologies
Description
Patient monitoring
[41]
2013
✓
Monitoring
WSN
Zigbee
Telemedicine
[39]
2017
Tracking
RTLS
RFID
Postoperative abdominal surgery
[40]
2017
Monitoring
IoT
Pub/Sub
Ambient assisted living
[38]
2017
✓
✓
Tracking
RTLS
RFID
Medication error monitoring
[42]
2018
Tracking
IoT
RFID
Hospital facilities
Device Integration and
Data Interoperability
[43]
2010
✓
✓
Monitoring
-
Pub/Sub
Hospital device framework
[44]
2012
Monitoring
CPS
Pub/Sub
Device integration and data extraction
[47]
2012
✓
-
-
Pub/Sub
Medical applications
[48]
2014
✓
✓
Communi-
cation
Medical
Systems
LAN
Eye surgery
[46]
2016
✓
Monitoring
RTPS
Pub/Sub
Medical devices integration
[49]
2016
✓
✓
-
IoT
Pub/Sub
Data exchange
[45]
2017
✓
Monitoring
IoT
-
Integrated clinical environment
Smart
Hospitals
[50]
2012
✓
Tracking
Ubiquitous
Computing
RFID
Hospital location and tracking
[51]
2015
✓
Tracking
-
RFID
Review of concepts
[52]
2016
✓
✓
Tracking
RTLS
RFID
Ward management
Operating Room Monitoring (Intelligent OR)
[24]
2010
✓
✓
Monitoring
WSN
Sensors
Sensor data acquisition in minimally invasive
surgery
[19]
2011
✓
Activity
recognition
Ubiquitous
Computing
-
Recommendation system for surgical procedures
[25]
2010
✓
✓
Tracking
RTLS
RFID
Medical error detection system
[26]
2011
✓
✓
Tracking
RTLS
RFID
Literature review and system for surgical sponges
and personnel tracking in surgery
[28]
2011
✓
✓
Tracking
RTLS
RFID
Patient workflow monitoring in surgeries
[21]
2011
✓
✓
Tracking
Computer
Vision
and RTLS
Proprie-
tary
trackers
Neurosurgery tracking from heterogeneous sources
[20]
2011
✓
✓
Tracking/
activity
recognition
RTLS
RFID
Surgical monitoring system to identify critical
situations
[23]
2012
✓
✓
Tracking
RTLS
RFID
Surgical monitoring system to identify critical
situations
[27]
2012
✓
✓
Tracking
RTLS
RFID
OR team and sponge real-time tracking
[22]
2014
✓
✓
Tracking
RTLS
RFID
Patient tracking and surgical workflow monitoring
[18]
2017
Activity
recognition
Computer
Vision
RGB-D
Camera
Human pose estimation and activity recognition
during surgery
QoS-Aware Middlewares
[53]
2018
✓
Network
monitoring
Edge
Computing
MQTT
Distributed QoS-Aware MQTT middleware for
Edge Computing applications
[54]
2018
✓
Network
traffic
IoT
-
QoS management modules
[55]
2018
✓
Network
traffic
IoT
-
QoS management modules
[56]
2019
✓
Network
monitoring
IoT
Pub/Sub
and
SDN
Differentiation of services in SDN-like Pub/Sub
middlewares for IoT
[57]
2019
Literature
Review
IoT
-
Systematic literature review Sensors 2019, 19, 2303 7 of 27 On the other hand, the “QoS-Aware Middlewares” group presents studies that focus on QoS
strategies fo IoT middlewares. 3. Related Work Rausch et al. [53] propose a solution to improve QoS in MQTT
middlewares. Their strategy consists of migrating clients connections of Edge Computing applications
to closer brokers. In the studies [55] and [54], the authors propose the addition of QoS management
modules. The strategy adds a communication layer on top of protocols such asHTTP (Hypertext
Transfer Protocol), COaP (Constrained Application Protocol) and MQTT (Message Queuing Telemetry
Transport). Shi et al. [56] propose a Software-Defined Networking (SDN) controlling method to deliver
different QoS levels for different clients. The solution is composed by a controller nodes that monitor
and manage OpenFlow switches to configure its queue priority. Finally, Ghanbari et al. [57] present
a systematic literature review focusing resource allocation in IoT. The authors demonstrate the different
resource allocation strategies in the IoT field showing they belief that in the future self-adaption might
become a trend for IoT systems. By analyzing the aforementioned studies, it is possible to point out two open issues: (i) they
do not propose specific middlewares for OR with multi-sensors; and (ii) lack of QoS strategies on
middlewares for ORs. First, although a total of 11 articles focus the OR, the authors do not propose
specific middlewares for OR. Instead, they present efforts on employing some different kind of
technologies to monitor surgeries in the OR. Second, five recent studies focus on strategies for QoS
middlewares or resource allocation in the IoT field. These studies present strategies focused mainly
on a specific layer of the middleware, and are highly concerned in network management to decrease
latency. This landscape depicts a lack of studies focusing specifically on providing QoS at both user
and sensor levels of time critical middlewares. Therefore, the current document focuses on this gap
by proposing its main contribution which is an adaptable middleware model to provide multi-level
QoS on OR. The proposed model seeks to define the architecture and strategies necessary to guarantee
QoS for user applications, and for hardware sensors. The major challenge relies on which strategies to
apply and how to do it taking into account a large number of user application connections. 4. QualiCare Model This article focuses on the gap presented in the previous section by proposing as main contribution
an adaptable middleware model to provide multi-level QoS on OR. The proposed model seeks to
define the architecture and strategies necessary to guarantee QoS for user applications, and for
hardware sensors. The major challenge relies on employing different strategies considering a large
number of sensors and applications. Our main focus is on QoS for hybrid OR, which are composed
by a multi-disciplinary team, however our middleware can be seen as generic since it works with
requirements related to CPU and I/O [58]. Thus, the system is used on demands that require QoS for
these resources, requiring very low latency rates, cadence, and jitter. Therefore, the Sensor level can be
seen in a generic form with data flow incoming from physical sensors, which can be a database, file
stream, etc. The User level, in turn, presents applications that either request data defining their QoS
requirements or, knowing the application protocol, the middleware already has standardized QoS for
them. In other words, there are two types of QoS characterization: (i) pre-defined by the application;
(ii) on-the-fly defined by the middleware. For instance, a video processing application may requests
video frames from the middleware defining its required frames per second (FPS). On more example is
an application that only needs data for real-time feedback in a dashboard interface. Qualicare acts collecting data from sensors, storing it, and delivering it to user applications
meeting QoS requirements. These requirements consists of a set of thresholds for specific metrics,
called QoS metrics, that measures from them must be respected. Its main characteristic is its ability to
provide QoS for both user applications and sensors regardless the system load. QualiCare provides
strategies to meet soft real-time requirements, including a Manager module, which is in charge of
monitoring and adaptation tasks to ensure QoS levels. Real-time is important since the capabilities of
medical systems to produce data in real time enables the detection of critical situations [59]. The faster
these situations are detected the higher the chances to avoid them. Sensors 2019, 19, 2303 8 of 27 4.1. Design Decisions The model has two main actors involved in the production and consumption of data, respectively:
(i) sensors; and (ii) user applications. QualiCare provides services to meet QoS requirements by
monitoring different metrics in both sensors and user applications levels. In the user level, applications
that consume data from the middleware define QoS requirements that the middleware must respect. If the user does not provide its requirements, QualiCare sets default requirements depending on
the data the application requested. On the other hand, at the sensors level, the middleware defines
requirements to guarantee data acquisition even if there are no user applications. Figure 2 illustrates the QualiCare idea in comparison to a default middleware without QoS
support. In each level, QualiCare monitors specifics metrics related to response time, sampling
rate, and latency. Based on the results of such monitoring, QualiCare adds or removes services
individually to user applications or sensors to meet the QoS requirements. This process consists of
a set of threshold-based rules strategy. QualiCare Manager compares measures from metrics to lower
and upper thresholds, which indicate metrics that are violating specific parameters. According to
them, the decision process takes actions to adapt the middleware. Data Collection and Analisys Service
Sensor
0
Middleware
Application 0
Application m
... Sensor
n
... Module 0
Module p
... Data Collection and Analisys Service
Sensor
0
Middleware
Application 0
Application m
... Sensor
n
... ... QualiCare Manager
QoS
requirements
Metrics
Services
Rules
Module 0
Module p
(a)
(b)
Figure 2. OR middleware general ideas: (a) default approaches; and (b) QualiCare main idea. Data Collection and Analisys Service
Sensor
0
Middleware
Application 0
Application m
... Sensor
n
... ... QualiCare Manager
QoS
requirements
Metrics
Services
Rules
Module 0
Module p
(b) Data Collection and Analisys Service
Sensor
0
Middleware
Application 0
Application m
... Sensor
n
... Module 0
Module p
... (a) Application 0 Data Collection and Analisys Service (a) (b) Figure 2. OR middleware general ideas: (a) default approaches; and (b) QualiCare main idea. 4.2. Architecture Figure 3 depicts QualiCare architecture highlighting three different layers: (i) User; (ii) Service;
and (iii) Sensor. User applications which consume data from the middleware compose the User layer. The components that extract and manage data compose the Sensor and Service layers, respectively. Lines connecting components represent reliable channels for data exchange or control messages. Additionally, arrows represent the sensor data flow direction. Gray boxes represent components
the model provides, and the remaining white forms represent physical sensors, APIs (Application
Programming Interface), and user applications. Additionally, communication between Service and
Sensor layers must be in a private wired network for two main reasons: (i) to improve performance;
and (ii) due to security issues since OR data is sensitive. 9 of 27 Sensors 2019, 19, 2303 SENSORS
SERVICE
USER
Data Acquisition
Controller
Data Access Handler
Sensor Data Producer 1
Sensor Data Producer m
... PUBLIC NETWORK
SENSOR API
SENSOR API
QualiCare Manager
Middleware Coordinator
SENSOR API
Data Processing &
Storage Unit
Sensor Data Producer 0
PRIVATE NETWORK
Sensor s
Sensor 0
Sensor s
Sensor 0
Sensor s
Sensor 0
... ... ... Application 0
Application 1
Application n
... Figure 3. QualiCare architecture presenting the middleware in the Service level and additional modules
in the Sensor level inside the OR. Arrows represent the communication direction in the following form:
(i) application to middleware; (ii) middleware to applications; (iii) middleware to sensors; (iv) sensors
to middleware; and (v) middleware components to middleware components. Items i to iv regard the
sensor data flow, while item v regards configuration and metrics transmission. Figure 3. QualiCare architecture presenting the middleware in the Service level and additional modules
in the Sensor level inside the OR. Arrows represent the communication direction in the following form:
(i) application to middleware; (ii) middleware to applications; (iii) middleware to sensors; (iv) sensors
to middleware; and (v) middleware components to middleware components. Items i to iv regard the
sensor data flow, while item v regards configuration and metrics transmission. Figure 3. QualiCare architecture presenting the middleware in the Service level and additional modules
in the Sensor level inside the OR. Arrows represent the communication direction in the following form:
(i) application to middleware; (ii) middleware to applications; (iii) middleware to sensors; (iv) sensors
to middleware; and (v) middleware components to middleware components. Items i to iv regard the
sensor data flow, while item v regards configuration and metrics transmission. 4.2. Architecture Description of the network header fields. QualiCare architecture is composed by six different components which will be discussed in the
next sections in details: (i) Sensor Data Producer; (ii) Data Acquisition Controller; (iii) Data Processing
& Storage Unit; (iv) Data Access Handler; (v) Middleware Coordinator; and (vi) QualiCare Manager. 4.2. Architecture There are three different messages QualiCare modules might transmit between them:
(i) configuration data; (ii) metrics measurements; and (iii) sensor data. The transmission occurs
through TCP/IP messages including an 8-byte network header which identifies the messages (details
in Table 2), and a variable payload that contains one of the three data. Figure 4 depicts the fields of the
network header and the composition of each type of message. While the header is fixed for all messages,
the payload of each one is different depending on the message type. Metric measurements messages
(type 3) contain readings of metrics from modules. The QualiCare Manager consumes this type of
message for QoS monitoring purposes. These values are used to evaluate the status of the middleware
and monitor QoS violations. Based on that, adaptations are performed by QualiCare to guarantee QoS. In turn, configuration data messages (type 2) contain module configurations and might be used for two
reasons. First, to check the current configuration of a specific module. Second, to change the parameters
of the modules, which the Middleware Coordinator is the only module allowed to do. Finally, sensor
data messages (type 1) represent the central information that QualiCare modules transmit, which
contains the data extracted from physical sensors. This information varies depending on the sensor,
which can produce different types of data depending on the sensor. For instance, a temperature sensor
produce a float value corresponding the room temperature while a RTLS produces two or three integer
values corresponding the 2D or 3D position of a given tag in the environment. Sensors 2019, 19, 2303 10 of 27 Sensor Raw Data
Data
Attributes
Network
Header
Information data from sensors
Message type 1
8 bytes
variable bytes
Configuration Data
Network
Header
Middleware modules’ parameters
Message type 2
8 bytes
variable bytes
Measurements
Network
Header
QoS measurements
Message type 3
8 bytes
variable bytes
payload size
type
id
remaining
Network header
0
1
3
7
8 bytes
Figure 4. QualiCare message types and its contents. All messages use the same network header, which
identifies the packets. Figure 4. QualiCare message types and its contents. All messages use the same network header, which
identifies the packets. Table 2. Description of the network header fields. Field
Description
Type
The payload type. ID
Identification of the request. Payload Size
The size of the payload in bytes. Remaining
Number of messages remaining to answer the request. Table 2. 4.2.1. Sensor Data Producer In particular, the Sensor Data Producer component might have from 1 to m instances running in
the architecture. This component extracts information directly from 1 to s sensors using their APIs,
respecting a specific sampling rate. When running the first time, the process detects the sensors by
testing the implemented APIs, and tries to reach the physical sensors using a pre-defined configuration. It includes the reachable sensors in its monitoring list, and the unreachable ones it keeps trying to
reach them in periodic observations. To produce data from sensors, it extracts raw data respecting
a sampling rate and builds a package with several pieces of information that characterize a sensor data. The module generates a single sensor data package for each sensor returned from the API. For instance,
several RTLS tags might be acquired through the RTLS middleware API at once. The API always
returns the available tags in the environment when requested. By transforming different types of information provided by different physical sensors, this module
transforms all data to a common type of information that can be interpreted by all modules without
needing to implement their APIs. It allows data interoperability between the modules and between
the middleware and user applications that request these data. This process consists of gathering
information from physical hardware sensors through either their API or a provided service by the
vendor, and transforming it into a byte array that can be transmitted over network or stored in the disc
or database. The module packs the byte array in a data structure, called sensor data package, which
contains six specific attributes: (i) sensor ID; (ii) device ID; (iii) data producer ID; (iv) sample counter; 11 of 27 Sensors 2019, 19, 2303 (v) timestamp; and (vi) type. Table 3 organizes the details of each one of them briefly. The Sensor ID,
Device ID, and Data Producer ID fields identify the source of the sensor data. Sensor Data Producer
instances might extract data from different physical sensors. Therefore, this set of IDs identify the
sources individually. The Sample Counter defines the sample sequence of the sensor data, and the
Timestamp is the instant of time that the data was extracted from the physical sensor. Finally, the Type
defines the kind of data, which can be, for instance, a sample of the room temperature or the heart rate
of a patient. 4.2.1. Sensor Data Producer Jointly to these fields, the raw sensor information data (byte array) is attached, composing
a sensor data package. Table 3. Description of the data attributes from sensor data packages. Field
Description
Type
The data type. Timestamp
The time in milliseconds that the data is collected from the sensor. Sample Count
The sequence number of the collected data. Data Producer ID
The identification of the module that collected the data. Device ID
The identification of the device from which the data was collected. Sensor ID
The identification of the sensor from which the data was collected. 4.2.2. Data Acquisition Controller Table 3. Description of the data attributes from sensor data packages. Table 3. Description of the data attributes from sensor data packages. Field
Description
Type
The data type. Timestamp
The time in milliseconds that the data is collected from the sensor. Sample Count
The sequence number of the collected data. Data Producer ID
The identification of the module that collected the data. Device ID
The identification of the device from which the data was collected. Sensor ID
The identification of the sensor from which the data was collected. 4.2.2. Data Acquisition Controller 4.2.2. Data Acquisition Controller The Data Acquisition Controller component receives sensor data packages from all Sensor
Data Producers respecting specific parameters for each Sensor Data Producer, which are defined
in a JSON-like configuration file. This file contains a list of tuples defining the network address and
connection port for each Sensor Data Producer, the sampling rate per second, and the type of data to
be acquired. It dispatches m threads, one for each Sensor Data Producer, which establish a TCP/IP
(Transmission Control Protocol/Internet Protocol) connection using sockets. Once the connection is
established, the thread starts a new thread to send sample data requests of given type mask at each
time interval. The time interval is defined by dividing 1000 ms (respective to 1 s) by the sampling rate
parameter, and using the result as sleep time between intervals. The data type mask is an enumeration
value for different data types which can be extended for new types of data according to the available
type of sensors. This parameter is important since a given Sensor Data Producer instance might extract
information from more than one types of sensors. Therefore, the data type mask defines from which
sensor(s) the request aims to acquire data. 4.2.1. Sensor Data Producer Sensor data replies received by each thread are stored in a shared buffer to be accessed by the
Data Processing and Storage Unit component. The thread responsible for establishing connection with
the Sensor Data Producer, after dispatching the data request thread, starts to read replies in the socket. When a data replies arrives, it removes the data from the socket, populates the buffer, and triggers
a signal to the Data Processing and Storage Unit informing that there is new sensor data in the buffer. Each thread has its own buffer so that write operations are performed only by one process. 4.2.5. Middleware Coordinator The Middleware Coordinator has administrative assignments mainly concerned to components
parametrization. This component has access to change configurations of all components in the
architecture, except the QualiCare Manager. For instance, it is possible to change the sampling rate
per second a specific Sensor Data Producer extracts from a physical sensor. Another example regards
network and compression configurations, such as TCP port to listen for connections and the activation
or not of compressing algorithms in the data. The Coordinator does not request or transmit any
sensor data. Instead, it acquires components configurations being able to modify them. Therefore,
this is the only module capable of changing configurations of the middleware. These operations are
performed through messages type 2 (see Figure 4). The Coordinator has its own configuration file that
defines all available modules and their network connection information. In addition, the Coordinator
configuration file also has the configurations for each module so that, when the Coordinator starts,
it updates the configurations of all modules sending a message type 2. After this process the
Coordinator starts listening network connections. The module is able to receive message type 2
from the QualiCare Manager and it interprets the messages in two different ways: (i) if the message
payload is the size of 0 bytes, then the module replies the message with the current configuration off
all modules; (ii) if the message has a payload > 0, then the payload must be a configuration file in a
JSON string of a given module that must be updated. 4.2.4. Data Access Handler The Data Access Handler component manages user application connections and provides sensor
data to them. It provides a web service interface which implements two different HTTP methods that
the applications can use to access data: (i) REST (Representational State Transfer) API for retrieving
offline data; and (ii) MQTT API for real-time data. Applications have to supply their requests with
filtering parameters and QoS requirements in terms of accepted delay to reply the request and accepted
latency from the time the data is extracted to the time the request is replied. Through the REST API,
the module provides a set of HTTP methods the application might call to access the data. The methods
receive, through the calls, the filtering parameters, which are sensor data fields, and replies a JSON-like
string to the application. The MQTT API, in turn, provides topics for each physical sensor so that
applications can subscribe to receive data. At each new sensor data information available, the Data
Access Handler module publishes it in the respective topic. 4.2.3. Data Processing & Storage Unit This module is responsible for storing each new sensor data package in a database and to
make it available to the Data Access Handler. The sensor data is converted to a JSON (JavaScript
Object Notation) string so that it is possible to use the full string for NoSQL-like (Non Structured
Query Language) databases. We opted by NoSQL systems due to its prevailing adoption in Big Data
environments [60]. NoSQL distributed systems present advantages to IoT systems due to its capacity
of scalability and storing multiple data types that can change over time [61]. Besides storing data in the
database, the component provides sensor data in two models: (i) real-time; and (ii) offline. For the first
case, each new available reading of a sensor data provided by the Data Acquisition Controller is made
available to the Data Access Handler so that it can be send to user applications as soon as possible. For the second, the module retrieves data from a database according to request parameters provided Sensors 2019, 19, 2303 12 of 27 by the Data Access Handler. The module employs data filtering and aggregation strategies to improve
the middleware performance. It accepts all fields presented in Table 3, and uses it as filters in the
database to reply the request. Besides, repeated sensor data information, in which only the Timestamp
changes, are transformed to only one sensor data information to avoid transmitting duplicated data. 5. Quality of Service Model QualiCare is designed as a closed feedback-loop architecture [62], involving two main components:
the QualiCare Manager and the OR middleware. Control theory is an engineering and mathematics
branch focused on dynamical systems behavior, and how they are affected by feedback [63]. Therefore,
service provisioning decision should be made based on the system performance according to
applications requirements. QualiCare Manager presents three main functions which characterize
control systems: a sensor to acquire monitoring data, a controller to evaluate measurements, and
an actuator to provide services. Figure 5 illustrates the architecture components and their organization showing the main control
tasks of the QualiCare Manager. Each middleware component is represented as a Qualicare process,
which can be distributed among computing nodes in a cluster within the hospital facilities or in a single
server. It must be running only one instance of the Manger process to avoid concurrence of operations
performed in the middleware resources. Otherwise, the same operation may be required to the
Coordinator more than once. Furthermore, opposite operations might be required to the Coordinator in
a short period of time if more than one Manager is running with different configurations. The Manager
has access to each Qualicare process regardless of their locations, either among servers or clusters. The architecture is composed by a server and n nodes in which the QualiCare processes run performing
the roles depicted in the previous Figure 3. The service provisioning is obtained by an orchestration
model (detailed in Section 5.5), which evaluates a series of QoS metrics and defines the set of services
for each component of the middleware. Operating
Room
Middleware
QualiCare Manager
... Node n-1
Node 0
Middleware
Server
Database
Sensor:
Monitoring
Controller:
Metrics load and
Service Orchestration
Actuator:
QoS actions and
service provision
Network
APP
0
APP
1
APP
2
APP
3
APP
a-1
Workload
... ... Users
Caption
APP
User application
switch
P
QualiCare process
Sensor
Computing node
P
P
API
API
... PPP
Figure 5. QualiCare closed-loop model with a Manager in charge of monitoring and adapting the
middleware according to the workload. At the user perspective, a denotes the number of user
applications. At the middleware perspective, n denotes the number of nodes running a QualiCare
process that acquires data from sensors in the OR. Network
APP
0
APP
1
APP
2
APP
3
APP
a-1
... ... Users Figure 5. 5. Quality of Service Model QualiCare closed-loop model with a Manager in charge of monitoring and adapting the
middleware according to the workload. At the user perspective, a denotes the number of user
applications. At the middleware perspective, n denotes the number of nodes running a QualiCare
process that acquires data from sensors in the OR. 4.2.6. QualiCare Manager Finally, the QualiCare Manager is the main component being responsible for managing QoS by
providing modifications in the Service and Sensor levels. The Manager acquires measures from defined
QoS metrics from all components and applies algorithms to these data to verify if modifications
are needed. The module collects the measures all metrics from each module through messages
type 3 (see Figure 4). To request measures, the module sends a message with payload size of 0 bytes. All modules reply messages type 3 with the measures of all metrics it generates as a JSON string in the
payload field. Therefore, the Manager receives the measures to apply its algorithms in the monitoring
process. In addition, the module is able to change parameters from all modules through messages
type 2 which it sends to the Middleware Coordinator. Section 5.4 describes each metric and introduces
the QualiCare Manager in more detail. Sensors 2019, 19, 2303 13 of 27 13 of 27 5.1. QoS Taxonomy In the OR scope, there are two different levels to which QualiCare taxonomy specifies QoS
parameters. User parameters influence the final user perception of the performance of the middleware. These parameters are specifically related to the real-time data consumption flow by user applications. On the other hand, Sensor parameters impact the middleware data acquisition for both persistence
operations and user requests. Data consumption is a continuous task, which the middleware performs Sensors 2019, 19, 2303 14 of 27 for data persistence. Considering that user requests may consume data from past events (historical
data), it is necessary to ensure that the middleware is able to acquire sufficient data from all sources for
persistence. Lacking data in some periods of time might impact critically in the workflow analysis,
making it impossible in those periods. Therefore, Sensor parameters are critical to guarantee that the
middleware is able to provide both real-time and no real-time data. Figure 6 depicts QualiCare QoS taxonomy presenting the metrics and services that QualiCare
provides. Metrics are observed values that support the decision-making process. Services refer to
methods available to tackle QoS situations based on the monitored metrics. These services impact
directly in the metrics’ measures, that is, providing services changes the results of the metrics. Therefore,
QualiCare Manager is in charge of monitoring such metrics and applying a suitable service to address
problems. The Manager can combine a metric with one or more services or vice versa. A combination
of metrics and services forms the QoS parameters. OR QoS
Specification
Metrics
Services
Parameters
Adaptation
Elasticity
Data
Compression
CPU
Load
Sample
Rate
Memory
Load
Jitter
Transmission
Rate
Latency
User
Sensor
Figure 6. QualiCare QoS taxonomy presenting its the metrics and services. OR QoS
Specification User Sensor Memory
Load Figure 6. QualiCare QoS taxonomy presenting its the metrics and services. 5.3. Definition of Qos Services QualiCare provides three different services for each QualiCare process depending on monitoring
aspects: (i) resource elasticity; (ii) data compression; and (iii) parameters adaptation. The services are
represented by the functions Elast(), Compress(), and Adapt(), respectively. Services can be provided
individually or combined depending on the middleware status. QualiCare might provide each service
through the different architecture components. Compress() is provided only at the Sensor level since it
is the source of the data. The Elast() service employs vertical elasticity strategies to increase or decrease the CPU and
memory capacities without impacting in the processes operation. In particular, as the architecture
modules are running in computing nodes, which might be physical or virtual machines, the service
delivers new computing power to these instances. Elasticity is a popular concept in cloud platforms,
which refers to the capacity of a system to automatically provision and de-provision resources according
to workload changes [64]. QualiCare focuses on the vertical model of elasticity since it does no impose
the modules to deal with duplicate instances which require load balancing strategies. The Compress() service focuses on improving the network performance of nodes running the
QualiCare processes. However, it might increase the need for more computing resources, resulting
in the need for the Elast() service. Compress() is available in the Sensor Data Producer, and Data
Acquisition Controller processes. These components employ compression algorithms to compress
sensor data before packing it for transmission. This feature can be enable or disabled through
a parameters which is part of the configuration of these modules. Enabling it allows the modules to
apply the compression before sending it over the network. This decreases the network traffic, which
improves communication between processes. Depending on some situations, the amount of data
requested for a module can be higher than the transmission capacity of the module. Thus, compressing
data is a possible way to decrease the amount of data and guarantee that requests are replied. Finally, the Adapt() service consists of changing processes parameters, which affect the
middleware behavior. Through this strategy, it is possible to change the sampling rate of data extraction
from sensors or data acquisition the middleware performs. Additionally, it is also possible to define
the data size in the Sensor level so that the number of bytes to be transmitted decreases. These
adaptations provide hardware utilization improvements and modules parameters balancing. 5.2. Definition of Qos Metrics 5.2. Definition of Qos Metrics QualiCare processes calculate individual functions to extract metrics measures depending on the
component role, which the QualiCare Manager gathers in its monitoring procedure. Table 4 shows
these functions and the corresponding metrics. Components that calculate metrics CPU Load and
Memory Load compute them for each process. The Data Acquisition Controller process computes the
metrics Latency, Sampling Rate, and Transmission Rate for each Sensor Data Producer connection. In
turn, the Data Access Handler process computes Jitter, Sampling Rate, and Transmission Rate for the
sensor data transmitted for each user application connection. Table 4. QoS metric definition and their corresponding functions. Metric
Function
Source
Latency
Lat(si)
Data Acquisition Controller
Jitter
Jit(uj)
Data Access Handler
Sampling Rate
Sam(an)
Data Acquisition Controller and Data Access Handler
Transmission Rate
Tra(an)
Data Acquisition Controller and Data Access Handler
CPU Load
CPU(pq)
All components
Memory Load
MEM(pq)
All components Table 4. QoS metric definition and their corresponding functions. 15 of 27 Sensors 2019, 19, 2303 5.3. Definition of Qos Services For
instance, if modules are working on different sampling rates the Data Acquisition Controller process
may request information in a lower sampling rate than a particular Sensor Data Producer process
is generating. Decreasing the sampling rate of the Producer avoids wasting resources. In particular,
when changing the sampling rate, each parameter adaption evaluates if the new configuration violates
a upper or lower threshold. The threshold will be introduced in Section 5.5.1. 5.4. Qualicare Manager Figure 7 details the components of the QualiCare Manager depicting the inputs, and outputs. The Middleware Interface interacts with the middleware to collect metrics and send updates. Metric
Monitoring is in charge of collecting each QoS metric measurement periodically at a given time
interval. Thus, the main component, called Orchestration Engine, analyzes these measurements,
including the feedback of previous decisions by comparing the variations in metrics measurements. The Engine contains the main strategies that the Manager applies to adapt the middleware. The Data
and Performance Analyzer evaluates the QoS metrics from the middleware comparing them with QoS
requirements to generate violation events. Thus, the User and Sensor Orchestration define actions
that might be necessary to apply to tackle these events. After defining the actions, the Engine calls the
Service Provider component to deliver the needed services. This component is able to call either the
Middleware Interface, to provide the Adapt() and Compress() services, or the Resource Management
to deliver the Elast() service. 16 of 27 Sensors 2019, 19, 2303 Service
Provider
Metric
Monitoring
Middleware
Inferface
Middleware measures
Hardware measures
Change parameters
Orchestration Engine
QoS
Services
QoS
Metrics
Data and
Performance
Analyzer
User
Orchestration
Hardware
Orchestration
Resource reconfigurations
Input
Output
Caption
Resource
Management
QualiCare Manager
Figure 7. QualiCare Manager components, inputs, and outputs. The module receives measurements
collected from the middleware and evaluates them based on metrics and services. The output are
resource and parameters reconfigurations, if necessary, to guarantee QoS. User
Orchestration Figure 7. QualiCare Manager components, inputs, and outputs. The module receives measurements
collected from the middleware and evaluates them based on metrics and services. The output are
resource and parameters reconfigurations, if necessary, to guarantee QoS. The QualiCare Manager process is in charge of monitoring metrics and delivering services for the
different module processes. Each process has particular metrics and services that the Manager evaluates
individually. Figure 8 depicts this task showing the main monitoring cycle. Additionally, Algorithm 1
details the Manager operations and procedures that occur periodically. First, the procedures from
lines 4 and 5 collect data from the middleware and compute the QoS metrics. Then, the Orchestration
Engine, through SensorOrchestration() and UserOrchestration(), define the actions the Service Provider
must perform to tackle QoS violations through the procedure ProvideServices(). QualiCare Manager
Collect metric
measures. Analyse measures. Decide needed
services. QoS
violations? Wait until next
monitoring cicle. Algorithm 1 QualiCare Manager Main Tasks. Algorithm 1 QualiCare Manager Main Tasks. Input: measures from metrics. Output: middleware adaptions. 1: running ←true;
2: cycle ←0;
3: while running do
4:
CollectMonitoringData();
5:
ComputeMetrics(qos_metrics,cycle);
6:
sensor_orchestration_actions[] ←SensorOrchestration(qos_metrics,qos_services);
7:
user_orchestration_actions[] ←UserOrchestration(qos_metrics,qos_services);
8:
if sensor_orchestration_actions > 0 then
9:
ProvideServices(sensor_orchestration_actions);
10:
sensor_orchestration_actions.clear();
11:
end if
12:
if user_orchestration_actions > 0 then
13:
ProvideServices(user_orchestration_actions);
14:
user_orchestration_actions.clear();
15:
end if
16:
sleep();
17:
cycle++;
18: end while 5.4. Qualicare Manager Data Acquisition
Controller
Data Access
Handler
Data Processing &
Storage Unit
Sensor Data
Producer 0
Sensor Data
Producer m
... Reorganize services. CPU
Load
Memory
Load
CPU
Load
Memory
Load
CPU
Load
Memory
Load
CPU
Load
Memory
Load
CPU
Load
Memory
Load
Sample
Rate
Jitter
Transmission
Rate
Sample
Rate
Latency
Transmission
Rate
Parameters
Adaptation
Elasticity
Data
Compression
Parameters
Adaptation
Elasticity
Data
Compression
Parameters
Adaptation
Elasticity
Elasticity
Elasticity
YES
NO
output
Start
Measures from metrics
Services
QualiCare modules
input
Figure 8. QualiCare Manager main monitoring cycle showing the service distribution and the metrics
it evaluaves. The idea is to monitor module metrics and organize services according to the measures. QoS
violations? Figure 8. QualiCare Manager main monitoring cycle showing the service distribution and the metrics
it evaluaves. The idea is to monitor module metrics and organize services according to the measures. 17 of 27 Sensors 2019, 19, 2303 5.5. Service Orchestration In cloud computing environments, resource orchestration consists of a set of operations that
cloud providers offer to dynamically adjust hardware and software resources to guarantee QoS [65]. Deriving from these concepts, the QualiCare service orchestration is a decision process that selects
and delivers the stack of services for each user application and sensor connected to the middleware. QualiCare adopts a rule-based strategy to choose which services are suitable to address QoS situations. This solution follows a Service Level Agreement (SLA) strategy which consists of a set of rules that
monitors limits, called thresholds, for a given metric. SLA-base strategies are common in self-adaptable
solutions which employ rule-based strategies, as in Hanif et al. [66]. By starting the QualiCare Manager,
it receives as input an SLA file in a JSON format, according to the RFC 2647 [67], containing the default
rules and thresholds for each metric. It is possible to change the behavior of the system just by editing
the SLA file and running the QualiCare Manager again. Figure 9 demonstrates an SLA file example
containing the values for the thresholds of the model. The file defines the name of the threshold and
its value. 1 {
2 "Name": "SLAThresholds",
3 "Thresholds": [
4 {"Name": "LatencyUpperThreshold",
"Value": "1000"},
5
{"Name": "CPUUpperThreshold",
"Value": "90" },
6
{"Name": "MEMUpperThreshold",
"Value": "90" },
7
{"Name": "TransmissionUpperThreshold", "Value": "512" },
8
{"Name": "SamplingRateUpperThreshold", "Value": "24" },
9
{"Name": "JitterUpperThreshold", "Value": "500" },
10
{"Name": "LatencyLowerThreshold", "Value": "100" },
11
{"Name": "CPULowerThreshold",
"Value": "10" },
12
{"Name": "MEMLowerThreshold",
"Value": "10" },
13
{"Name": "TransmissionLowerThreshold",
"Value": "128" },
14
{"Name": "SamplingRateLowerThreshold", "Value": "12" },
15
{"Name": "JitterLowerThreshold",
"Value": "100" }
16 ]
17 } Figure 9. SLA file containing the default values for each threshold used in the Orchestration
Engine algorithms. Sensors 2019, 19, 2303 18 of 27 At each monitoring cycle, the Data and Performance Analyzer component accesses the current
measures for each module/connection and evaluates them against the upper and lower thresholds
by a multi-level rule set. Therefore, the service orchestration is performed for both User and Sensor
levels. The User Orchestration and Sensor Orchestration define the final stack of services for each
module based on the results of the threshold analysis. Figure 10 depicts an example of the multi-level
orchestration model showing that user applications and sensors have individual service stacks. 5.5. Service Orchestration QualiCare adopts a rule-based strategy to choose which service(s) is suitable to address situations,
which impact the middleware QoS. At each monitoring cycle, the Data and Performance Analyzer
accesses the current measures for each module/connection and evaluates them against upper and
lower thresholds by a multi-level rule set. The User Orchestration and Sensor Orchestration component
define the final stack of services for each module based on the results of the threshold analysis. SENSOR LEVEL
SERVICE LEVEL
Application 0
Service Stack
Service A
Application m-1
Service Stack
Sensor 0
Service Stack
Service A
Service B
Service C
Sensor n-1
Service Stack
Service B
Service C
SERVICE ORCHESTRATION
Available Services
Service C
Service B
Service A
Figure 10. Example of the service orchestration process performed by the Orchestration Engine. Figure 10. Example of the service orchestration process performed by the Orchestration Engine. 5.5.1. Sensor Orchestration 1: service_list ←new empty list;
2: for each si Sensor Data producer process do
3:
if Lat(si) > LatencyUpperThreshold then
4:
if CPU(pq) > CPUUpperThreshold & MEM(pq) > MEMUpperThreshold then
5:
service_list.add(si,Elast(“increase”));
6:
end if
7:
if Tra(ai) > TransmissionUpperThreshold then
8:
service_list.add(si,Compress());
9:
end if
10:
if Sam(ai) > SamplingRateUpperThreshold then
11:
service_list.add(si,Adapt(“decrease”));
12:
end if
13:
end if
14:
if Lat(si) < LatencyLowerThreshold then
15:
if CPU(pq) < CPULowerThreshold & MEM(pq) < MEMLowerThreshold then
16:
service_list.add(si,Elast(“decrease”));
17:
end if
18:
if Tra(ai) < TransmissionLowerThreshold then
19:
service_list.add(si,Compress());
20:
end if
21:
if Sam(ai) < SamplingRateLowerThreshold then
22:
service_list.add(si,Adapt(“increase”));
23:
end if
24:
end if
25: end for
26: return service_list;
si: a Sensor Data Producer process;
pq: the QualiCare process identification corresponding to si;
ai: a user application or Sensor Data Producer process; g
Input: SLA threshold file and metrics measures. Output: QoS services. 1: service_list ←new empty list;
2: for each si Sensor Data producer process do
3:
if Lat(si) > LatencyUpperThreshold then
4:
if CPU(pq) > CPUUpperThreshold & MEM(pq) > MEMUpperThreshold then
5:
service_list.add(si,Elast(“increase”));
6:
end if
7:
if Tra(ai) > TransmissionUpperThreshold then
8:
service_list.add(si,Compress());
9:
end if
10:
if Sam(ai) > SamplingRateUpperThreshold then
11:
service_list.add(si,Adapt(“decrease”));
12:
end if
13:
end if
14:
if Lat(si) < LatencyLowerThreshold then
15:
if CPU(pq) < CPULowerThreshold & MEM(pq) < MEMLowerThreshold then
16:
service_list.add(si,Elast(“decrease”));
17:
end if
18:
if Tra(ai) < TransmissionLowerThreshold then
19:
service_list.add(si,Compress());
20:
end if
21:
if Sam(ai) < SamplingRateLowerThreshold then
22:
service_list.add(si,Adapt(“increase”));
23:
end if
24:
end if
25: end for
26: return service_list;
si: a Sensor Data Producer process;
pq: the QualiCare process identification corresponding to si;
ai: a user application or Sensor Data Producer process; 1: service_list ←new empty list; 5.5.1. Sensor Orchestration In the Sensor Orchestration, the Engine manages the service stack for each Producer individually. One main rule, based on the Lat(si) metric, and a set of sub-rules, one for each available service,
compose the rule-based approach. After collecting all metrics from the connected producers,
for each Producer si, the Engine verifies if its current latency Lat(si) is violating an upper threshold or
a lower threshold. It uses the latency metric since a high latency when acquiring data from sensors
causes delays on delivering sensor data to the database and user applications that are expecting such
information. Therefore, if the latency of a Sensor Data Producer is violating the upper threshold,
the Engine evaluates three different metrics to choose between services to deliver: (i) high CPU and
Memory loads, which may delay the processing of requests; (ii) high transmission rate, which can
identify network congestion; and (iii) high sampling rate, which may cause high processing loads
and network congestion. On the other hand, if the latency is below a given lower threshold, then
the same metrics are evaluated to verify if they also may be violating a lower threshold. When
violating lower thresholds, it is possible to release resources or increase the sampling rate to produce
more data which results in better resource utilization. Algorithm 2 details the main operations the
Orchestration Engine performs to orchestrate services in the Sensor level. This algorithm corresponds
to the SensorOrchestration(qos_metrics,qos_services) function from Algorithm 1 (line 6). Lines 3 and
14 compose the main rules, which the algorithm checks for each si Sensor Data Producer process. The service_list stores the actions that the function returns, which the Service Provider delivers. 19 of 27 Sensors 2019, 19, 2303 Algorithm 2 Sensor Orchestration Exectution Tasks. Algorithm 2 Sensor Orchestration Exectution Tasks. Input: SLA threshold file and metrics measures. Output: QoS services. si: a Sensor Data Producer process; pq: the QualiCare process identification corresponding to si; 5.5.2. User Orchestration 1: service_list ←new empty list;
2: for each uj user application do
3:
if Jit(uj) > JitterUpperThreshold then
4:
if CPU(pq) > CPUUpperThreshold & MEM(pq) > MEMUpperThreshold then
5:
service_list.add(uj,Elast(“increase”));
6:
end if
7:
if Tra(ai) > TransmissionUpperThreshold then
8:
service_list.add(uj,Compress());
9:
end if
10:
end if
11:
if Jit(uj) < JitterLowerThreshold then
12:
if CPU(pq) < CPULowerThreshold & MEM(pq) < MEMLowerThreshold then
13:
service_list.add(uj,Elast(“decrease”));
14:
end if
15:
if Tra(ai) < TransmissionLowerThreshold then
16:
service_list.add(uj,Compress());
17:
end if
18:
end if
19: end for
20: return service_list;
uj: a user application connection;
pq: the QualiCare process identification corresponding to uj;
ai: a user application or Sensor Data Producer process; Algorithm 3 User Orchestration Execution Tasks. Algorithm 3 User Orchestration Execution Tasks. 5.5.2. User Orchestration In the User Orchestration, the Engine employs a different set of rules. Algorithm 3 defines the
operations the user orchestration performs in its execution process. This algorithm corresponds to the
function UserOrchestration(qos_metrics,qos_services) from Algorithm 1 (line 7). Each user application
may define its QoS requirements with respect to jitter. The requirements define upper (JTu) and lower
(JTl) thresholds for the metric Jit(uj), which is used in the main rules of the model. If the application
does not provide its requirements, the thresholds are initialized with default values. In contrast to
the Sensor Orchestration which uses the latency as the main metric, in the User Orchestration the
Engine verifies, for each user application connection uj, if its current jitter Jit(uj) is violating an upper
threshold or a lower threshold. It uses this metric since a high jitter when acquiring data from sensors
causes instabilities and delays on delivering sensor data to the applications. Therefore, if the jitter of
a uj user connection managed by the Data Access Handler is violating the upper threshold, the Engine
verifies two different metrics to choose between services to deliver: (i) high CPU and Memory loads,
which causes delays on processing the replies to be sent to the applications; and (ii) high transmission
rate, which causes network congestion if the number of applications is high. The same metrics are
evaluated to verify if they also may be violating a lower threshold. When violating lower thresholds,
the Engine may decrease the allocated resources and deactivate compression algorithms which may
decrease response time to requests. As in the sensor orchestration algorithm, the service_list stores the
actions the function returns to the Service Provider. 20 of 27 20 of 27 Sensors 2019, 19, 2303 Algorithm 3 User Orchestration Execution Tasks. Input: SLA threshold file and metrics measures. Output: QoS services. 6. Results and Discussion The model evaluation methodology consists on deploying the middleware in a simulated OR at the
Unisinos Softwarelab (http://www.unisinos.br/softwarelab/en/) and performing experiments with
the Sewio indoor RTLS solution (https://www.sewio.net/real-time-location-system-rtls-on-uwb/). We installed in the room a wired Gigabit Ethernet network, and a computing node (4GB RAM,
quad-core Core i5) running a Sensor Data Producer instance acquiring tag positions from the RTLS
system at 30 FPS. We are using the computing node with such configuration since in future works
we are planning to employ Computer Vision strategies and perform experiments that consider the
extraction of depth and color images from camera devices to estimate human poses. We consider this
kind of experiments due to these strategies be present in healthcare environments [68]. We deployed
the remaining QualiCare components, including the QualiCare Manager, in an additional server node. At this research stage, we are evaluating the Sensor Data Producer performance and communication. By combining the number of tags in the room and the number of connections the Producer receives,
we designed four different execution scenarios with 10 min of duration: 1. 1 tag with 1 connection (1T1C); 2. 1 tag with 3 connections (1T3C); 3. 3 tags with 1 connection (3T1C); 4. 3 tags with 3 connections (3T3C). Additionally, the same scenarios were executed with QualiCare Manager delivering the
Adapt() service (Algorithm 2, line 11) decreasing the FPS by half. Although this can decrease
the sampling rate a user application may be expecting, the Adapt() service always respect the Sensors 2019, 19, 2303 21 of 27 SamplingRateLowerThreshold value so that the minimum FPS is the value of this threshold. In our experiments, as we are evaluating the Sensor Data Producer performance and communication,
and as we are starting from an FPS equal to 30, we defined the SamplingRateLowerThreshold to
15 FPS. Figure 11 depicts the results without performing adaptions in the FPS. The network load is highly
impacted by changing the number or connections or tags since the amount of data to be transmitted
increases in these scenarios. Additionally, the processing load suffer more impact serving more clients
than extracting more tag positions from the room. On the other hand, memory load does not suffer
critical impacts in all scenarios. It occurs due to the size of information from tags being low, compared
with the available memory. 6. Results and Discussion CPU Load
Memory Load
Transmission Rate
0
8
16
24
32
40
48
56
64
0%
5%
10%
15%
20%
25%
30%
35%
40%
0
60
120
180
240
300
360
420
480
540
600
660
Transfer Rate (KB/s)
Load
Time (seconds)
(a) 1 tag with 1 connection
0
8
16
24
32
40
48
56
64
0%
5%
10%
15%
20%
25%
30%
35%
40%
0
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it is possible to serve more clients simultaneously since the adaption frees network and processing to
new connections. Sensors 2019, 19, 2303 22 of 27 ,
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Figure 12. Results with QualiCare Manager adapting the FPS. 8. Conclusions Many different sensors are in charge of monitoring subjects in the OR, which might be things
or persons. Since data from surgical procedures are critical, its continuous flow is essential to avoid
critical situations and evaluation of the room setup. In addition, as the OR represents one of the
highest costs in hospitals, improving procedures efficiency is also important. Several research focus
OR environments proposing medical and monitoring systems to improve service performance and
increase patient safety. The literature also presents developments of IoT middlewares which support
QoS in several fields. However, they do not present the combination of QoS middlewares for OR
environments, which demand monitoring of several equipment and people. In this context, this article presented an adaptable middleware model to provide multi-level QoS
on ORs called QualiCare. The scientific contributions of this research are twofold: (i) we propose
a model of an adaptable QoS-enabled middleware for OR;and (ii) we define an orchestration engine
to provide different services for user applications and sensors. The model offers a set of services to
guarantee the middleware scalability regardless the number of sensors and user applications producing
and consuming data, respectively. QualiCare guarantees that one or more applications consume data
from the middleware turning it scalable according to the applications load. QualiCare acts in both
user applications and sensors levels in order to guarantee real-time data. To offer these features,
QualiCare employs a rule-based service orchestration process based on a lower and upper thresholds. QualiCare monitors specific metrics in the different levels to combine its measures in the orchestration
process for decision-making. Additionally, the model encompasses a Manager process which is
charge of QoS monitoring and service provisioning. This component performs parameters adaptation,
compression, and vertical elasticity in the middleware resources to tackle QoS violations. Besides the
scientific contributions, this research also presents a social contribution related to the patients safety. By guaranteeing QoS on delivering medical information for hospital administrators and physicians,
QualiCare ensures that sensitive data is properly delivered to its destinations regardless the system
load. This might improve medical outcomes and consequently save lives. Results show that adapting the sampling rate of sensors within acceptable levels decreases the
transmission rate consequently. Although our evaluation is preliminary, the experiments are promising
and demonstrate the system significance, even more considering hospitals with many surgical rooms
and long duration procedures. 7. Limitations It is worth noting some limitations which might be explored in future research. Currently,
the Orchestration Engine from the QualiCare Manager defines a threshold rule-based strategy in the
user and sensor levels of the middleware. We intend to change the service orchestration strategy
by a different heuristic to select the services for user applications and sensors. On the other hand,
we also intend to adapt the current strategy so that the user can also configure the system rules
through an SLA configuration file like the SLA threshold file. Moreover, we are considering explore
the effect of the previous decision by comparing the variation in metrics measurements. This feedback
allows the employment of techniques to learn from previous actions and consider past events in the
decision-making process. Considering the services, it is possible to explore the horizontal model of
resource elasticity. In this regard, load balancing strategies and new strategies for communication
reconfiguration are the main challenges. At the current stage of this research, we have evaluated only the Sensor Data Producer module
with the sampling rate metric. The next steps include the evaluation of the remaining modules and
metrics in a real OR environment. Currently, we are deploying the infrastructure in a OR so that we can
conduct more detailed experiments. Although we do not present deep evaluation of the prototype, our
current results demonstrate the impact in network and processing resources. In future work, we also
intend to evaluate the model with data from larger health databases and focus on increasing the
possibilities of benefits for patients and healthcare providers. Other important aspects to discuss are
data distribution, scalability, security, and privacy. In addition, the prototype can expand to integrate
with other open and proprietary health standards. Sensors 2019, 19, 2303 23 of 27 Author Contributions: Conceptualization, V.F.R., R.d.R.R. and C.A.d.C.; Investigation, V.F.R.; Methodology, V.F.R.
and R.d.R.R.; Software, V.F.R.; Supervision, R.d.R.R.; Writing—original draft, V.F.R.; Writing—review & editing,
V.F.R., R.d.R.R., C.A.d.C., B.E. and A.M. Conflicts of Interest: The authors declare no conflict of interest. Funding: This work was supported in part by the Coordination for the Improvement of Higher Education
Personnel—Brazil (CAPES)—Finance Code 001 and by the National Counsel of Technological and Scientific
Development—Brazil (CNPq)—Grant numbers 405354/2016-9 and 303640/2017-0. Acknowledgments: The authors would like to thank the Coordination for the Improvement of Higher Education
Personnel—Brazil (CAPES) and the National Counsel of Technological and Scientific Development—Brazil (CNPq)
for partially supporting this work. Bjoern Eskofier gratefully acknowledges the support of the German Research
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and sensor levels. Author Contributions: Conceptualization, V.F.R., R.d.R.R. and C.A.d.C.; Investigation, V.F.R.; Methodology, V.F.R. and R.d.R.R.; Software, V.F.R.; Supervision, R.d.R.R.; Writing—original draft, V.F.R.; Writing—review & editing,
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Personnel—Brazil (CAPES)—Finance Code 001 and by the National Counsel of Technological and Scientific
Development—Brazil (CNPq)—Grant numbers 405354/2016-9 and 303640/2017-0. Funding: This work was supported in part by the Coordination for the Improvement of Higher Education
Personnel—Brazil (CAPES)—Finance Code 001 and by the National Counsel of Technological and Scientific
Development—Brazil (CNPq)—Grant numbers 405354/2016-9 and 303640/2017-0. Acknowledgments: The authors would like to thank the Coordination for the Improvement of Higher Education
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Ollenschläger, M.; Naderi, F.; et al. A Survey of Sensors in Healthcare Workflow Monitoring. ACM Comput. Surv. 2018, 51, 42:1–42:37. [CrossRef] c⃝2019 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/). c⃝2019 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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Nutritional Strategies to Improve Meat Quality and Composition in the Challenging Conditions of Broiler Production: A Review
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Citation: Choi, J.; Kong, B.; Bowker,
B.C.; Zhuang, H.; Kim, W.K. Nutritional Strategies to Improve
Meat Quality and Composition in the
Challenging Conditions of Broiler
Production: A Review. Animals 2023,
13, 1386. https://doi.org/10.3390/
ani13081386 Keywords: broilers; meat quality; meat composition; feed composition; bioactive compounds; plant
polyphenol compounds Academic Editor: Sylwester
´Swi ˛atkiewicz Received: 13 March 2023
Revised: 14 April 2023
Accepted: 16 April 2023
Published: 18 April 2023 Review 2
, Byungwhi Kong 1, Brian C. Bowker 1, Hong Zhuang 1 and Woo Kyun Kim 2,* Janghan Choi 1,2
, Byungwhi Kong 1, Brian C. Bowker 1, Hong Zhuang 1 and Woo Kyun K 1
US National Poultry Research Center, USDA-ARS, Athens, GA 30605, USA; choij@uga.edu (J.C.);
byungwhi.kong@usda.gov (B.K.)
2
Department of Poultry Science, University of Georgia, Athens, GA 30602, USA
*
Correspondence: wkkim@uga.edu; Tel.: +1-706-542-1346 1
US National Poultry Research Center, USDA-ARS, Athens, GA 30605, USA; choij@uga.edu (J.C.);
byungwhi.kong@usda.gov (B.K.)
2
Department of Poultry Science, University of Georgia, Athens, GA 30602, USA
*
Correspondence: wkkim@uga.edu; Tel.: +1-706-542-1346 Simple Summary: Intense genetic selection and improvements in nutrient programs have enhanced
the growth performance, feed efficiency, and meat yield of broiler chickens. The quality characteris-
tics and nutrient composition of poultry meat are also crucial factors in poultry production. Many
challenging conditions, including fast growth, pathogen infection, high rearing temperature, and
feed contamination, can negatively influence poultry meat quality and composition. Studies have
demonstrated that modulating the nutrient composition of feed and supplementing bioactive com-
pounds, including vitamins, probiotics, prebiotics, exogenous enzymes, polyphenol compounds, and
organic acids, have positively influenced the meat quality and body composition of broiler chickens. Abstract: Poultry meat is becoming one of the most important animal protein sources for human
beings in terms of health benefits, cost, and production efficiency. Effective genetic selection and
nutritional programs have dramatically increased meat yield and broiler production efficiency. However, modern practices in broiler production result in unfavorable meat quality and body
composition due to a diverse range of challenging conditions, including bacterial and parasitic
infection, heat stress, and the consumption of mycotoxin and oxidized oils. Numerous studies have
demonstrated that appropriate nutritional interventions have improved the meat quality and body
composition of broiler chickens. Modulating nutritional composition [e.g., energy and crude protein
(CP) levels] and amino acids (AA) levels has altered the meat quality and body composition of broiler
chickens. The supplementation of bioactive compounds, such as vitamins, probiotics, prebiotics,
exogenous enzymes, plant polyphenol compounds, and organic acids, has improved meat quality
and changed the body composition of broiler chickens. animals animals 1. Introduction Poultry meat is one of the most inexpensive and popular protein sources in the
world [1]. Furthermore, poultry meat is known to have a low fat content and high concen-
trations of omega-3 fatty acids, which can be beneficial for humans’ vascular health [2]. In 2019, the consumption rates of poultry meat, per capita in the world and the US, were
approximately 14.7 kg (OECD-FAO) [3], which were higher than those for any other meat
sources, including pork, beef, sheep, and goat meat [4]. It is expected that worldwide
poultry meat consumption will continue to increase annually due to an increase in the
global population and preference [5]. To meet this growing demand for poultry meat,
there have been significant enhancements in broiler meat production. For instance, while
42-day-old broilers weighed around 586 g with a feed conversion ratio of 2.8 in 1957 [6],
modern broilers weigh around 3278 g with a feed conversion ratio of 1.55 at 42-days-old, Copyright:
© 2023 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/). https://www.mdpi.com/journal/animals Animals 2023, 13, 1386. https://doi.org/10.3390/ani13081386 Animals 2023, 13, 1386 2 of 20 according to Cobb500 broiler performance and nutrition supplement 2022 [7]. Broiler meat
is considered the most cost-effective and sustainable animal protein source because of the
birds’ efficiency in converting feed to meat [8,9]. While effective genetic selection and nutrition programs have dramatically improved
the productivity and efficiency of the broiler industry, fast-growing broilers more frequently
show unfavorable meat quality compared to slow-growing broilers [10]. Poultry produc-
tion continues to face a diverse range of challenges, including feed cost issues, bacterial and
parasitic infection, heat stress, mycotoxins, etc., which can result in altered body composi-
tion, increased food safety concerns, and reduced meat yield and quality [11]. Negatively
affected meat quality parameters, including water holding capacity (WHC), myopathies,
texture, and flavor can influence consumer acceptance [12]. Nutrition is known to have a
substantial influence on the meat quality and body composition of broilers [13]. This review
summarizes (1) the effects of the diverse, challenging conditions in modern broiler produc-
tion on meat quality and body composition and (2) the effects of nutritional strategies on
the meat quality and body composition of broilers. 2. Challenging Conditions in Broiler Production Are Associated with Meat Quality
2.1. Fast Growth Rate Animals 2023, 13, 1386 3 of 20 Table 1. Differences in meat quality in slow- and fast-growing broilers. Comparison Strains
Observations in Fast-Growing Broilers
Replicates per
Treatments
References
Fast-growing (FG) vs. slow-growing
(SG) chickens from La Gamme
Hubbard (Sedar Co., Mi˛edzyrzec
Podlaski, Poland)
A higher portion of breast and thigh yields
Lower abdominal fats
Higher fat and lower protein compositions
Less yellowness
8
[29]
Medium slow-growing broilers (SG,
Hubbard Red JA) vs. Ross308
Higher breast and lower thigh yields
10
[30]
Strains from S & G Poultry, Clanton,
AL vs. Cobb-Vantress Inc.,
Siloam Spring, AR
Lower protein and higher fat contents
Lighter, more redness, and less yellowness
Higher pH
Lower drip loss and higher thaw and cooking loss
80
[31]
Xueshan (Chinese local
chickens) vs. Ross308
Lower pH
Lighter and less redness and yellowness
Lower protein and higher fat contents
6
[32] Table 1. Differences in meat quality in slow- and fast-growing broilers. 2.2. Bacterial Infection Bacterial infections, which can be caused by unfavorable rearing conditions and high
stocking density, would be critical in broiler production [33]. The common pathogenic and
infectious bacteria in broiler production include Staphylococcus aureus, Campylobacter jejuni,
Salmonella spp., Clostridium perfringens, Escherichia coli, etc. [34]. Those bacterial infections
can negatively affect the meat production and quality of broiler chickens, potentially via
decreasing nutrient utilization, inducing inflammation, and influencing food safety [35–37]. For example, invasive food-borne pathogens, including Salmonella spp., C. jejuni, and
S. aureus have been detected in chicken meat [38–40]. A previous study by Wang et al. [41]
demonstrated that Salmonella Enteritidis infection increased fat accumulation by increasing
lipid synthesis and reducing lipid transportation in the liver, which can potentially affect
fat accumulation within the bodies of the chickens. Sadeghi et al. [42] demonstrated that
S. Enteritidis infection increased the concentration of plasma malondialdehyde (MDA), an
indicator for lipid peroxidation, and reduced the plasma total antioxidant capacity, thus
potentially resulting in increased lipid peroxidation in the chicken meat. Likewise, many
studies have shown that Campylobacter infection can induce systemic oxidative stress, which
has the potential to induce lipid peroxidation in muscle [43–45]. However, more studies are
needed to investigate the interactions between bacterial infection during the pre-harvest
period and the meat quality of broiler chickens. 2. Challenging Conditions in Broiler Production Are Associated with Meat Quality
2.1. Fast Growth Rate Through more than 70 years of intense genetic selection and effective nutritional
programs, increased body weight, growth rates, and feed efficiency have been achieved
among modern broiler chickens [14]. Genetic selection programs and nutritional programs
have been designed to produce broilers with higher breast meat yields and body weight
without considering fat accumulation, resulting in high levels of fat accumulation in modern
broilers [15–18]. The increased production of breast meat has resulted in a decrease in
leg meat production in modern broilers due to a change in body shape [19]. Modern
broilers contain approximately 15 to 20% fat, and the majority (>85%) of the fat is not
necessary for broilers’ body function [20]. In fast growth, the imbalanced ratio between
oxidants and antioxidants in the body and the limited oxygen supply compared to the
demand required for fast growth can lead to oxidative stress and hypoxia, respectively,
resulting in lipid peroxidation and woody breast (WB) in modern broiler chickens [21–24]. Differences in meat quality have been observed between slow- and fast-growing broilers,
as shown in Table 1. Overall, fast-growing broilers showed lower protein and higher fat
contents compared to the slow-growing broilers. However, the differences in meat quality
parameters, such as the pH, color, and WHC, in slow- and fast-growing broilers were
not consistent—potentially because the slow-growing broiler strains varied across studies. According to Che et al. [25], the incidence rates of spaghetti meat (SM), severe WB, and
mild white striping (WS) were nearly 36, 12, and 96%, respectively, and approximately
85% of breast meat showed several myopathies in Ontario, Canada. While there were no
surveys that compared the incidence of breast myopathies between fast-growing and slow-
growing broilers, the prevalence of breast myopathies would be greater in fast-growing
modern broilers, which may be due to higher breast meat yield and higher oxidative stress
compared to slow-growing broilers [26]. In addition, Zhang et al. [27] and Popova et al. [28]
suggested that fast-growing broilers, which are slaughtered at a young age (D 42), may
contain lower polyunsaturated fatty acids compared to the slow-growing chickens (raised
past D 42) because older chickens tend to have higher polyunsaturated fatty acid contents
in their breast meat. Hence, whereas modern broilers have higher yields of meat compared
to slow-growing broilers, the meat of modern broilers may have higher fat content, lower
omega-3 polyunsaturated fatty acid proportions, and more muscle myopathies. 2.3. Coccidiosis Coccidiosis is an enteric disease caused by Eimeria spp. in chickens, and it is a prevalent
disease all over the world [46]. Cornell et al. [47] reported that approximately 95% of flocks
in the western US using antibiotic-free production were infected with Eimeria spp. The seven
species of Eimeria, including Eimeria acervulina, E. maxima, E. tenella, E. brunetti, E. necatrix,
E. mitis, and E. praecox, colonize different regions of the gastrointestinal tract [48]. The
most common Eimeria spp. found in chickens include E. tenella (ceca), E. necatrix (ileum),
E. acervulina (duodenum), and E. maxima (jejunum) [49]. Many studies have reported that
infection with E. acervulina and E. maxima reduced nutrient digestibility, especially amino
acid (AA) digestibility, in broiler chickens [50,51]. Reduced AA digestibility may lead
to decreased meat yield because AAs are building blocks for proteins in meat [52]. Our
previous study demonstrated that E. tenella infection reduced the production of cecal short-
chain fatty acids (SCFA; an important energy source for the host), which can lead to energy
imbalances and reduce fat accumulation, resulting in decreased meat yields among broiler
chickens [53,54]. Induced inflammation and oxidative stress caused by Eimeria infection
can negatively affect meat quality in broilers [55,56]. Moreover, increased gut permeability Animals 2023, 13, 1386 4 of 20 4 of 20 caused by Eimeria infection can aggravate the negative effects of bacterial infection on
meat safety and quality in broiler chickens [57]. Several studies have demonstrated the
effects of Eimeria infection on meat quality in broiler chickens (Table 2). Eimeria infection
induced lipid peroxidation in the breast meat, according to Cha et al. [58] and Partovi
et al. [59]. Though conducted under identical experimental conditions, Qaid et al. [60]
reported E. tenella infection increased lightness, while Qaid et al. [61] showed that E. tenella
infection decreased lightness in the breast meat. Nonetheless, reduced growth performance
due to Eimeria infection could both negatively and positively affect meat quality, because
the fast growth rate of modern broilers can negatively influence meat quality and Eimeria
infection may slow the growth rate. Table 2. Effects of Eimeria infection on breast meat quality in broiler chickens. Eimeria Species and Oocysts
Observations in the Breast Meat
Replicates per
Treatments
References
1 × 104 Eimeria tenella
Reduced redness
Increased thiobarbituric acid reactive substances, a
byproduct of lipid peroxidation
10
[58]
5 × 105 mixture of
E. acervulina, E. maxima,
and E. 2.3. Coccidiosis tenella
Increased drip loss and cooking loss
Decreased protein content
Reduced redness
Increased the formation of malonaldehyde, a final product
of lipid peroxidation
10
[59]
4 × 104 Eimeria tenella
Reduced lightness
Reduced drip loss
5
[61]
4 × 104 Eimeria tenella
Increased lightness
5
[60] Table 2. Effects of Eimeria infection on breast meat quality in broiler chickens. 2.4. Heat Stress Heat stress, referred to as an imbalance between body heat production and loss,
induces metabolic disruption and oxidative stress, which leads to physiological and be-
havioral alterations in broiler chickens [62]. Global warming is expected to accelerate the
heat stress issues in broiler production [63]. Heat-stressed chickens have impaired growth
performance along with poor meat quality, resulting in lower production efficiency and
consumer acceptance [64]. The impact of heat stress on broiler meat quality is summarized
in Table 3. According to Tavaniello et al. [65], heat stress reduced protein content and
increased fat content in broiler chicken breast meat. Zhang et al. [66] and Zaboli et al. [64]
demonstrated that heat stress increased the secretion of corticosterone, which is a critical
stress hormone, reducing protein accumulation via protein degradation and increasing fat
accumulation potentially via modulating the expression of fatty acid transport proteins
and insulin receptors in broiler chickens. Heat stress increased the pH of breast meat,
according to some studies [67,68]. It is hypothesized that heat stress induces the exhaus-
tion of muscle glycogen antemortem and reduces postmortem glycolysis, which results
in increased meat pH levels [69]. There were inconsistent results regarding the color of
breast meat in heat-stressed broilers, as shown in Table 3. The potential reasons would be
(1) increased pH due to the depletion of glycogen in the heat stress conditions resulting in
a darker color of meat [70]; and (2) heat stress can denature sarcoplasmic proteins, which
leads to the scattering of light, and this increases the lightness of meat [66]. However,
a study by Zhang et al. [66] reported that heat stress could induce pale, soft, exudative
(PSE)-like breast meat (e.g., low pH levels and pale coloring) in broilers. The differences
might originate from different experimental conditions, such as diets, broiler strains, and
management. Animals 2023, 13, 1386 5 of 20 Table 3. Impact of heat stress on broiler meat quality. 2.4. Heat Stress Observations in the Breast Meat
Replicates per Treatments
References
Increased pH
10
[67]
Decreased cooking loss
Increased thiobarbituric acid reactive substances, a byproduct of lipid peroxidation
12
[71]
Increased pH
Increased lightness and decreased redness
Increased cooking loss
Decreased shear force
16
[68]
Increased pH
Decreased lightness
Increased yellowness
Increased total lipid and reduced collagen
Increased omega-3 polyunsaturated fatty acids
6
[65]
Reduced protein content and increased fat content
Decreased pH
Increased cooking loss
Increased lightness and reduced redness
Increased shear force
6
[66]
2.5. Mycotoxins
Mycotoxins, the secondary metabolites of fungi, such as the genera Fusarium, Aspergillus,
etc., are frequently found in poultry feed [72,73]. There are more than 400 mycotoxins with
different absorption rates and effects on broiler chickens, as summarized in Table 4. Table 4. Diverse kinds of mycotoxins, their absorption rates, and their effects on broiler chickens. Mycotoxins
Absorption Rate in the
Gastrointestinal Tract
Observations
Aflatoxins
Highly absorbable (80 to 90%) [74]
Induced mild negative effects on the gastrointestinal tract [75]
Induced oxidative stress, damaged liver, damaged RNA and
DNA, and suppressed immune system [76]
Deoxynivalenol
Low absorption rate [77]
Increased intestinal permeability [78]
Damaged intestinal morphology and induced intestinal
inflammation [79]
Induced severe intestinal damage [80]
Fumonisins
Low absorption rate with quick plasma
elimination but considerate accumulation
rate [81,82]
Damaged ileum morphology and negatively affected gut
microbiota [83]
Induced mild inflammation in the gastrointestinal tract [84]
Ochratoxin A
High absorption rate [85]
Damaged RNA and DNA [86]
Induced oxidative stress, lipid peroxidation, and cell apoptosis
and inhibited protein synthesis [87]
Suppressed immune system [88]
Zearalenone
High absorption rate [89]
Induced liver and kidney damage [90]
Induced oxidative stress and suppressed immune system by
damaging spleen [91,92]
Mycotoxins with high absorption and accumulation rates can remain in edible tissues
(meat and liver). Hort et al. [93] showed that fumonisins were detected in the liver and fillet
muscles. While zearalenone is known to have a higher absorption rate in the gastrointestinal
tract of chickens [89], it was not detected in the liver or muscles, potentially due to rapid
elimination after absorption [93]. However, Iqbal et al. [94] reported that 35, 41, and 52% of
poultry meat samples were contaminated with aflatoxins, ochratoxin A, and zearalenone,
ti
l
i
P ki t
M
t
i
i
t
d
t
i d
d
th Table 3. Impact of heat stress on broiler meat quality. 2.4. Heat Stress Proposed effects of low- and high- accumulating mycotoxins on the meat quality of broiler
chickens. Low-accumulating mycotoxins negatively affect the gut health and gut microbiota of
Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and ab-
sorption rate in the gastrointestinal tract. Figure 1. Proposed effects of low- and high- accumulating mycotoxins on the meat quality of broiler
chickens. Low-accumulating mycotoxins negatively affect the gut health and gut microbiota of broiler
chickens [96], and this can indirectly affect meat composition and quality by decreasing nutrient
accumulation and inducing oxidative stress. In addition to indirect effects, such as low-accumulating
mycotoxins, high-accumulating mycotoxins can negatively influence meat composition and quality
by directly inhibiting protein metabolism, inducing protein degradation, and damaging RNA and
DNA in the muscle [83,97]. Table 5 summarizes the meat quality of broiler-fed feeds containing mycotoxins. Myco-
toxins induce oxidative stress, which can lead to lipid peroxidation and negatively modulate
the fatty acid composition and color of meat. However, results from Armanini et al. [98]
may suggest that mycotoxins improve the meat quality of broiler chickens, potentially
because growth retardation due to mycotoxins ameliorated the meat quality among fast-
growing broilers [26]. Table 5. Effects of mycotoxins on the meat quality of broiler chickens. Mycotoxins in the Feed
Observations in the Breast Meat
Replicates per
Treatments
References
72 to 200 µg/kg ochratoxin A
Reduced pH
Increased drip loss
Reduced fat content
Increased short-chain fatty acids and reduced
polyunsaturated fatty acids
Increased omega-6 to omega-3 fatty acid ratio
10
[87]
70 µg/kg aflatoxins B1
Increased yellowness
12
[99] Figure 1. Proposed effects of low- and high- accumulating mycotoxins on the meat quality of broiler
chickens. Low-accumulating mycotoxins negatively affect the gut health and gut microbiota of
Figure 1. Proposed effects of low- and high- accumulating mycotoxins on the meat quality of broiler
chickens. Low-accumulating mycotoxins negatively affect the gut health and gut microbiota of broiler
chickens [96], and this can indirectly affect meat composition and quality by decreasing nutrient
accumulation and inducing oxidative stress. In addition to indirect effects, such as low-accumulating
mycotoxins, high-accumulating mycotoxins can negatively influence meat composition and quality
by directly inhibiting protein metabolism, inducing protein degradation, and damaging RNA and
DNA in the muscle [83,97]. Table 5 summarizes the meat quality of broiler-fed feeds containing mycotoxins. 2.4. Heat Stress Mycotoxins with high absorption and accumulation rates can remain in edible tissues
(meat and liver). Hort et al. [93] showed that fumonisins were detected in the liver and fillet
muscles. While zearalenone is known to have a higher absorption rate in the gastrointestinal
tract of chickens [89], it was not detected in the liver or muscles, potentially due to rapid
elimination after absorption [93]. However, Iqbal et al. [94] reported that 35, 41, and 52% of
poultry meat samples were contaminated with aflatoxins, ochratoxin A, and zearalenone,
respectively, in Pakistan. Mycotoxins in meat products can induce cancer and suppress the Animals 2023, 13, 1386 6 of 20 immune system in humans [95]. As shown in Figure 1, depen
rate of mycotoxins, the effects of mycotoxins on meat quality c
Figure 1. Proposed effects of low- and high- accumulating mycotoxins
chickens. Low-accumulating mycotoxins negatively affect the gut heal
Figure 2. Proposed modes of action of polyphenols depending on the
sorption rate in the gastrointestinal tract. Figure 1. Proposed effects of low- and high- accumulating mycotoxin
chickens. Low-accumulating mycotoxins negatively affect the gut healt
chickens [96], and this can indirectly affect meat composition and q
accumulation and inducing oxidative stress. In addition to indirect eff
mycotoxins, high-accumulating mycotoxins can negatively influence
by directly inhibiting protein metabolism, inducing protein degrada
DNA in the muscle [83,97]. Table 5 summarizes the meat quality of broiler-fed feeds co
toxins induce oxidative stress, which can lead to lipid peroxidati
the fatty acid composition and color of meat. However, resul
may suggest that mycotoxins improve the meat quality of b
because growth retardation due to mycotoxins ameliorated th
growing broilers [26]. Table 5. Effects of mycotoxins on the meat quality of broiler chickens
Mycotoxins in the Feed
Observations in the Breast Meat
Re
T
172 to 200 µg/kg ochratoxin A
Reduced pH
Increased drip loss
Reduced fat content
Increased short-chain fatty acids and reduced
polyunsaturated fatty acids
Increased omega-6 to omega-3 fatty acid ratio
70 µg/kg aflatoxins B1
Increased yellowness immune system in humans [95]. As shown in Figure 1, depending on the accumulating
rate of mycotoxins, the effects of mycotoxins on meat quality can be different. immune system in humans [95]. As shown in Figure 1, depending on the accumulating
rate of mycotoxins, the effects of mycotoxins on meat quality can be different. Figure 1. Mycotoxins in the Feed 2.6. Oxidized Oils and Fat Oil and fat sources are important energy sources, and they are normally included, at
levels of up to 5%, in broiler feed [103]. The freshness of oil and fat sources is important
in poultry feed because oxidized oil and fat can induce lipid peroxidation and oxidative
stress in animals [104]. Dong et al. [105] showed that the inclusion of oxidized oils induced
oxidative stress and increased MDA in broiler chickens. Zhang et al. [106] demonstrated
that broilers fed with oxidized oil had higher protein and lipid oxidation levels, increased
WHC, and decreased pH in the breast meat post-mortem. Appropriate levels of fresh oil
and fat sources should be included in broiler diets. 2.4. Heat Stress Myco-
toxins induce oxidative stress, which can lead to lipid peroxidation and negatively modulate
the fatty acid composition and color of meat. However, results from Armanini et al. [98]
may suggest that mycotoxins improve the meat quality of broiler chickens, potentially
because growth retardation due to mycotoxins ameliorated the meat quality among fast-
growing broilers [26]. Table 5. Effects of mycotoxins on the meat quality of broiler chickens. Table 5. Effects of mycotoxins on the meat quality of broiler chickens. Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and ab-
sorption rate in the gastrointestinal tract. Table 5. Effects of mycotoxins on the meat quality of broiler chickens. Mycotoxins in the Feed
Observations in the Breast Meat
Replicates per
Treatments
References
172 to 200 µg/kg ochratoxin A
Reduced pH
Increased drip loss
Reduced fat content
Increased short-chain fatty acids and reduced
polyunsaturated fatty acids
Increased omega-6 to omega-3 fatty acid ratio
10
[87]
70 µg/kg aflatoxins B1
Increased yellowness
12
[99] Animals 2023, 13, 1386 7 of 20 Table 5. Cont. Mycotoxins in the Feed
Observations in the Breast Meat
Replicates per
Treatments
References
451 µg/kg aflatoxin B1, 684
µg/kg ochratoxin A, and 320
µg/kg of T-2 toxin
Decreased lightness
Increased redness and yellowness
6
[100]
0.05 µg/kg aflatoxin and 20
µg/kg fumonisin
Increased lightness
Reduced cooking loss
Modulated fatty acid composition
Stimulated antioxidant system as a defensive reaction
4
[98]
0.5 mg/kg aflatoxin
Increased thiobarbituric acid reactive substances, a byproduct
of lipid peroxidation
15
[101]
43.2 mg/kg deoxynivalenol
Decreased lightness
8
[102] Table 5. Cont. Table 5. Cont. 3.2. Amino Acids (Aas) Not only are AA important building blocks in the de novo synthesis of muscle pro-
teins, but each AA also plays specific roles in modulating metabolic pathways, antioxidant
systems, and enzymatic processes, which can potentially influence meat production and
quality in animals [121]. Moreover, adding specific Aas above the recommended require-
ments became a common practice to exhibit beneficial effects in broiler chickens [122,123]. Methionine, the first limiting AA in corn–soybean meal diets for broilers, also plays an
important role in improving the antioxidant system by being involved in the synthesis of
glutathione (endogenous antioxidant) [124,125]. Moreover, Wen et al. [124] showed that
the supplementation of methionine decreased the cooking loss and increased the pH in
the breast meat, potentially by decreasing pyruvate kinase activity. Consistent with those
findings, Albrecht et al. [126] reported that the supplementation of methionine (0.04, 0.12,
and 0.32% in the feed) reduced cooking loss with increased pH levels in the breast meat
and, in turn, a decrease in lightness. The supplementation of arginine has been known
to reduce fat accumulation in chickens by altering de novo lipogenesis via regulating
genes related to fat accumulation [20]. Our previous study showed that arginine at the
requirement level improved lean muscle accumulation without affecting fat accumulation
in broilers [127]. Arginine can be converted into nitric oxide, which can increase blood
flow and can mitigate the incidence and severity of WS and SM abnormalities, potentially
via reducing hypoxia in broiler chickens [128]. Moreover, nitric oxide has antioxidant
effects, which have the potential to improve meat shelf life and attenuate lipid peroxi-
dation in chicken meat [129]. Branched-chain amino acids (BCAAs), including valine,
leucine, and isoleucine, play an important role in muscle protein synthesis because BCAAs
are major essential AA in muscles [122,130,131]. Zhang et al. [132] demonstrated that
the supplementation of BCAAs in low CP diets increased WHC, improved tenderness
by reducing shear force, and increased intramuscular fat in finishing pigs. In chickens,
Imanari et al. [133] showed that the supplementation of BCAA (isoleucine at 150% of the
requirement and valine at 150% of the requirement) enhanced the free glutamine (e.g., the
main taste-active component in meat) concentration in the breast meat of broiler chickens. A previous study by Kop-Bozbay et al. 3. Effects of Nutritional Interventions on the Meat Quality of Broiler Chickens
3.1. Energy and Crude Protein Recently, decreasing the energy levels and CP levels in poultry diets have drawn a lot
of attention as options for reducing feed costs and improving energy and nutrient utilization
in poultry production [107,108]. Energy and CP levels are key factors in determining the
body composition of chickens [109]. The low- and high-energy levels of broiler diets can
decrease and increase fat accumulation, respectively [110,111]. In contrast, a previous
study by Lipi´nski et al. [112] reported that low-energy diets (−23.9 vs. −59.75 kcal/kg
from the control feed) increased fat accumulation in the breast muscles, potentially as a
defensive mechanism to cope with energy deficiency, while low energy diets reduced MDA
concentrations in the breast meat. Nonetheless, Rosa et al. [113] reported that high-energy
diets (2950 vs. 3200 vs. 3450 kcal/kg in the feed) induced greater fat accumulation in broiler
chickens. Lipi´nski et al. [112] reported that low-energy diets increased WHC natural drip
loss, pH, and lightness and reduced redness in the breast meat. In broilers fed low-energy
diets, increased pH levels might be due to a lack of glycogen, which produces lactic acid
and H+ ions post-mortem in the breast muscle [114]. Increased pH could lead to increased
WHC in breast meat [115]. However, Arshad et al. [116] showed that low-energy diets
(−100 kcal/kg in the starter feed and finisher feed) did not modulate pH, WHC, or lightness
in the breast meat. According to Ciftci and Ceylan [117], the low CP levels (19.1% (normal) or 18.0% (low)
for starter feed and 17.7% (normal) or 16.5% (low) for finisher feed) of the diets reduced
the fat content of breast and thigh meat, potentially by reducing the energy available
for fat accumulation. Brink et al. [118] reported that low CP diets (20.5% (high), 18.7%
(medium), and 17.5% (low) in the grower phase and 19.5% (high), 18.0% (medium), and
16.6% (low) in the finisher phase feed) increased thawing loss, potentially by decreasing the
myofiber density due to the bigger size of the myofiber. Consistently, Chodová et al. [119]
demonstrated that low CP diets (21.6% (normal) and 20.39% (low) in the starter phase;
19.7% (normal) and 18.6% (low) in the grower phase; and 18.0% (normal) and 17.3% (low)
in the finisher phase feed) increased drip loss in the breast meat. 3.2. Amino Acids (Aas) [134] showed that the dietary supplementation
of BCAA ((1.0, 0.25, and 0.75 g/kg of L-leucine, L-isoleucine, and L-valine compared to
the control (non-supplementation)) was detrimental for the meat yield of broilers under
heat stress conditions, potentially due to antagonistic interactions between valine and
isoleucine [134]. Zhang and Kim [135] reported that the supplementation of threonine (0.65,
0.70, 0.75, and 0.80 threonine to lysine ratios) did not influence meat quality in broiler chick-
ens. While Aas are important building blocks and their specific functions have the potential
to improve meat quality, the supplementation of Aas does not guarantee improvements in
the meat yield or quality of broiler chickens. 3. Effects of Nutritional Interventions on the Meat Quality of Broiler Chickens
3.1. Energy and Crude Protein However, Park and Animals 2023, 13, 1386 8 of 20 8 of 20 Kim [120] showed that different CP levels (23% (normal) and 21% (low) in the starter phase
and 20% (normal) and 18% (low) in the finisher phase) did not alter the pH, cooking loss,
drip loss, or color of breast meat. The differences might originate from different animals,
diets, experimental periods, etc. 3.3. Vitamins The supplementation of vitamins is essential for broiler nutrition [68]. Whereas
the supplementation of vitamin C is not required in broiler feed because the liver can
synthesize enough, heat stress dramatically decreases vitamin C synthesis, and the sup-
plementation of vitamin C can alleviate the negative effects of heat stress by fulfilling
its requirement [136]. Vitamin E is an essential vitamin that should be supplemented in
diets because it is not synthesized by chickens [137]. Both vitamins C and E are strong
antioxidants in chickens and are known to alleviate oxidative stress induced by heat
stress [24]. Gao et al. [138] and Peˇcjak et al. [139] reported that vitamin E supplementation
(20 mg/kg feed (normal) vs. 200 mg/kg feed (high vitamin E)) improved antioxidative Animals 2023, 13, 1386 9 of 20 status and reduced lipid peroxidation in the breast meat of broiler chickens. The sup-
plementation of vitamin E (10 mg/kg (normal) vs. 200 mg/kg (high vitamin E)) in the
early-phase feed decreased the severity of WB and shear force in broiler chickens [140]. Mazur-Ku´snirek et al. [141] showed that the supplementation of vitamin E (200 mg/kg
feed) decreased drip loss and enhanced WHC in broilers reared under high temperatures. However, Zeferino et al. [68] showed that the supplementation of vitamin C (257 mg/kg
(normal) vs. 288 mg/kg (supplemented)) and vitamin E ((93 mg/kg (normal) vs. 109 mg/kg
(supplemented)) did not influence the meat quality of broilers raised under heat stress
conditions. Savaris et al. [142] reported that different levels of vitamin A (0, 6000, 16,000,
26,000, 36,000, and 46,000 IU/kg) and its supplementation period (D 0 to 21 vs. D 0 to 42)
modulated the incidence and severity of WS in the breast meat and meat yield in broiler
chickens, potentially via modulating cell metabolism in the muscle. Different forms of
vitamin D, including 25-OHD3, 1,25(OH)2D3, and 1α(OH)D, modulated the color of the
breast meat in broiler chickens [143]. Different rearing conditions can alter requirements
(optimal doses), and different concentrations and forms of vitamins can affect the meat
yield and quality of broiler chickens. 3.4. Omega-3 Fatty Acid Sources A number of studies have been conducted to increase the content of omega-3 fatty acids
in chicken meat products [144]. Providing omega-3 fatty acid-rich sources in diets, including
flaxseed oil, rapeseed oil, canola oil, fish oil, and marine algae, has been known to enhance
the omega-3 fatty acid content in poultry meat products [145]. The supplementation of
fish oil with conjugated linoleic acid at 2% in the feed reduced omega-6 fatty acids in the
breast meat [146]. The supplementation of fish oil at 3% in the feed enhanced omega-3 fatty
acids (docosahexaenoic and eicosatetraenoic acid) in the breast meat [147]. Moreover,
Konieczka et al. [148] showed that the supplementation of fish, rapeseed, and flaxseed oils
at 1% in the finisher phase increased the levels of omega-3 fatty acids in the breast meat. Moreover, Tompkins et al. [149] showed that material supplementation of fish oil at 2.3%
in the feed enhanced the lean mass of offspring broiler chickens on D 42. Omega-3 fatty
acids can improve blood flow in animals [150], which indicates that its supplementation
can reduce hypoxia in fast-growing broilers and it has the potential to reduce the incidence
and severity of WS and SM abnormalities. A previous study by Yang et al. [150] showed
that dietary supplementation with fish oil at 2.5% in the feed instead of soybean oil reduced
both fat accumulation and the ratio of omega-6 to omega-3 fatty acids and the ratio of
polyunsaturated to saturated fatty acids, while it decreased lightness and increased drip
loss in the breast meat of broilers. However, the supplementation of omega-3 fatty acid-rich
oils in the feed is not cost-effective and can induce lipid peroxidation during storage [145]. Therefore, more studies are required to determine specific supplementation period and
levels of omega-3 fatty acid sources in broiler productions. 3.5. Probiotics and Prebiotics Probiotics and prebiotics are defined as beneficial live microorganisms and non-
digestible substances that can be food for beneficial bacteria, respectively [151,152]. The
inclusion of probiotics and prebiotics in poultry feed became common to improve gut health
and growth performance by enhancing gut microbiota in the poultry industry [153,154]. The supplementation of probiotics and prebiotics is known to reduce the incidence and
severity of bacterial infection in the gastrointestinal tract of broiler chickens, which can
improve meat safety [155–157]. Furthermore, the supplementation of Bacillus cereus var. toyoi (1 × 109 CFU/g) and B. subtilis PB6 (2 × 107 CFU/g) at 0.1% in the feed attenuated
oxidative stress in broilers infected with Salmonella spp. [158]. Aluwong et al. [159] also
showed that the oral administration of 1 mL of a yeast probiotic (Saccharomyces cerevisiae;
4.125 × 104 CFU) improved the activities of glutathione peroxidase in the serum of broiler
chickens. Improved antioxidant capacity has the potential to reduce lipid peroxidation in
the breast meat of broiler chickens. Bai et al. [160] reported that the supplementation of Animals 2023, 13, 1386 10 of 20 10 of 20 B. subtilis fmbJ (4 × 1010 CFU/kg feed) improved endogenous antioxidant capacity and
reduced MDA in the serum and liver, resulting in reduced drip loss and cooking loss in
the breast meat. Probiotics may improve antioxidant capacity by reducing the colonization
of pathogenic bacteria [161]. Mohammed et al. [162] reported that the supplementation of
B. subtilis at 0.5 g/kg of feed reduced the cooking loss and pH and increased the taste of the
leg meat of broiler chickens. The microbiota of the gastrointestinal tract of broiler chickens
plays an important role in producing SCFA, which is an important energy source for the
host [53]. Increased SCFA production levels, due to beneficially modulated microbiota, can
affect the fat accumulation and body composition of broiler chickens [54]. However, a pre-
vious study by Wang et al. [163] showed that the supplementation of Lactobacillus johnsonii
BS15 (1 × 106 CFU/kg feed) reduced fat accumulation by downregulating fat accumulation-
related genes (e.g., lipoprotein lipase) in adipose tissue and by upregulating hepatic genes
related to fatty acid β-oxidation in broiler chickens. However, whether the mode of action
of probiotics affects hepatic fat accumulation or oxidation is still unknown and demands
more research. B. 3.5. Probiotics and Prebiotics subtilis fmbJ (4 × 1010 CFU/kg feed) improved endogenous antioxidant capacity and
reduced MDA in the serum and liver, resulting in reduced drip loss and cooking loss in
the breast meat. Probiotics may improve antioxidant capacity by reducing the colonization
of pathogenic bacteria [161]. Mohammed et al. [162] reported that the supplementation of
B. subtilis at 0.5 g/kg of feed reduced the cooking loss and pH and increased the taste of the
leg meat of broiler chickens. The microbiota of the gastrointestinal tract of broiler chickens
plays an important role in producing SCFA, which is an important energy source for the
host [53]. Increased SCFA production levels, due to beneficially modulated microbiota, can
affect the fat accumulation and body composition of broiler chickens [54]. However, a pre-
vious study by Wang et al. [163] showed that the supplementation of Lactobacillus johnsonii
BS15 (1 × 106 CFU/kg feed) reduced fat accumulation by downregulating fat accumulation-
related genes (e.g., lipoprotein lipase) in adipose tissue and by upregulating hepatic genes
related to fatty acid β-oxidation in broiler chickens. However, whether the mode of action
of probiotics affects hepatic fat accumulation or oxidation is still unknown and demands
more research. 3.6. Exogenous Enzymes There are diverse sorts of exogenous enzymes, including phytase, protease, carbohy-
drase, polysaccharidase, and lipase, and they have been supplemented in broiler feed to
improve the growth performance, gut health, and nutrient utilization of broilers [164,165]. Exogenous enzymes have the potential to influence body composition by enhancing energy
and protein utilization in broilers, but limited data are available thus far. Hajati [166]
reported that the supplementation of enzyme cocktails (500 mg/kg of feed) containing
arabinoxylanase, beta-glucanase, protease, and amylase increased the carcass yield and
relative portion of thighs and drumsticks. Lu et al. [167] showed that the supplementation
of protease (0.0125% of feed) reduced drip loss in the breast meat compared to the con-
trol group. Phytase, which became an essential feed additive for non-ruminant animals,
hydrolyzes phytate-bound phosphorus (e.g., phytic acid; antinutritional factor) into free
phosphate [168]. The supplementation of phytase can enhance energy and AA digestibility
in broiler chickens [169]. However, many studies have reported that the supplementation
of phytase did not influence the meat quality of broiler chickens [170–172]. The supplemen-
tation of exogenous enzymes may not significantly alter the meat quality or composition in
broiler chickens. 3.7. Plant Polyphenolic Compounds (e.g., Plant Extracts and Essential Oils) Plant extracts and essential oils, which contain diverse polyphenolic compounds (e.g.,
secondary plant metabolites), have obtained a lot of attention as alternative antibiotic
growth-promoters in broiler production due to their antimicrobial, antioxidative, and
anti-inflammatory effects [37,173,174]. Their antioxidative and anti-inflammatory effects
have the potential to improve the meat quality of broiler chickens. Depending upon the
molecular weight and absorption rate of polyphenols, their effects varied among broiler
chickens, as shown in Figure 2. Soldado et al. [175] suggested that high molecular weight polyphenolic compounds
have the potential to exhibit systemic antioxidative effects by improving antioxidant status
in the gastrointestinal tract and interacting with other antioxidants in animals. The ben-
eficial effects of diverse polyphenols (e.g., plant extracts and essential oils) are shown in
Table 6. The antioxidative effects of polyphenols would account for their beneficial effects
on improving meat quality and decreasing lipid peroxidation in chicken meat [176]. How-
ever, some studies showed that the supplementation of polyphenol compounds did not
influence the meat quality of broiler chickens [177,178]. Appropriate polyphenol sources
(e.g., molecular weight) should be determined depending on the broilers’ raising conditions. 11 of 20 11 of 20 Animals 2023, 13, 1386
g
chic Animals 2023, 13, 1386
11 of 20
2, x. https://doi.org/10.3390/xxxxx
www.mdpi.com/journal/animals
chickens. Low-accumulating mycotoxins negatively affect the gut health and gut microbiota of
Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and ab-
sorption rate in the gastrointestinal tract. Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and
absorption rate in the gastrointestinal tract. Table 6. Effects of the supplementation of plant polyphenolic compounds (e.g., plant extracts and
essential oils) on the meat quality of broiler chickens under different raising conditions. Sources
Doses in the Feed
Bird
Conditions/Replicates
Observations in the
Breast Meat
References
Polyphenols originated
from onions (quercetin
and flavonols) and
grape seeds (catechins,
flavonols,
pro-cyanidins, and
anthocyanidins). 3.7. Plant Polyphenolic Compounds (e.g., Plant Extracts and Essential Oils) 100 or 200 mg/kg
Heat-stressed/8
Reduced natural drip loss and
water-holding capacity
Increased crude ash
Increased monounsaturated fatty
acids and reduced omega-6
polyunsaturated fatty acids
[141]
Fed rancid oils/10
Increased lightness
Modulated fatty acid
composition
Increased crude fat and ash
[179]
Fed diets contaminated
with ochratoxin A/10
Enhanced water-holding
capacity
Modulated fatty acid
composition (C12:0)
[87]
Bamboo leaf extract
1 to 5 g/kg
Normal condition/6
Improved antioxidant capacity
and alleviated lipid peroxidation
[176]
Eucalyptus leaf
polyphenol extract
500 mg/kg
Normal condition/4
Improved antioxidant capacity
and increased redness
[180]
Cinnamaldehyde
50 mg/kg
Normal condition/8
Increased pH
[181]
A blend of essential
oils: carvacrol, thymol,
and cinnamaldehyde
and curcumin
150 mg/kg
Normal condition/3
Improved antioxidant capacity
and reduced thiobarbituric acid
reactive substances, a byproduct
of lipid peroxidation
Reduced thawing loss
Increased yellowness
Reduced short-chain fatty acids
and increased monounsaturated
fatty acids and polyunsaturated
fatty acids
[182]
Thymol and carvacrol
150 mg/kg
Normal condition/3
Reduced lipid peroxidation
during storage
[183] 2, x. https://doi.org/10.3390/xxxxx
www.mdpi.com/journal/animals
Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and ab-
sorption rate in the gastrointestinal tract. Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and
absorption rate in the gastrointestinal tract. Table 6. Effects of the supplementation of plant polyphenolic compounds (e.g., plant extracts and
essential oils) on the meat quality of broiler chickens under different raising conditions. Sources
Doses in the Feed
Bird
Conditions/Replicates
Observations in the
Breast Meat
References
Polyphenols originated
from onions (quercetin
and flavonols) and
grape seeds (catechins,
flavonols,
pro-cyanidins, and
anthocyanidins). 3.8. Organic Acids Organic acids, considered to be alternatives for antibiotic growth promotors, are
defined as organic compounds with acidic properties [186]. Most organic acids contain a
carboxylic group (-COOH) including SCFA (≤C6), such as formic, acetic, propionic, fumaric,
lactic, etc., but there are medium-chain fatty acids (C7 to C12) and long-chain fatty acids
(>C12) [187]. Not only can organic acids improve food safety by showing antimicrobial
effects [188] but animals also readily use organic acids as energy sources, which can affect
the meat quality of broilers [189]. Galli et al. [190] showed that the supplementation of
organic acids (blends of formic, phosphoric, lactic, acetic, butyric, and propionic acids;
0.75 to 3 g/kg of feed) reduced yellowness and improved the antioxidant status in the
breast meat of broiler chickens. Ma et al. [191] showed that the supplementation of blends
of formic acid, ammonium formate, acetic acid, propionic acid, and lactic acid (3 to 6 g/kg
of feed) increased the meat pH and increased the ratio of polyunsaturated to saturated fatty
acids in the breast meat. The supplementation of organic acids has the potential to alter the
meat quality of broiler chickens. 3.7. Plant Polyphenolic Compounds (e.g., Plant Extracts and Essential Oils) 100 or 200 mg/kg
Heat-stressed/8
Reduced natural drip loss and
water-holding capacity
Increased crude ash
Increased monounsaturated fatty
acids and reduced omega-6
polyunsaturated fatty acids
[141]
Fed rancid oils/10
Increased lightness
Modulated fatty acid
composition
Increased crude fat and ash
[179]
Fed diets contaminated
with ochratoxin A/10
Enhanced water-holding
capacity
Modulated fatty acid
composition (C12:0)
[87]
Bamboo leaf extract
1 to 5 g/kg
Normal condition/6
Improved antioxidant capacity
and alleviated lipid peroxidation
[176]
Eucalyptus leaf
polyphenol extract
500 mg/kg
Normal condition/4
Improved antioxidant capacity
and increased redness
[180]
Cinnamaldehyde
50 mg/kg
Normal condition/8
Increased pH
[181]
A blend of essential
oils: carvacrol, thymol,
and cinnamaldehyde
and curcumin
150 mg/kg
Normal condition/3
Improved antioxidant capacity
and reduced thiobarbituric acid
reactive substances, a byproduct
of lipid peroxidation
Reduced thawing loss
Increased yellowness
Reduced short-chain fatty acids
and increased monounsaturated
fatty acids and polyunsaturated
fatty acids
[182]
Thymol and carvacrol
150 mg/kg
Normal condition/3
Reduced lipid peroxidation
during storage
[183] posed modes of action of polyphenols depending on their molecular weight and ab-
in the gastrointestinal tract. Figure 2. Proposed modes of action of polyphenols depending on their molecular weight and
absorption rate in the gastrointestinal tract. Table 6. Effects of the supplementation of plant polyphenolic compounds (e.g., plant extracts and
essential oils) on the meat quality of broiler chickens under different raising conditions. Animals 2023, 13, 1386 12 of 20 12 of 20 Plant polyphenol compounds are known to affect fat accumulation in broiler chickens. Park and Kim [184] reported that the supplementation of Achyranthes asper (0.025% to 0.1%
in the feed) reduced abdominal fat and increased breast meat portions in broiler chickens,
and this could be due to its component, saponin, which might reduce lipid absorption
in the gastrointestinal tract. Huang et al. [185] demonstrated that the oral administration
(50 or 100 mg/kg of body weight) of green tea polyphenols decreased fat accumulation
via downregulating genes related to fat accumulation and upregulating genes related to
fat metabolism and transportation. Our previous study showed that the supplementation
of tannic acid (0.5 to 2.5 g/kg of feed) reduced fat accumulation in broiler chickens by
reducing the production of SCFA (e.g., microbial metabolites; important energy sources for
the host) [54]. Therefore, the supplementation of polyphenolic compounds can positively
affect the meat quality and body composition of broiler chickens. Data Availability Statement: No new data was generated in this manuscript. 4. Conclusions Producing favorable-quality and lower-fat meat is important in broiler production to
meet consumers’ desires and to be more competitive among other meat sources. However,
a variety of different challenging conditions in poultry production have reduced meat
yield and quality by reducing nutrient utilization and metabolism and inducing oxidative
stress in broiler chickens. The supplementation of AA (e.g., arginine and BCAA) showed
the potential to enhance the meat quality and body composition of broiler chickens by
changing their metabolism. The supplementation of bioactive compounds, such as vitamins,
probiotics, prebiotics, polyphenol compounds, and organic acids, improved the meat
quality parameters, such as WHC, antioxidant capacity, and body composition, of broiler
chickens. Potentially, plant polyphenolic compounds that have antioxidative, antimicrobial,
and anti-inflammatory effects may be an effective nutritional strategy to improve meat
quality and meat yield by improving nutrient utilization and reducing lipid peroxidation
in broiler production. The development of nutritional strategies based on challenging
conditions to meet market demands could play a key role in the improvement of the meat
quality and composition of broiler chickens. Author Contributions: Conceptualization, J.C. and W.K.K.; writing—original draft preparation, J.C.;
writing—review and editing, J.C., B.K., B.C.B., H.Z. and W.K.K.; supervision, W.K.K. All authors
have read and agreed to the published version of the manuscript. Funding: This research received no external funding. Funding: This research received no external funding. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: No new data was generated in this manuscript. 13 of 20 13 of 20 Animals 2023, 13, 1386 Conflicts of Interest: The authors declare no conflict of interest. References 1. Daniel, C.R.; Cross, A.J.; Koebnick, C.; Sinha, R. Trends in meat consumption in the USA. Public Health Nutr. 2011, 14, 575–583. [CrossRef] [PubMed] 2. Betti, M.; Perez, T.; Zuidhof, M.; Renema, R. Omega-3-enriched broiler meat: 3. Fatty acid distribution
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author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to
people or property resulting from any ideas, methods, instructions or products referred to in the content. Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual
author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to
people or property resulting from any ideas, methods, instructions or products referred to in the content. 191. Ma, J.; Wang, J.; Mahfuz, S.; Long, S.; Wu, D.; Gao, J.; Piao, X. Supplementation of mixed organic acids improves growth
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people or property resulting from any ideas, methods, instructions or products referred to in the content.
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The role of cognitive reserve on terminal decline: a cross‐cohort analysis from two European studies: OCTO‐Twin, Sweden, and Newcastle 85+, UK
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Digital Object Identifier (DOI):
10.1002/gps.4366 Digital Object Identifier (DOI):
10.1002/gps.4366 Link:
Link to publication record in Edinburgh Research Explorer Link:
Link to publication record in Edinburgh Research Explorer Document Version:
Publisher's PDF, also known as Version of record Published In:
International Journal of Geriatric Psychiatry Publisher Rights Statement:
(c) 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License, which permits use,
distribution and reproduction
in any medium, provided the original work is properly cited Publisher Rights Statement:
(c) 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & So
This is an open access article under the terms of the Creative Commons Attribution License, whic
distribution and reproduction
in any medium, provided the original work is properly cited General rights g
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. The role of cognitive reserve on terminal decline
A cross-cohort analysis from two European studies: OCTO-Twin, Sweden, and Newcastle
85+, UK A cross-cohort analysis from two European studies: OCTO-Twin, Sweden, and Newcastle
85+, UK Citation for published version:
Cadar, D, Stephan, BCM, Jagger, C, Johansson, B, Hofer, SM, Piccinin, AM & Muniz-Terrera, G 2015, 'The
role of cognitive reserve on terminal decline: A cross-cohort analysis from two European studies: OCTO-
Twin, Sweden, and Newcastle 85+, UK', International Journal of Geriatric Psychiatry, vol. 31, no. 6, pp. 601-
610. https://doi.org/10.1002/gps.4366 Edinburgh Research Explorer Edinburgh Research Explorer The role of cognitive reserve on terminal decline: a cross-
cohort analysis from two European studies: OCTO-Twin,
Sweden, and Newcastle 85+, UK Dorina Cadar1, Blossom C. M. Stephan2, Carol Jagger2, Boo Johansson3, Scott M. Hofer
and Graciela Muniz-Terrera1 1MRC Unit for Lifelong Health and Ageing at University College London, London, UK
2Institute of Health and Society, Newcastle University, Newcastle, UK
3Department of Psychology, University of Gothenburg, Gothenburg, Sweden
4Department of Psychology, University of Victoria, Victoria, Canada
Correspondence to: D. Cadar, E-mail: d.cadar@ucl.ac.uk 1MRC Unit for Lifelong Health and Ageing at University College London, London, UK
2Institute of Health and Society, Newcastle University, Newcastle, UK
3Department of Psychology, University of Gothenburg, Gothenburg, Sweden
4Department of Psychology, University of Victoria, Victoria, Canada
Correspondence to: D. Cadar, E-mail: d.cadar@ucl.ac.uk 1MRC Unit for Lifelong Health and Ageing at University College London, Lon
2Institute of Health and Society, Newcastle University, Newcastle, UK
3Department of Psychology, University of Gothenburg, Gothenburg, Sweden
4Department of Psychology, University of Victoria, Victoria, Canada
Correspondence to: D. Cadar, E-mail: d.cadar@ucl.ac.uk Objective: Cognitive performance shows a marked deterioration in close proximity to death, as postu-
lated by the terminal decline hypothesis. The effect of education on the rate of terminal decline in
the oldest people (i.e. persons 85+ years) has been controversial and not entirely understood. In the
current study, we investigated the rate of decline prior to death with a special focus on the role of
education and socioeconomic position, in two European longitudinal studies of ageing: the Origins
of Variance in the Old-Old: Octogenarian Twins (OCTO-Twin) and the Newcastle 85+ study. Methods: A process-based approach was used in which individuals’ cognitive scores were aligned
according to distance to death. In a coordinated analysis, multilevel models were employed to examine
associations between different markers of cognitive reserve (education and socioeconomic position) and
terminal decline using the mini-mental state examination (MMSE), controlling for age at baseline, sex,
dementia incidence and time to death from the study entry to the time of death within each cohort. Results: The current findings suggest that education was positively associated with higher MMSE scores
prior to death in the OCTO-Twin, but not in the Newcastle 85+ study, independent of socioeconomic
position and other factors such as baseline age, sex and time to death from the study entry. However,
education was not associated with the rate of terminal decline in both of these studies. Conclusions: Our results offer only partial support to the cognitive reserve hypothesis and cognitive
performance prior to death. The role of cognitive reserve on terminal decline: a cross-
cohort analysis from two European studies: OCTO-Twin,
Sweden, and Newcastle 85+, UK # 2015 The Authors International Journal of Geriatric Psychiatry Published
by John Wiley & Sons Ltd. Key words: cognition; death; dementia; MMSE; education; terminal decline; cognitive reserve; longitudinal study; mixed multilevel
History: Received 17 January 2015 Accepted 10 September 2015; Published online 15 October 2015 in Wiley Online Library
(wileyonlinelibrary.com)
DOI: 10.1002/gps.4366 # 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
Int J Geriatr Psychiatry 2016; 31: 601–610
This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduc-
tion in any medium, provided the original work is properly cited. Take down policy
Th
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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 RESEARCH ARTICLE RESEARCH ARTICLE Study population OCTO-Twin, Sweden Study population OCTO-Twin, Sweden Study population OCTO-Twin, Sweden The first sample used in these analyses was from the
comprehensive longitudinal Origins of Variance in
the Old-Old: Octogenarian Twins (known as the
OCTO-Twin study) based on the oldest cohort of
the Swedish Twin Registry. The sample includes 702
participants, with 351 complete twin pairs born in
1913 and earlier, who were, or became, 80years of
age during the first wave of data collection (1991–
1993). Participants have been assessed on five occa-
sions at two-year intervals, for a total of up to eight
years of follow-up. The average rate of attrition from
one testing wave to the next was 20% (10% per year)
and was primarily because of death (Cederlof and
Lorich, 1978, McClearn et al., 1997, Pedersen et al.,
2002). g
Often used as a proxy for cognitive reserve, educa-
tion has been shown to be protective against faster
rates of cognitive decline from middle to later life, in
healthy individuals (Richards and Sacker, 2003, Stern,
2002), and related to both a delayed onset of dementia
(Stern, 2009, Stern et al., 1999) and a delayed onset of
terminal decline (Muniz-Terrera et al., 2014). How-
ever, from a life-course perspective, neuropathological
burden could be considered as either a potential medi-
ating factor between intelligence and mortality or a
prior cause, if a suboptimal neurodevelopment was
the antecedent for both the neurological condition
and early mortality (Batty et al., 2007). In light of this
possibility, the curvilinear age trends for cognitive
function in late life could actually be an artefact of ac-
cumulation over time, in individuals with different
neuropathological burden and cognitive symptom-
atology. The aggregate function could be influenced
by the increasing risk of terminal decline and its cur-
vature, reflecting an average terminal decline within
persons who are still cognitively stable (Singer et al.,
2003). As a result, it is less clear, whether education,
or other markers of cognitive reserve such as occupa-
tion, could moderate terminal decline in the oldest
people, because the nature of this decline may or
may not follow the assumptions of flexible and effi-
cient use of pre-existing cognitive reserve (Stern,
2002). In addition, it is unclear if cognitive reserve will
differentially influence the rates of decline prior to
death for individuals who remain non-demented and
those diagnosed with dementia. Introduction from a preterminal phase of relative stability into more
rapid decline that ends with death (Kleemeier, 1962,
Riegel and Riegel, 1972). However, this theoretical con-
ceptualisation lacks specificity distinguishing those
experiencing serious neurobiological compromise such
as dementia from those who remain free of dementia
before death. A better understanding of this differentia-
tion could carry distinct theoretical and clinical implica-
tion (e.g. Anstey et al., 2006, Laukka et al., 2006). Significant evidence suggests that cognitive perfor-
mance shows a marked deterioration in close proximity
of death, known as ‘terminal decline’ (e.g. Sliwinski
et al., 2006, Wilson et al., 2007, Thorvaldsson et al.,
2008, MacDonald et al., 2011, Muniz-Terrera et al.,
2011, Piccinin et al., 2011, Muniz-Terrera et al., 2013). This emphasises a within-person process of change D. Cadar et al. 602 From many key modifiable risk factors, education
received substantial interest in the field of dementia
research, but its predictability of terminal decline is
not entirely understood. The association between edu-
cation and terminal decline remains highly controver-
sial. For example, there are some evidence suggesting
that education may modify the association between
levels of cognitive function in proximity to death and
Alzheimer’s pathology assessed post-mortem (Bennett
et al., 2003), while other studies support the associa-
tion between education and level of cognitive perfor-
mance, but not the association with the rate of
cognitive decline prior to death (Johansson et al.,
2004, Laukka et al., 2006, MacDonald et al., 2006,
Piccinin et al., 2011). Furthermore, education appears
to delay the onset of terminal decline in the oldest
people (Muniz-Terrera et al., 2014) and to impact dif-
ferently the rate of terminal decline according to vari-
ous cognitive domains (Batterham et al., 2011). (SEP) on these trajectories, using a coordinated analy-
sis of two European population-based samples of the
oldest people from Sweden and the UK. In addition,
we explored these trajectories among healthy individ-
uals and those who developed dementia during the
study period. In this respect, this cross-cohort investi-
gation represents a unique evaluation of consistency in
patterns of associations for education and SEP as sug-
gested markers of cognitive reserve. We analysed per-
formance prior to death and the rate of change from
study entry to time of death, reducing potential
sources of heterogeneity that could emerge from dif-
ferences in the analytical methodologies employed. Methods Study population OCTO-Twin, Sweden Cognitive assessments In both studies, global cognitive function was assessed
with the MMSE (Folstein et al., 1975), one of the most
commonly used screening instruments for cognitive
impairment. The test measures various domains in-
cluding the following: orientation, registration (imme-
diate memory), short-term memory and attention, the
ability to follow verbal and written commands, writing
and copying. The MMSE scores range from 0 to 30,
with high values indicating healthier cognitive status. The MMSE was administered at each of the five waves
in OCTO-Twin and only at three waves in Newcastle
85+ (baseline, phase 3 and phase 4 at approximately
18-month intervals). y
A series of mixed models were fitted to MMSE to
estimate trajectories of decline in global cognitive per-
formance prior to the time of death, by employing
regular mixed models and Tobit models indepen-
dently within each study. Tobit models are often used
to model trajectories of outcome variables that have
floor or ceiling effects, such as MMSE. Bayesian Infor-
mation Criteria (BIC), an index that combines model
parsimony and goodness of fit (Raftery 1986), was
used for model selection, and based on this we selected
to report the results from the Tobit models. Study population Newcastle 85+, UK The second sample was drawn from the Newcastle
85+ study; a longitudinal population-based study of
health and ageing. The sampling frame comprised
all people born in 1921, recruited at age 85 during
2006–2007 (phase 1) when recruitment commenced
and was broadly representative of 85years old in En-
gland and Wales in terms of gender, residence in a
care home and living alone. Participants have been
re-tested on three occasions (phases 2, 3 and 4) at
approximately 18-month intervals; however, the cog-
nitive data were not available at phase 2, because of
time restrictions. All assessments were conducted by
a trained research nurse in the participants’ resi-
dence (for full details see Collerton et al. (2007)
and Collerton et al. (2009)). Most of post-baseline The aim of our study was to examine rates of termi-
nal decline in mini-mental state examination (MMSE)
and the role of education and socio-economic position nal Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd. Int J Geriatr Psychiatry 2016; 31: 601–610 603 A cross-cohort analysis on education and terminal decline attrition was because of death and participants’ with-
drawal (Davies et al., 2014). within each study and classified into three occupational
categories (low, medium and high SEP). For more in-
formation see Supporting Information. These categories
represent general and well-differentiated employment
occupations in modern societies (Chandola, 2000). Ethics p
Other covariates included sex, baseline age, incident
dementia and the distance to death from the study
entry. The OCTO-Twin study received approval from the
Ethics Committee at the Karolinska Institute in Stock-
holm and from the Swedish Data Inspection Authority
in Sweden. The Newcastle 85+ study received ethical
approval from the North Tyneside 1 Research Ethics
Committee in the UK. Informed written consent was
obtained from all participants in each study, or their
carer, where capacity to consent was questionable, in
case of severe cognitive impairment or dementia. Dementia diagnosis In both studies, dementia was diagnosed by consensus
according to the revised third edition of the Diagnostic
and Statistical Manual of Mental Disorders. In OCTO-
Twin, dementia prevalence was identified by a multi-
disciplinary team consisting of a physician, a research
nurse and two neuropsychologists, who reviewed the
cognitive test results and medical records at each
new wave (van den Kommer et al., 2009). In the New-
castle 85+, dementia prevalence was determined at
each wave, based on a review of data from general
practice records alone (Collerton et al., 2009). All models used maximum likelihood estimation. Missing observations were assumed to be missing at
random (Little and Rubin, 2002), and model assump-
tions were verified by examining residuals computed
from the predicted values. For more information see
Supporting Information. Cognitive change was modelled as a linear function
of time to death in both datasets and as a quadratic
function in the OCTO-Twin study given the larger
number of measurements available in the Swedish
study. The linear slopes represent annual rate of change
(i.e. increase and decrease) per year closer to death and
when a quadratic model is fitted (in OCTO-Twin Data analyses and analytic approach We undertook a coordinated analysis across the two
cohort studies, employing the same statistical method-
ology within each study, to allow comparisons be-
tween the results and to examine consistency of
patterns in terminal decline in these studies. The ana-
lytical sub-samples included only data from individ-
uals who died during the study and who were free of
dementia at study entry. By excluding dementia cases
at the study entry, we examined and compared the
rates of terminal decline between those who developed
dementia during the study period and those who
remained free of dementia over the study period
within each study. We derived an indicator variable
(0=no dementia, 1=diagnosed with dementia during
study follow up time) to account for individuals with
dementia, and we obtained distinct estimates within
each study. nal Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
Int J Geriatr Psychiatry 2016; 31: 601–610 # 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
Int J Geriatr Psychiatry 2016; 31: 601–610 Covariates Educational attainment was recorded in each cohort as
a continuous measure, defined as the number of years
of education. Information related to SEP were ob-
tained during the home interview or via questionnaires D. Cadar et al. 604 who remained free of dementia during the study
period, in OCTO-Twin, ranged from 0 to 23 years
at baseline and from 0 to 18 years at the last
follow-up (wave 5). In contrast, for the incident de-
mentia cases in this study, education ranged from 2
to 17years at baseline and from to 2 to 13 years at
the last follow-up. In the Newcastle 85+ study, ed-
ucation ranged from 6 to 20 years at baseline and
from 8 to 17years at the last wave for non-cases. For those with dementia in this study, education
ranged from 8 to 17 years at baseline and from to
9 to 12 years at the last follow-up. study), the linear term represents rate of change at the
intercept and the quadratic term represents change (i.e. increase or acceleration and decrease or deceleration)
in rate of change. g
Level and rate of change were adjusted for demo-
graphic characteristics including sex (male partici-
pants used as reference category), years of education
(centred at the mean value of 7 (OCTO-Twin) or 10
(Newcastle 85+) years), age at study entry (centred at
83 (OCTO-Twin) or 85 (Newcastle 85+) years) and
time to death from the study entry (centred at
6years to death (OCTO-Twin) or 2.6years to
death (Newcastle 85+)). Given this model specifica-
tion, the intercept represents the level of cognitive per-
formance at this centred distance from death, for an
individual with values of zero on all covariates in each
study investigated. Estimates and standard errors for the MMSE inter-
cept and slope across the two cohorts are shown in
Table 3. Longitudinal changes in MMSE scores were
modelled as a linear function in both studies and also
as a quadratic function in the OCTO-Twin study. We
used the lowest BIC scores to select the best model fit
(BIC
regular
model=10121.96
and
BIC
Tobit
model=9442.56
in
OCTO-Twin,
BIC
regular
model=2885.10 and BIC Tobit model=2727.63 in
Newcastle 85+ study); therefore, we reported the re-
sults from the Tobit models. Covariates y
g
Although the age range at the study entry of the in-
dividuals in each study is relatively narrow (mean
age=83.5, SD=3.0 in the OCTO-Twin study and
mean age=85.4, SD=0.44 in the Newcastle 85+),
those who joined the study at the younger age are ex-
pected to perform differently than those who joined
the study at older age. Similarly, the performance of
individuals who entered the study at a closer time to
death was expected to differ from those who entered
the study at a time further from death. To account
for these differences (between-person differences in
age at study entry and distance to death), we adjusted
our models for distance to death and age at study entry
(Piccinin et al., 2011). The results of these analyses suggest that the refer-
ence OCTO-Twin individual, a Swedish man who en-
tered the study aged 83, had an average of 7years of
education and was 6years from death, showed an an-
nual decline of 1.60 (SE=0.21) MMSE points per year. The decline accelerated by 0.12 (SE=0.02) points per
year closer to the actual time of death. In contrast, the reference Newcastle 85+ partici-
pant, a British man of 85years, with an average of
10years of education, and entering the study at around
2.6years before death, had a linear rate of decline of
1.08 (SE=0.23) MMSE points per year. Data analyses were conducted using the following
statistical programmes: Mplus (version 6.11), Com-
puter Software Los Angeles, CA (Muthén and Muthén,
2007) for the Regular Mixed and Tobit regression
models (see the Mplus script as Supporting Informa-
tion); STATA (StataCorp, 2013) Stata Statistical Soft-
ware: Release 13. College Station, Texas: StataCorp
LP for descriptive analyses and R Studio (R Develop-
ment Core Team, 2010) for figures. Figure 1 illustrates the MMSE trajectories plotted
against time to death for non-cases and dementia cases
in each of the two studies for different values of
distance to death and education. Additional model
estimated mean curves are plotted for the upper and
lower bands of 3years education. In both studies, those who developed dementia
during the study period had significantly lower MMSE
scores prior to the time of death compared with those
who remained dementia free, with approximately
12.14 (SE=0.90) and 10.68 (SE=1.48) points on
MMSE in OCTO-Twin and Newcastle 85+ respec-
tively. Covariates Incident dementia cases also experienced a
steeper rate of decline with 2.31 (SE=0.25) in
OCTO-Twin and 1.97 (SE=0.28) units per year in
Newcastle 85+. The acceleration in the rate of terminal
decline in OCTO-Twin study was estimated at 0.14
(SE=0.02) units per year closer to death. Results Demographics and cognitive scores at baseline and
each follow-up wave for the two studies (OCTO-Twin
and Newcastle 85+) are presented in Tables 1 and 2
respectively. Participants diagnosed with dementia at
baseline (98 in OCTO-Twin; 66 in Newcastle 85+)
were excluded from the current analyses. y
The majority of participants in each study were
women (64% in OCTO-Twin; 56% in Newcastle 85+). The number of years of education for participants nal Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd. Int J Geriatr Psychiatry 2016; 31: 601–610 605 y p
p
OCTO-Twin study waves of testing
Wave 1
Wave 2
Wave 3
Wave 4
Wave 5
1991–1993
1993–1995
1995–1997
1997–1999
1999–2001
Study samplea
556
457
351
256
174
Cumulative dementia cases
98b
42
80
100
126
Age (Mean/SD)
83.5 (3.0)
85.4 (3.0)
87.2 (2.7)
89.1 (2.8)
90.9 (2.4)
Female (%)
63.5%
62.8%
63.8%
68.7%
72.4%
MMSE included sample (mean/SD)
26.4 (4.0)
25.3 (5.4)
24.4 (6.0)
23.1 (7.7)
21.6 (7.7)
MMSE non-dementia cases (mean/SD)
26.7 (3.9)
26.4 (4.4)
26.7 (4.2)
25.7 (5.6)
23.9 (5.7)
MMSE dementia cases (Mean/SD)
25.2 (3.8)
22.2 (6.7)
18.6 (8.5)
16.9 (8.4)
13.7 (8.3)
Education range
0–23 years
0–20 years
0–20 years
0–18 years
0–18 years
(mean/SD)-total included sample
7.2 (2.3)
7.2 (2.3)
7.2 (2.3)
7.1 (2.1)
7.1 (2.2)
Education range
0–23 years
0–20 years
0–20 years
0–18 years
0–18 years
(Mean/SD) non-dementia cases
7.2 (2.3)
7.3 (2.4)
7.3 (2.4)
7.2 (2.2)
7.1 (2.2)
Education range
2–17 years
2–17 yrs
2–13 years
2–13 years
2–13 years
(Mean/SD) dementia cases
7.0 (1.8)
7.0 (1.8)
6.8 (1.6)
6.8 (1.7)
6.7 (1.8)
Average time to death (years) from each wave (mean/SD)
6.0 (3.8)
4.8 (3.4)
3.9 (2.8)
3.1 (2.2)
2.1 (1.7)
aSample of individuals who died during the study period in OCTO-Twin, representing those included in the current analyses. bDementia cases at baseline (N = 98 in OCTO-Twin study) have been excluded from these analyses. aSample of individuals who died during the study period in OCTO-Twin, representing those included in the current analyses. bDementia cases at baseline (N = 98 in OCTO-Twin study) have been excluded from these analyses. Results Table 2 Characteristics of study participants in the Newcastle 85+ Table 2 Characteristics of study participants in the Newcastle 85+
Newcastle 85+ study waves of testing
Wave 1
Wave 3a
Wave 4
2006–2007
2009–2010
2011–2012
Study sampleb
845
485
344
Cumulative dementia cases
66c
116
139
Age (Mean/SD)
85.4 (0.44)
88.4 (0.39)
90.5 (0.40)
Female (%)
55.6%
55.6%
53.7%
MMSE included sample (Mean/SD)
25.8 (5.3)
25.4 (5.4)
24.8 (6.3)
MMSE non-dementia cases (mean/SD)
26.0 (4.6)
26.3 (4.2)
26.9 (3.7)
MMSE dementia cases (mean/SD)
15.3 (8.5)
15.6 (8.2)
13.1 (9.0)
Education range
6–20 years
7–19 years
9–15 years
(Mean/SD) total included sample
9.9 (1.8)
10.1 (1.9)
10.3 (1.6)
Education range
6–20 years
7–19 years
9–15 years
(Mean/SD) non-dementia cases
9.9 (1.8)
10.2 (2.1)
10.4 (2.0)
Education range
8–17 years
8–17 years
9–12 years
(Mean/SD) dementia cases
9.9 (1.6)
9.8 (1.6)
10.3 (1.2)
Average time to death (years) from each wave (mean/SD)
2.6 (1.5)
1.4 (0.7)
0.3 (0.2)
aMMSE was not administered at wave 2, so wave 3 was considered as time 2 and wave 4 was considered as time 3 in these analyses. bSample of individuals who died during the study period in Newcastle 85+, representing those included in the current analyses. cDementia cases at baseline (N = 66 in Newcastle 85+ study) have been excluded from these analyses. aMMSE was not administered at wave 2, so wave 3 was considered as time 2 and wave 4 was considered as time 3 in these analyses. bSample of individuals who died during the study period in Newcastle 85+, representing those included in the current analyses. cDementia cases at baseline (N = 66 in Newcastle 85+ study) have been excluded from these analyses. Higher levels of SEP (medium and high) were not as-
sociated with either the level of cognitive performance
prior to death or with the rates of terminal decline com-
pared with the low categories in these analyses. Although, education was positively associated with
the estimated level of MMSE scores before death in
the OCTO-Twin study (0.44 points per year of educa-
tion, SE=0.14), it was not found to have an associa-
tion with the level of performance prior to death in
the Newcastle 85+ study. Furthermore, education did
not appear to have a significant impact on the rate of
change in MMSE in either of the two cohorts
investigated. Results Age at baseline was negatively associated with
MMSE scores prior to the time of death in OCTO-
Twin, but not in Newcastle 85+. For each year of age
higher than the overall baseline age of 83years in
OCTO-Twin, the MMSE score was estimated to be nal Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd. Int J Geriatr Psychiatry 2016; 31: 601–610 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd. Int J Geriatr Psychia 606 D. Cadar et al. study
MMSE in OCTO-Twin study
MMSE in Newcastle 85+ study
Coef. SE
p-value
Coef. Results SE
p-value
Fixed effects
N = 552
N = 352a
Intercept (Level of performance on MMSE prior to death)
22.44
0.68
<0.001
24.60
0.62
<0.001
Years to death from baseline
0.48
0.09
<0.001
0.10
0.23
0.67
Baseline age
0.49
0.10
<0.001
0.13
0.83
0.88
Education
0.44
0.14
0.009
0.19
0.23
0.44
Socio-economic position Medium
0.60
0.78
0.73
0.80
1.15
0.49
High
0.88
1.09
0.44
1.43
0.92
0.12
Female
0.85
0.16
0.41
0.48
0.79
0.55
Dementia cases
12.13
0.90
<0.001
10.68
1.48
<0.001
Linear slope (rate of decline)
1.60
0.21
<0.001
1.08
0.23
<0.001
Years to death from baseline
0.02
0.05
0.61
0.26
0.09
0.005
Baseline age
0.05
0.03
0.10
0.01
0.25
0.98
Education
0.03
0.05
0.61
0.01
0.05
0.86
Socioeconomic position Medium
0.01
0.21
0.78
0.21
0.25
0.40
High
0.04
0.24
0.98
0.20
0.25
0.42
Female
0.14
0.22
0.51
0.10
0.22
0.67
Dementia cases
2.31
0.25
<0.001
1.97
0.28
<0.001
Quadratic slope (acceleration)
0.12
0.02
<0.001
n/a
n/a
n/a
Years to death from baseline
0.01
0.00
<0.001
—
—
—
Baseline age
0.00
0.00
0.35
—
—
—
Education
0.00
0.01
0.90
—
—
—
Socioeconomic position Medium
0.00
0.01
0.90
—
—
—
High
0.01
0.02
0.98
—
—
—
Female
0.00
0.01
0.99
—
—
—
Dementia cases
0.14
0.02
<0.001
—
—
—
Random effects (variances)
—
—
95% CI
—
—
95% CI
Level of performance
0.49
0.03
0.42–0.57
0.71
0.12
0.70–1.21
Linear rate of decline
5.53
0.23
5.09–5.92
5.03
0.39
5.70–7.23
Acceleration
0.94
0.02
0.89–0.96
—
—
—
Residual
2.90
0.07
2.77–3.03
2.30
0.22
1.91–2.78
aThe samples included in these analyses represent the participants in each study with mortality data available during the study period, minimum 2
waves of MMSE and complete data on covariates, after excluding participants with dementia at baseline—reason for the reduction in the number of
participants included relative to the full samples. aThe samples included in these analyses represent the participants in each study with mortality data available during the study period, minimum 2
waves of MMSE and complete data on covariates, after excluding participants with dementia at baseline—reason for the reduction in the number of
participants included relative to the full samples. Discussion In the current study, we examined terminal change in
MMSE, and the role of education and SEP on these
trajectories, using a coordinated analytical approach
in two European population-based samples of the
oldest people from Sweden and the UK. The current
investigation addressed how people differ in their final
years before death, presenting separate estimates for
incident dementia and healthy individuals. (
)
In terms of cognitive instrument, MMSE is a screen-
ing measure that can be used to systematically assess
mental status and identify cognitive impairment,
rather than a detailed and thorough measure of global
cognition. However, MMSE relies mainly on verbal
items (Xu et al., 2002) and lacks a detailed assessment
of visuo-constructive abilities and executive functions
(Kirby et al., 2001). Consequently, decline in the
MMSE could represent a sensitivity threshold for the
verbal task component in the presence of neurodegen-
eration but could be particularly insensitive to frontal
lobe, executive and social function disorders (Hodges,
2011). The maximum score of 30 should be attainable
by anyone of average intelligence. However, many pa-
tients with early dementia onset could score high on
the MMSE, especially if they are younger, have higher
education
and
advanced
prior
cognitive
ability,
resulting in a sensitivity reduction of the MMSE scores. y
In OCTO-Twin, where it was possible to investigate
polynomial change, the analyses revealed accelerated
change prior to death. In Newcastle 85+, which had
a shorter period of follow-up, we found a considerable
linear decline. Education was significantly associated
with level of performance 6years before death in one
of the two cohorts (OCTO-Twin), independent of
the SEP and other common factors such as age at
baseline, sex and time to death at the study entry,
but was not associated with the rate of cognitive
decline in either of these studies. Furthermore, SEP
was not significantly associated with either the level
of performance on global cognition prior to death or
with the rate of decline within each study. The current results are consistent with those reported
by Wilson, describing terminal decline as a process which
starts initially with a slower rate of change, followed by a
more pronounced acceleration prior towards death
(Wilson et al., 2007). Results aThe samples included in these analyses represent the participants in each study with mortality data available during the study period, minimum 2
waves of MMSE and complete data on covariates, after excluding participants with dementia at baseline—reason for the reduction in the number of
participants included relative to the full samples. Figure 1 Model estimated mean curves for non-cases (blue lines) and incident dementia cases (red lines) for different values of education with the ad-
ditional upper and lower bands of 3 years education (OCTO-Twin study, left panel and Newcastle 85+, right panel). Figure 1 Model estimated mean curves for non-cases (blue lines) and incident dementia cases (red lines) for different values of education with the ad-
ditional upper and lower bands of 3 years education (OCTO-Twin study, left panel and Newcastle 85+, right panel). lower by 0.49 (SE=0.10) than the estimated mean
score of 24.60 (SE=0.62). Baseline age was not associ-
ated with rate of decline in MMSE in either of these lower by 0.49 (SE=0.10) than the estimated mean
score of 24.60 (SE=0.62). Baseline age was not associ-
ated with rate of decline in MMSE in either of these studies. Sex was not associated with either the inter-
cept or the rate of decline in the MMSE in the current
examination. studies. Sex was not associated with either the inter-
cept or the rate of decline in the MMSE in the current
examination. ational Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd. Int J Geriatr Psychiatry 2016; 31: 601–61 y & Sons Ltd. Int J Geriatr Psychiatry 2016; 31: 601–610 A cross-cohort analysis on education and terminal decline 607 maintain stable or only slightly decline, with a more
severe deterioration indicating underlying neurobio-
logical compromise. Periods characterised by slow-
but-steady cognitive decline may be linked to other
abrupt preterminal causes of death (e.g. neoplasms
and stroke), which are also recognised to weaken
cognitive function and exacerbate cognitive decline
(Haj-Hassan et al., 2014, Lange et al., 2014). These
more likely reflect the relatively acute nature of vascu-
lar precursors or more specific biological conditions
(e.g. organ failure, cancer, dementia, diabetes and
respiratory conditions) associated with abrupt effects
on cognition and mortality (Hassing et al., 2002,
Anstey et al., 2006). Results Moreover, age is a crucial factor
that has been shown to modify the association
between the distinctive metabolic risk factors and cog-
nitive decline (Siervo et al., 2014). Sensitivity analyses examining the rate of terminal
decline within a follow-up period of only three waves
in OCTO-Twin (to assure similarity to the Newcastle
85+study) revealed a similar rate of linear change as
in Newcastle 85+ (see Supporting Information). The
pattern of associations with education, SEP and other
covariates remained the same. ational Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
Int J Geriatr Psychiatry 2016; 31: 601–61 # 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
Int J Geriatr Psychiatry 2016; 31: 601–610 # 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
Int J G Discussion However, the differences across
two studies analysed here, in terms of associations
between education and level of cognitive performance,
as an individual approaches the time to death, re-
emphasise the inconsistency of findings in the literature
(Muniz-Terrera et al., 2011). In the OCTO-Twin, higher
education was predictive of higher global cognitive
performance (almost half an MMSE point per year of ed-
ucation) at six years from death, while in the Newcastle
85+, education was not a significant predictor. To sum up, the process of terminal decline is a
highly complex phenomenon for which we need to
take into consideration multiple underlying and inter-
vening factors. The current analyses highlighted an
accelerated change in MMSE prior to death in one of
the two cohorts investigated (OCTO-Twin), where
the follow-up period was relatively longer, and a linear
decline in the Newcastle 85+ study. More years of
education were associated with higher MMSE scores
prior to death, but not an attenuation of the rate of
change, as reported by other studies. For example,
Laukka and colleagues reported that those with more
education experienced slower decline in test of Block
Design in the proximity of death (Laukka et al.,
2006), whilst others who investigated change in
MMSE, information, block design and other cognitive
domains reported an association of education with
performance but not consistent associations with rate The various time metrics used in previous studies (e.g. chronological age, time in study or distance to death) are
likely to contribute to the difference in findings related to
the acceleration in cognitive decline prior to death. Another plausible mechanism is that in the absence
of neuropathogenic cognitive decline, most people D. Cadar et al. 608 of decline (Muniz-Terrera et al., 2009) (Batterham
et al., 2011) (Piccinin et al., 2011). of decline (Muniz-Terrera et al., 2009) (Batterham
et al., 2011) (Piccinin et al., 2011). of decline (Muniz-Terrera et al., 2009) (Batterham
et al., 2011) (Piccinin et al., 2011). in the oldest people, relying too much on verbal tasks
and memory and not enough on other cognitive func-
tions (e.g. speed and executive function), which are
known to demonstrate age-related change. Further-
more, we need to consider the probability of ‘healthy
survival’ in longitudinal studies of oldest people and
the substantial dropouts in population samples with
older people. However, the methodology employed
(random effects models) compensated for the missing
data aspect. Conclusions Our results suggest that decline and acceleration of
this decline were observable in these studies prior to
death. Education was positively associated with MMSE
scores in proximity to death, independent of other
markers of cognitive reserve such as SEP, in one of
the cohorts investigated, but did not appear to be pro-
tective against faster rates of terminal decline in the
oldest people. As such, our coordinated approach
analysis revealed no consistent protection for the cog-
nitive reserve hypothesis (as applied to MMSE), which
stipulates a protective role for those with higher edu-
cation in terms of slower terminal decline. g
y
To our knowledge, this is one of the few analyses of
terminal decline in the oldest people population, where
we were able to separately estimate the expected trajec-
tory of those free of dementia from those diagnosed with
dementia during the study period. The results highlight
how cognitive decline differs across studies prior to death
in two different countries from Europe and that educa-
tion does not appear to have a neuroprotective role
against faster rates of terminal decline, despite a good
representation of education range in both cohorts inves-
tigated. Lastly, this cross-cohort investigation provides
valuable information regarding the rates of terminal de-
cline in healthy individuals and in those who developed
dementia during the study period in two different oldest
people non-institutionalised populations. •
Education protects cognitive performance prior to
death, independent of socio-economic position,
baseline age and sex in a twin population from
Sweden, but not in an older population from the
UK. •
Education protects cognitive performance prior to
death, independent of socio-economic position,
baseline age and sex in a twin population from
Sweden, but not in an older population from the
UK. We are also aware of some limitations. The termi-
nal decline phenomenon refers usually to an increase
in rate of cognitive decline prior to death in individ-
uals free of dementia. However, the British cohort
had a shorter period of follow-up compared with the
Swedish cohort, and therefore, we were not able to eval-
uate whether a change in the rate of decline occurred in
both studies. In addition, MMSE is a relatively crude
instrument for detecting changes in cognitive function •
Education was not moderating the terminal drop,
offering only partial support to cognitive reserve
hypothesis. Strengths and limitations A key strength of our study is the use of a coordinated
analysis approach, which enables a comparison of
results across cohorts. We addressed the same research
question, using data from the same cognitive test ad-
ministered in comparable population-based samples of
80+years at baseline, with the same methodological
analysis plan, including a similar choice of covariates. Naturally, this type of coordinated analysis approach
can provide a far-reaching foundation by facilitating
efficient analysis of cross-cohort analyses that could
help maximise the comparability of results and permit
evaluation of study differences (Hofer and Piccinin,
2009, Piccinin and Hofer, 2008). As a novel feature of
this investigation, we examined cognitive change within
both cohorts in relation to number of years to death,
a
potentially
more
sensitive
and
process-based
parameterisation of time in this age-group compared
with time in study or chronological age which are
usually assessed (Sliwinski and Mogle, 2008). However,
when moving to a different time metric, the inclusion of
time to death from study entry and the baseline age play
a similar role by helping to represent selection effects re-
lated to age and mortality (Piccinin et al., 2011). Further investigations with more measurement
occasions and longer follow-ups are necessary to bet-
ter understand the transition from the subtle cognitive
changes accompanying age to those of neurological
substance. We also need more information about the
underlying neurobiological mechanisms that tend to
produce accelerated cognitive change prior to death. Discussion We also faced differences between the two
investigated cohorts. The time period examined for
the terminal decline was slightly different, with the
Swedish cohort having a longer study period to describe
an accelerated rate of change, in contrast to the relative
shorter period of follow-up in the British cohort. # 2015 The Authors. International Journal of Geriatric Psychiatry Published by John Wiley & Sons Ltd.
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sor Boo Johansson is funded by the Swedish Research
Council for Health, Working Life and Welfare. Professor
Andrea Piccinin, Professor Scott Hofer and Dr Graciela
Muniz are funded by the US National Institutes of
Health/National Institute of Aging [P01AG043362]. Pro-
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ric Psychiatry 17(11): 1027–1033 available from: PM:12404652. Supporting information van den Kommer TN, Bontempo DE, Comijs HC, et al. 2009. Classification models
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the online version of this article at the publisher’s
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https://openalex.org/W2765594214
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https://www.pure.ed.ac.uk/ws/files/48650458/riskbased_strategies_for_surveillance_of_tuberculosis_infection_in_cattle_for_lowrisk_areas_in_england_and_scotland.pdf
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English
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Risk-based strategies for surveillance of tuberculosis infection in cattle for low-risk areas in England and Scotland
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Epidemiology and infection
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Edinburgh Research Explorer General rights
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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. Digital Object Identifier (DOI):
10.1017/S0950268817001935 Link:
Link to publication record in Edinburgh Research Explorer Risk‐based strategies for surveillance of bovine Tuberculosis infection
in cattle for low risk areas in England and Scotland Citation for published version:
Salvador, LCM, Deason, M, Enright, J, Bessell, P & Kao, R 2018, 'Risk‐based strategies for surveillance of
bovine Tuberculosis infection in cattle for low risk areas in England and Scotland', Epidemiology & Infection,
vol. 146, no. 1, pp. 107-118. https://doi.org/10.1017/S0950268817001935 Citation for published version:
Salvador, LCM, Deason, M, Enright, J, Bessell, P & Kao, R 2018, 'Risk‐based strategies for surveillance of
bovine Tuberculosis infection in cattle for low risk areas in England and Scotland', Epidemiology & Infection,
vol. 146, no. 1, pp. 107-118. https://doi.org/10.1017/S0950268817001935 Citation for published version:
Salvador, LCM, Deason, M, Enright, J, Bessell, P & Kao, R 2018, 'Risk‐based strategies for surveillance of
bovine Tuberculosis infection in cattle for low risk areas in England and Scotland', Epidemiology & Infection,
vol. 146, no. 1, pp. 107-118. https://doi.org/10.1017/S0950268817001935 Digital Object Identifier (DOI):
10.1017/S0950268817001935
Link:
Link to publication record in Edinburgh Research Explorer
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Published In:
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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 Epidemiol. Infect., Page 1 of 12. © Cambridge University Press 2017
doi:10.1017/S0950268817001935 SUMMARY Disease surveillance can be made more effective by either improving disease detection, providing
cost savings, or doing both. Currently, cattle herds in low-risk areas (LRAs) for bovine
tuberculosis (bTB) in England are tested once every 4 years. In Scotland, the default herd testing
frequency is also 4 years, but a risk-based system exempts some herds from testing altogether. To
extend this approach to other areas, a bespoke understanding of at-risk herds and how risk-based
surveillance can affect bTB detection is required. Here, we use a generalized linear mixed model
to inform a Bayesian probabilistic model of freedom from infection and explore risk-based
surveillance strategies in LRAs and Scotland. Our analyses show that in both areas the primary
herd-level risk factors for bTB infection are the size of the herd and purchasing cattle from high-
risk areas of Great Britain and/or Ireland. A risk-based approach can improve the current
surveillance system by both increasing detection (9% and 7% fewer latent infections), and
reducing testing burden (6% and 26% fewer animal tests) in LRAs and Scotland, respectively. Testing at-risk herds more frequently can also improve the level of detection by identifying more
infected cases and reducing the hidden burden of the disease, and reduce surveillance effort by
exempting low-risk herds from testing. Key words: Bovine tuberculosis, risk factors, risk-based surveillance, routine-herd-testing,
slaughterhouse. L. C. M. SALVADOR1, M. DEASON1, J. ENRIGHT3, P. R. BESSELL2 AND
R. R. KAO1* L. C. M. SALVADOR1, M. DEASON1, J. ENRIGHT3, P. R. BESSELL2 AND
R. R. KAO1* L. C. M. SALVADOR1, M. DEASON1, J. ENRIGHT3, P. R. BESSELL2 AND
R. R. KAO1* 1Boyd Orr Centre for Population and Ecosystem Health, Institute of Biodiversity, Animal Health and
Comparative Medicine, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
2The Roslin Institute, The University of Edinburgh, Easter Bush, Midlothian, UK
3Computing Science and Mathematics, Faculty of Natural Sciences, University of Stirling, Stirling, UK Received 22 December 2016; Final revision 9 June 2017; Accepted 3 August 2017 * Author for correspondence R. R. Kao, Royal (Dick) School of
Veterinary Science, Easter Bush Campus, Midlothian EH25 9RG, UK.
(Email: rkao@exseed.ed.ac.uk) https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommon
permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. INTRODUCTION Additional targeted
testing is also performed in herds contiguous to herds
with Officially Tuberculosis Free Status Withdrawn
(OTFW) due to fully confirmed infection (contiguous
and radial tests), in herds that have recently regained
Officially TB Free Status after suffering an episode of
bTB (6- and 12-monthly check tests), herds with
back traced reactors or cases detected through slaugh-
ter surveillance (immediate check tests), herds in
annual testing areas that send animals to other farms
(pre-movement tests) and herds in LRAs that receive
animals from annual testing areas (post-movement
tests) or from Ireland (post-Irish imports). In Scotland, all eligible herds were tested every 4
years under the RHT policy until 31 December of
2011; since then, a risk-based surveillance system has
been adopted exempting from RHT herds identified
as low risk and with high chance of detection via abat-
toir inspection, offering a cost reduction by requiring
fewer herd and animal tests, and fewer false positives
[23]. We hypothesise that, similar to Scotland, the cur-
rent surveillance system in LRAs could be enhanced
by a more targeted, risk-based approach that either
reduces testing of cattle (thereby saving cost and
effort), or enhances identification of infection (thereby
reducing onward risk), or does both. Based upon this,
the objectives of this work are to (1) identify risk
factors associated with breakdowns in these areas;
(2) use a mixed logistic regression statistical model
to compute the herd probability of freedom of infec-
tion; and (3) use a risk-based surveillance model to
evaluate alternative surveillance strategies. Traditionally, the bTB surveillance in GB regime
allowed for different frequencies of routine herd testing
(1 year RHT: HRAs, 2–3 year RHT: intermediate risk
areas, 4 year RHT: LRAs), which was based upon the
perceived risk of bTB in a given parish or the neigh-
bouring parishes. In recent years more geographically
streamlined designations have been introduced. All
herds in Wales were officially placed on annual RHT
in 2010. INTRODUCTION Mycobacterium bovis and it affects an increasing
number of cattle herds in GB, with an especially
high incidence in the South West of England and in
Wales (high-risk areas or HRAs) [4, 7]. While factors
such as herd size, being a dairy farm, and some farm-
ing practices have been identified as herd-level risks
[3, 8–13], the presence of a wildlife reservoir, the
Eurasian badger (Meles meles), makes the control of
the disease particularly difficult and controversial
[2, 11, 14–16]. In contrast, wildlife reservoirs do not
appear to make a meaningful contribution to the Bovine tuberculosis (bTB) in cattle is the most eco-
nomically important disease of livestock in Great
Britain (GB), with substantial impact on animal
health and welfare, farmers’ livelihoods and their
well-being [1–6]. A zoonosis, bTB is caused by L. C. M. Salvador and others 2 spread of bTB in cattle into low-risk areas (LRAs)
such as the north and east of England, or into
Scotland [4, 17]. While large outbreaks in cattle do
occur here [18] and the risk of establishment in wildlife
must be considered, in these areas control efforts can
focus on infection in cattle, and particularly on
imports from HRAs and from Ireland (both the
Republic of Ireland and Northern Ireland), where
bTB prevalence is also high [3, 12, 18–20]. The preva-
lence of bTB in LRAs and in Scotland has been stable
since 2006 and it remains at low levels (∼0·1 in LRAs
and <0·01 in Scotland) [17]. While other supplemen-
tary tests are used [21, 22], bTB cases are mostly iden-
tified
using
the
Single
Intradermal
Comparative
Cervical test (SICCT or colloquially, the ‘skin test’)
or by carcass inspection at the slaughterhouse. A posi-
tive reaction is defined as a difference of >4 mm in
skin swelling when comparing responses with anti-
genic derivatives from Mycobacterium avium and
M. bovis, 72 h post injection. An animal with a posi-
tive test (reactor) is slaughtered and movement restric-
tions are imposed on the farm. A reactor is then
confirmed by identification of at least one tuberculous
lesion post-mortem or if M. bovis is successfully cul-
tured from tissue samples. England. This change in the surveillance testing regime
may come into effect during 2017. INTRODUCTION In England, a new bTB surveillance regime
has been in place since 1 January 2013, whereby
most herds in counties of the so-called low-risk area
(LRA) are tested once every 4 years, whereas herds
in
the
HRA
of
the
West
of
England
and
a
‘transitional’ zone of intermediate bTB incidence
known as the Edge Area (currently encompassing
Hampshire, Berkshire, Buckinghamshire, Northamp-
tonshire, Leicestershire, Nottinghamshire and parts of
East Sussex, Oxfordshire, Warwickshire, Derbyshire
and
Cheshire)
are
tested
annually
(see
online
Supplementary Fig. S1). In order to speed up the detec-
tion of infected herds in increasing bTB incidence parts
of the Edge Area, a 6-monthly testing regime has been
established since January 2015. Furthermore, at the
end of 2016, Defra consulted on proposals to replace
annual testing with 6 monthly herd testing in other
high bTB incidence parts of the Edge Area of https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Surveillance scenarios A number of baseline and risk-based surveillance
options were explored, considering both the likelihood
of becoming infected and detected by SICCT and at
the slaughterhouse. The baseline scenarios include
slaughterhouse surveillance without live testing of
herds, which represents a minimal model (the lowest
amount of surveillance that a herd could be under)
or, in addition, either 1-year (the maximal model
that corresponds to the most prevalent surveillance
approach in HRAs under the current testing regime),
2-year or 4-year RHT (the models that correspond to
RHT surveillance every 2 or 4 years, respectively). Source data Analyses were performed using data between 2007
and 2013 from active holdings (determined by the
unique
County-Parish-Holding
or
CPH
number,
with all cattle associated with that holding assumed
here to belong to one ‘herd’) in LRAs and in
Scotland. Data on the historical SICCT test interval
were used to identify herds in LRAs in England (on
4 yearly testing throughout the period considered),
since the number of these herds has decreased over
time (online Supplementary Fig. S1). Data on holdings, on historic bTB test results, on
incidence and on animal life histories are taken, Risk-based strategies for surveillance of tuberculosis infection. 3 respectively, from the Defra animal health informa-
tion system (SAM) provided by the Animal & Plant
Health Agency (APHA) and from the British Cattle
Movement System (BCMS) Cattle Tracing System
Database (CTS). Data extraction were done as
described in online Supplementary Section S2.1,
which resulted in analyses on 13 327 herds in LRA
and 10 145 herds in Scotland. respectively, from the Defra animal health informa-
tion system (SAM) provided by the Animal & Plant
Health Agency (APHA) and from the British Cattle
Movement System (BCMS) Cattle Tracing System
Database (CTS). Data extraction were done as
described in online Supplementary Section S2.1,
which resulted in analyses on 13 327 herds in LRA
and 10 145 herds in Scotland. for each herd for every year between 2008 and 2013:
herd size, herd type, herd-level prevalence of infection,
number of batches from HRAs received in the previ-
ous year, number of Irish imports received in the
previous year and number of batches sent to slaugh-
terhouse in the previous year. Source data Using the same study period as above, per herd data
were extracted from the SAM and CTS databases
and derived from the risk factor analysis (Section
‘Underlying
risk
factors
for
bTB
breakdowns’). Batches of cattle in the previous year from holdings
to
slaughterhouse
were
extracted
from
CTS. Holdings that did not send any animals to the slaugh-
terhouse were not considered, resulting in a total of 12
942 herds from 13 327 low-risk English herds and
9776 herds from 10 145 Scottish herds used in the ana-
lysis in the section ‘Underlying risk factors for bTB
breakdowns’. The following variables were calculated Statistical analysis Multivariate logistic mixed models were formulated to
assess bTB candidate risk factors in herds in Scotland
and in England (with 4-year testing) during 2008 and
2013. Both year and county were included as random
effects and annual mean herd size, herd type (according
to online Supplementary Table S1), Irish imports and
high-risk movements were considered as fixed effects
(see online Supplementary Section S2.2 for more
details). Models were evaluated using the AIC model
score according to online Supplementary Section
S2.3. Only the predictors that were significant at P <
0·05 were included in the final model. Interactions
and associations between variables were also explored. The significant fixed effects are presented as odds ratios
(Odds) with 95% confidence intervals. The fitted values
extracted from the most significant model correspond
to the probability of the herd becoming infected in
each year of the study (pintro). The risk-based surveillance scenarios were modelled
considering the risk factors identified in the section
‘Underlying
risk
factors
for
bTB
breakdowns’
together with the proportion of the herd’s total stock
that is sent annually to slaughter as elements of infec-
tion risk and detection. All modelled risk-based scen-
arios
also
include
routine
slaughter
surveillance
(baseline). Table 2 provides a summary of the surveil-
lance components of each scenario. ‘Scenarios 1–4’
test more often herds that import ‘high-risk’ animals
and send a low proportion of the total herd to slaugh-
ter every year; ‘scenarios 5–6’ test more often herds
that import ‘high-risk’ animals, send a low proportion
of animals to slaughter, and that have a large number
of animals; ‘scenarios 7–8’ test more often herds that
only have a large number of animals, and, the
‘Scottish scenario’ represents the surveillance that
has been implemented in Scotland since 1 January
2012, in which herds that have a large number of ani-
mals, import ‘high-risk’ animals and send a low num-
ber of animals to slaughter are not exempt from
testing. A detailed description of the elements of risk
of infection, of the model assumptions and of the risk-
based scenarios point-score system can be found in
online Supplementary Section S3. The data were prepared using a combination of UNIX
bash scripting and AWK commands for data extraction,
and R [24] for data processing and management. The
multivariate logistic mixed models and the model selec-
tion were developed in the R lme4 [25, 26] and
LMERConvenienceFunctions [27] packages. https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Model evaluation The model was implemented in the R statistical envir-
onment and run for 100 simulations using data
between 2008 and 2013, with 2008 used as a ’burn-in’
period. The start of the routine herd testing cycle (e.g. every 1-, 2-, 4-years) was generated randomly for each
simulation, to minimise cyclical effects. The risk-based
scenarios were evaluated from 2009 to 2013 by com-
paring the following variables to the equivalent
fitted values from the current surveillance scenarios
in each area (LRA: 4 year-RHT, Scotland: Scottish
scenario; the national totals for each term are given
by summing the values for all herds). If the absolute
difference between two values is <5%, then these
values are considered similar. Derivation of each
term for each holding at a time t is described below: sesystem = 1 −(1 −seherd)(1 −se part), in which seherd is the sensitivity of the SICCT imple-
mented as a herd test, and separt is the part herd sensi-
tivity
for
slaughterhouse
surveillance. The
herd
sensitivity for a whole herd test is calculated as seherd = 1 −(1 −seSICCT)d, seherd = 1 −(1 −seSICCT)d, Where seSICCT is the animal-level sensitivity of the
screening test and d is the number of infected animals
in the herd defined as: (a) The annual expected number of latent infections. Probability of being latently infected for each
farm at time t: (1 −p(free)t). d = N × pstar. The value d is the product of a number drawn from
the distribution of pstar and the annual average num-
ber of animals in the herd N. The sensitivity for a
part herd test for the proportion of the herd that is
sent to slaughter is: (b) The total fitted number of detected infections. Probability of a detected infection at time: (priort-
−p(free)t). (c) The annual number of herds tested. (d) The annual number of cattle tested. se part = 1 −1 n × seslh
N
d
, se part = 1 −1 n × seslh
N
d
, (e) The annual expected number of false positives. The parameter spherd gives the probability of a
given herd being a false positive. Therefore, sum-
ming up spherd for all herds for a given year gives
the expected number of false positives. where n is the number of animals sent to slaughter per
annum. Model description To evaluate the likelihood of herd-level freedom from
infection (herd probability of undetected infection) 17 at 15:29:41, subject to the Cambridge Core terms of use, available a L. C. M. Salvador and others 4 The probability of freedom (the posterior) at time t
is given by: with bTB during a specified time period (t) the model
requires the following parameters: p( free)t =
1 −priort
(1 −priort) + priort × (1 −sesystem) , (a) The probability of the herd becoming infected at
time t (p(intro)t) (from the section ‘Underlying
risk factors for bTB breakdowns’); where priort is the prior probability that the herd is
infected at time t. The prior for t + 1 is: where priort is the prior probability that the herd is
infected at time t. The prior for t + 1 is: (b) Herd size at time t; (b) Herd size at time t; (b) Herd size at time t; (c) The efficacy of the surveillance system implemen-
ted on the farm (RHT and slaughterhouse testing)
(d) The herd-level prevalence of infection pstar. (c) The efficacy of the surveillance system implemen-
ted on the farm (RHT and slaughterhouse testing) priort+1 = (1 −p( free)t) + p(intro)t
−(1 −p( free)t)∗p(intro)t. priort+1 = (1 −p( free)t) + p(intro)t
−(1 −p( free)t)∗p(intro)t. (d) The herd-level prevalence of infection pstar. The model only considers explicitly RHT and
slaughterhouse surveillance. The efficacy of the sur-
veillance system is evaluated by calculating the
herd-level
test
system
sensitivity
sesystem,
which
includes the RHT and part slaughterhouse testing: Model evaluation The false positive (unconfirmed breakdown) detec-
tion rate of the whole herd test spherd is defined as: A scenario is considered to have improved detection
if it has similar or higher number of detections and
lower number of latent infections. spherd = 1 −spn
animal, spherd = 1 −spn
animal, where spn
animal with n = N is the specificity for whole
herd tests. https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Underlying risk factors for bTB breakdowns in LRAs
and Scotland The models created for the risk-factor analysis have a
substantial predictive value, as indicated by the area
under
the curve (LRA
England,
AUC = 0·8685;
Scotland,
AUC = 0·8533;
online
Supplementary
Fig. S2). The significance of the variables used to
determine the risk factors in LRAs and in Scotland
was estimated for the study period 2008–2013. Of
the variables considered in the analysis, herd size,
receiving batches from HRAs, and Irish imports
were associated with bTB incidents in both LRAs
and
Scotland
(Fig. 1,
online
Supplementary
Table S2). The larger the herd, the higher is the
association with bTB infection (Fig. 1 and online
Supplementary Fig. S3 and Table S2). This associ-
ation also applies across different herd types (online
Supplementary Fig. S4), with the exception of dairy
herds where there is a large overlap of the two
distributions, and of store herds (young beef or mixed-
breed animals reared and sold for finishing on fatten-
ing farms) in Scotland, which did not suffer any
breakdowns (online Supplementary Fig. S4-B). Fig. 1. The results of a mixed logistic regression model
that computes the herd risk of infection and determines
the
risk
factors
associated
with
bovine
Tuberculosis
breakdowns in low-risk areas in England (a) and in
Scotland (b) between 2008 and 2013. Odds ratios and 95%
confidence intervals express the contribution of each one
of the significant risk factors. schemes, especially in Scotland where some of the
curves are overlapping. As expected, the high probabil-
ity with slaughterhouse surveillance alone (grey line,
Fig. 2a,c) decreases with increased RHT. Finishing
herds
have
a
lower
probability
of
undetected infection (higher probability of freedom
from infection) in both LRAs and in Scotland (online
Supplementary Fig. S6). In LRAs, they are followed
by dairy, by both beef and suckler, and by store,
while for the period of the study, Scotland did not
register
any
breakdowns
in
store
herds
(online
Supplementary Fig. S4-B), making beef and suckler
(herd of cattle composed of dams and their young
calves up to the point of weaning) the riskiest herds,
followed by dairy. There is a linear relationship
between the average number of animals sent to
slaughter per year and the average herd size with dis-
tinct clustering of finishing and dairy herds both in
LRAs
and
in
Scotland
(online
Supplementary
Fig. S7). Underlying risk factors for bTB breakdowns in LRAs
and Scotland In LRAs, finishing herds are typically smal-
ler than dairy herds (with the exception of some out-
liers),
however,
they
have
more
per
capita
movements to slaughter than dairy ones, followed by
store,
beef
and
suckler
(online
Supplementary
Fig. S7-a). In Scotland, the trend is the same as in
LRAs, with the exception that suckler herds have Receiving batches from HRAs and/or importing
animals from Ireland in the previous year are also
associated with bTB incidents in both areas (Fig. 1,
online Supplementary Table S2). This outcome is con-
sistent with an independent analysis of movements as
risks (online Supplementary Section S1, Fig. S5). Risk-based strategies for surveillance of tuberculosis infection. 5 Fig. 1. The results of a mixed logistic regression model
that computes the herd risk of infection and determines
the
risk
factors
associated
with
bovine
Tuberculosis
breakdowns in low-risk areas in England (a) and in
Scotland (b) between 2008 and 2013. Odds ratios and 95%
confidence intervals express the contribution of each one
of the significant risk factors. to the English herds (see the section ‘Underlying risk
factors for bTB breakdowns’). Should LRA herds
with
the
same
predicted
probabilities
under
the
Scottish model tend to have higher breakdown rates
(or vice versa) this would imply an inherently different
epidemiological risk between these areas, for example
different demographics of the respective cattle popula-
tions, presence of a wildlife reservoir or any other risk
factor not captured by these models. Comparison of bTB risk between LRAs and Scotland To compare the risk of bTB infection between LRAs
and Scotland, we have applied the predictor of the
best-fitted statistical model in LRAs to Scottish herds,
and the predictor of the best-fitted model in Scotland In this analysis, the values used for the test sensitiv-
ities and specificities follow the meta-analysis of bTB
diagnostic test performance in Great Britain per-
formed by Downs et al. [28]. 17 at 15:29:41, subject to the Cambridge Core terms of use, available a https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at BTB surveillance in LRAs and in Scotland
Probability of undetected infection In general, the probability of undetected infection per
herd in LRAs is higher than in Scotland for all the pre-
sented scenarios (Fig. 2). While the probabilities under
different baseline scenarios are distinctly different, these
differences are substantially reduced for the risk-based 6 6 L. C. M. Salvador and others Fig. 2. The cumulative distribution plot of the probability of each herd harbouring undetected infection at the end of each
model time step for all eligible herds in LRA England (a) and in Scotland (b) between 2009 and 2013 from the four
baseline surveillance scenarios. Subplots C and D show the cumulative distribution plot of the probability of each herd
harbouring undetected infection at the end of each model time step for all eligible herds in LRA England (c) and in
Scotland (d) during 2009–2013 from nine risk-based surveillance scenarios. The axes were truncated for clarity. Fig. 2. The cumulative distribution plot of the probability of each herd harbouring undetected infection at the end of each
model time step for all eligible herds in LRA England (a) and in Scotland (b) between 2009 and 2013 from the four
baseline surveillance scenarios. Subplots C and D show the cumulative distribution plot of the probability of each herd
harbouring undetected infection at the end of each model time step for all eligible herds in LRA England (c) and in
Scotland (d) during 2009–2013 from nine risk-based surveillance scenarios. The axes were truncated for clarity. more per capita movements to slaughter than beef and
dairy (online Supplementary Fig. S7-b). latent and detected infections), testing burden (num-
bers of animals and herds tested annually) and the
number of SICCT false positive herd results gener-
ated. The values of these variables were estimated
for each scenario for both areas, were compared
with the current surveillance regimes in each area
(LRAs, ‘4 year RHT’; Scotland, ‘Scottish scenario’)
and are presented in Figure 3 and in Table 1. Baseline scenarios perform as expected, with the not-
able
feature
that
increased
frequency
of
RHTs
(Table 1) greatly reduce the number of latent infec-
tions with RHT frequency (4 and 15 compared with
32 in LRAs; 1 and 5 compared with 30 in Scotland),
but with a minimal increase in the number of detected
infections, while generating substantially more false
positives (2 and 4 times more than the current
systems). BTB surveillance in LRAs and in Scotland
Probability of undetected infection When herd-level risk of infection is incorporated
into surveillance scenarios, the cumulative herd level
probabilities of harbouring undetected infection (calcu-
lated by the cumulative distribution function (CDF))
are very similar across the different risk-based scenarios
(Fig. 2), reflecting the importance of slaughterhouse
surveillance for many herds (the one factor that is con-
stant across scenarios). In LRAs, for higher values of
proportion of herds tested, scenario 1 is the one that
shows the lowest probability of undetected infection
per herd, followed by scenarios 7 and 8. In Scotland,
there are no major differences between the different
scenarios, with the exception of scenarios 5, 6 and
Scottish scenarios, which present slightly higher prob-
abilities of harbouring undetected infection per herd. Results of the risk-based surveillance model (all
figures per annum) are presented in Figure 3 and
Tables 1 and 2. These can be divided into three differ-
ent categories, all of which reduce the burden of
testing: https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Risk-based strategies for surveillance of tuberculosis infection. 7 g. 3. Risk-based surveillance scenarios comparison between LRA England and Scotland. Each panel represents the
rveillance variables used in the probability of freedom model and the x- and y-axes represent the rankings of each
i
E
h
l
h
diff
i
d h
i
l
l
h
h
i Fig. 3. Risk-based surveillance scenarios comparison between LRA England and Scotland. Each panel represents the
surveillance variables used in the probability of freedom model and the x- and y-axes represent the rankings of each
scenario. Each colour represents the different scenarios and the triangle overlap represents that more than one scenario
had the same ranking related to the variable in study. The 4-year scenario was also included in the analysis for
comparison with the risk-based ones. Surveillance scenarios ranking The different surveillance scenarios were ranked
according to their levels of detection (numbers of i.org/10.1017/S0950268817001935
e. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Risk-based strategies for surveillance of tuberculosis infection. (1) Scenarios that improve detection (1) Scenarios that improve detection number of animals tested (290 579 compared with
391 613), and 24% on the number of false positives
(56 compared with 72) in LRAs when compared
with the current 4-year RHT regime. In Scotland
scenario 6 reduces the herd testing by 17% (1328
compared with 1602), the animal testing by 20%
(244 088 compared with 306 499), and the number
of false positives by 24% (31 compared with 41)
when compared with the Scottish scenario. (1) Scenarios that improve detection
In LRAs, scenario 1 decreases latent infections
by 9% (29 compared with 32) for a similar level
of detected infections, it tests 5% fewer herds
annually (3065 compared with 3235), 6% fewer
animals (369 673 compared with 391 613), and
generates 6% fewer false positives (68 compared
with
72),
when
compared
with
the
current
4-Year RHT regime. In Scotland, scenario 2
reduces latent infections by 7% (12 compared
with 14) for a similar number of detected cases
(within 5%), tests 26% fewer animals (304 968
compared with 306 499 for a slight higher number
of herds tested) and generates 10% fewer false
positives (45 compared with 41) than the current
surveillance regime (Scottish scenario). (3) (3) Scenarios that substantially reduce the burden of
testing but lower the levels of detection. (3) Scenarios that substantially reduce the burden of
testing but lower the levels of detection. The scenario that offers savings on the burden
of testing but at the expense of reduced detection
of infected herds in LRAs is scenario 3. This scen-
ario would reduce the testing burden by testing
44% fewer animals (220 621 compared with 391
613), 36% fewer herds (2074 compared with
3235) and generate 38% fewer false positives
(45 compared with 72) while increasing the num-
ber of latent infections by 9% (35 compared with (2) Scenarios that reproduce similar levels of detection. For the same level of detection, scenario 2 offers
a saving of 22% on the number of herds tested
annually (2531 compared with 3235), 26% on the (2) Scenarios that reproduce similar levels of detection. For the same level of detection, scenario 2 offers
a saving of 22% on the number of herds tested
annually (2531 compared with 3235), 26% on the L. C. M. Salvador and others 8 Table 1. DISCUSSION The development of our proposed risk-based surveil-
lance strategy has two major aims. The first is to iden-
tify inefficiencies: in the case of bTB, this amounts to
identifying where slaughterhouse surveillance works
well and therefore RHT can most safely be discarded. The second is to identify those herds most likely to
present an infection risk: both those most likely to
become infected and (more difficult to define) those
more likely to present risks to others. For bTB in
the absence of a wildlife reservoir, larger herds and
those that purchase cattle from HRAs are more likely
to become infected, while herds that sell on many cat-
tle to other premises, present the greatest infection
risk. As our statistical models do not capture this
onward transmission related risks, and as some of
these risks are captured indirectly by herd characteris-
tics, intelligent decision-making is sometimes required
to balance off these issues. For example, finishing
herds bring in many cattle and therefore are a high
risk of becoming infected, however they also send
many cattle to slaughter and do not sell on many cat-
tle to other premises, and therefore present a low risk
to others. The development of our proposed risk-based surveil-
lance strategy has two major aims. The first is to iden-
tify inefficiencies: in the case of bTB, this amounts to
identifying where slaughterhouse surveillance works
well and therefore RHT can most safely be discarded. The remaining scenarios would increase the burden
of testing with at best minimal detection benefits, and
therefore would not contribute to an increased per-
formance of the surveillance system and are not con-
sidered further here. https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at (1) Scenarios that improve detection Summary of the bovine TB surveillance analysis results for low-risk areas in England and for Scotland
between 2009 and 2013
Surveillance
scenario
Interval
(years)
Herds tested
Animals tested
Detected
infections
Latent
infections
False positives
LRA
Scotland
LRA
Scotland
LRA
Scotland
LRA
Scotland
LRA
Scotland
Baseline scenarios
Slaughterhouse
n.a. 0
0
0
0
120
33
80
30
0
0
4 Year
4
3235
2444
391 613
412 293
144
45
32
12
72
58
2 Year
2
6471
4888
783 226
824 587
142
46
15
5
143
115
1 Year
1
12 942
9776
1 566 452
1 649 175
136
45
4
1
286
231
Risk-based surveillance
Scenario 1
0/2/4
3065
2090
369 673
349 453
147
45
29
11
68
49
Scenario 2
0/4
2531
1930
290 579
304 968
143
45
33
12
56
45
Scenario 3
0/4
2074
1629
220 621
227 379
142
44
35
13
45
37
Scenario 4
0/1/2/4
2827
2262
448 135
454 829
143
46
33
11
68
57
Scenario 5
0/1/2/4
1803
1483
264 090
308 083
139
43
39
14
41
36
Scenario 6
0/1/2/4
1682
1328
213 163
244 088
138
42
40
14
37
31
Scenario 7
1/4
3878
3428
735 237
1 352 799
145
46
30
3
270
207
Scenario 8
1/4
3486
2871
570 664
736 476
144
45
31
11
80
72
Scottish scenario
0/4
2166
1602
292 074
306 499
139
43
37
14
51
41
The ‘4 year’ baseline scenario is the one currently implemented in LRAs and the ‘current’ risk-based scenario is the one that
has been implemented in Scotland since January 2012. Table 1. Summary of the bovine TB surveillance analysis results for low-risk areas in England and for Scotland
between 2009 and 2013 Table 1. Summary of the bovine TB surveillance analysis results for low-risk areas in England and for Scotland
between 2009 and 2013 The ‘4 year’ baseline scenario is the one currently implemented in LRAs and the ‘current’ risk-based scenario is the one that
has been implemented in Scotland since January 2012. 32) for the same level of detection. This scenario
would also miss 3 out of 13 breakdowns identified
by RHT (Table 2). Comparison of bTB risk between LRAs and Scotland The herd probability of infection given by the English
and Scottish predictors is presented in Figure 4. The
estimated herd probability of bTB infection is lower
in
Scotland
than
in
LRAs
(μ(Scot) = 0·00080,
σ2(Scot) = 2·5e-06;
μ(LRA) = 0·0020,
σ2(LRA) =
4·1e-05;
online
Supplementary
Fig. S8)
and
if
Scottish herds were exposed to the same risk as
herds in LRAs the average risk per herd would
increase to 0·0013 (σ2 = 7·2 × 10−6, online Supplemen-
tary Fig. S9). However, if LRA English herds were
exposed to the same risk as herds in Scotland, the pre-
dicted risk of infection would be similar to Scotland
(μ = 0·00080, σ2 = 2·3 × 10−6) suggesting that there is
an inherent geographical difference between the two
areas, with the risk of bTB infection higher in LRAs. Despite some broad similarities (the same risk fac-
tors and some similarities in the cattle industry), d cenarios for low-risk areas in England and Scotland during 2009–2013
Points
Testing interval
No. Comparison of bTB risk between LRAs and Scotland RHT column represents the breakdowns that were detected
by routine herd testing risks compared across LRAs and Scotland have some
subtle differences, notably the mean risk of infection
of bTB per herd (LRAs have higher probability of
risk of infection per herd than Scotland), and differ-
ences in per capita movements to slaughter (in
LRAs, beef herds have more per capita movements
to slaughter than suckler and dairy herds, while in
Scotland suckler herds have more per capita move-
ments to slaughter than beef and dairy). Store herds
have the lowest probability of freedom from infection
with
slaughterhouse
surveillance
only,
while
in
Scotland they are the least risky after finishing herds. England and Scotland have proceeded along differ-
ent surveillance paths until now, mainly as a result of
differences in the underlying legislative and policy
environments. As the EU granted official bTB free
(OTF) status to Scotland in September 2009, this
offered the opportunity to do away with routine test-
ing of low-risk herds (while maintaining very similar
detection rates), and so a risk-based surveillance strat-
egy based on our previous work [23] was adopted. The
evidence presented here suggests some refinements
that could offer a higher reduction on the testing bur-
den while maintaining the current level of bTB detec-
tion in Scotland (scenarios 2 and 6). By contrast, in
the LRA of England the process to secure OTF status
has already begun, but has not yet been achieved. Therefore, any reduction of testing at this stage
would present a greater risk and could jeopardise
this process. However, it is something that policy-
makers should consider if the LRA is recognised as
OTF in due course. On the other hand, the present
study shows that there is little to be gained from
increased routine herd testing frequencies in the
LRA. Whether or not changes in surveillance in
LRAs are currently merited, nonetheless it is import-
ant to understand the extent to which the areas consid-
ered low risk in England may differ from Scotland, as
this may be an indicator of the feasibility of achieve-
ment of OTF status in LRAs. A good prediction of the risk of infection in both
LRAs and in Scotland is determined by the size of the
herd, by movements from HRAs, and by whether
herds receive animals from Ireland. Comparison of bTB risk between LRAs and Scotland herds (%)
bTB cases
RHT
LRA
Scotland
LRA
Scotland
LRA
Scotland
Having >20 animals and receiving ‘high-risk’ animals more
than once in the last 4 years and/or slaughtering >25% of stock
and receiving ‘high-risk’ animals more than once in the last 4
years and/or slaughtering >40% of stock
1
1 point = 4 year testing
8665 (67)
6410 (65·6)
54
27
1
2
0 points = no testing
4277 (33)
3366 (34·4)
92
18
17
11
The testing interval column represents the time frame of the bTB testing, which depends on the level of risk based on a score point system (0 = no testing, 1 = 4 year testing, 2
= 2 year testing, 3 = annual testing). The No. herds column corresponds to the number of herds (and percentage of the total number of herds) that fell into each testing
interval category. bTB is the number of confirmed breakdowns for the eligible herds between 2009 and 2013. RHT column represents the breakdowns that were detected
b
ro tine herd testing (
)
Criteria
Points
Testing interval
No. herds (%)
bTB cases
RHT
LRA
Scotland
LRA
Scotland
LRA
Scotland
Having >20 animals and receiving ‘high-risk’ animals more
than once in the last 4 years and/or slaughtering >25% of stock
and receiving ‘high-risk’ animals more than once in the last 4
years and/or slaughtering >40% of stock
1
1 point = 4 year testing
8665 (67)
6410 (65·6)
54
27
1
2
0 points = no testing
4277 (33)
3366 (34·4)
92
18
17
11
The testing interval column represents the time frame of the bTB testing, which depends on the level of risk based on a score point system (0 = no testing, 1 = 4 year testing, 2
= 2 year testing, 3 = annual testing). The No. herds column corresponds to the number of herds (and percentage of the total number of herds) that fell into each testing
interval category. bTB is the number of confirmed breakdowns for the eligible herds between 2009 and 2013. Comparison of bTB risk between LRAs and Scotland herds (%)
bTB cases
RHT
LRA
Scotland
LRA
Scotland
LRA
Scotland
+1
0 points = no testing
2632 (20·3)
2015 (20·6)
93
18
2
2
ing
+1
1 point = 4 year testing
8359 (64·6)
7159 (73·2)
34
22
10
9
2 points = 2 year testing
1951 (15·1)
602 (6·2)
19
5
6
2
’
1
0 points = no testing
2815 (21·8)
2053 (21)
94
19
2
2
1 point = 4 year testing
10 127 (78·2)
7723 (79)
52
26
16
11
k’
1
0 points = no testing
4643 (35·9)
3259 (33·3)
106
26
4
3
1 point = 4 year testing
8299 (64·1)
6517 (66·7)
40
19
14
10
−1
−1 or 0 points = no testing
4524 (35)
3152 (35)
27
12
4
3
+1
1 point = 4 year testing
6166 (47·6)
4585 (46·9)
101
22
8
4
+1
2 points = 2 year testing
1932 (14·9)
1845 (18·9)
14
10
6
4
+1
3 points = 1 year testing
320 (2·5)
194 (2)
4
1
0
2
−1
−1 or 0 points = no testing
6828 (52·8)
4504 (46·1)
72
25
8
4
+1
1 point = 4 year testing
5076 (39·2)
4679 (47·9)
67
15
9
6
+1
2 points = 2 year testing
1007 (7·8)
559 (5·7)
7
5
1
3
+1
3 points = 1 year testing
31 (0·2)
34 (0·3)
0
0
0
0
−1
−1 or 0 points = no testing
7160 (55·3)
4878 (49·9)
89
31
11
6
+1
1 point = 4 year testing
4859 (37·5)
4499 (46)
50
10
6
5
+1
2 points = 2 year testing
910 (7)
390 (4)
7
4
1
2
+1
3 points = 1 year testing
13 (0·1)
9 (0·1)
0
0
0
0
1
1 point = 4 year testing
857 (6·6)
1312 (13·4)
58
14
3
4
3
3 points = 1 year testing
12 085 (93·4)
8464 (86·6)
88
31
15
9
1
1 point = 4 year testing
12 607 (97·4)
9206 (94·2)
110
37
17
11
3
3 points = 1 year testing
335 (2·6)
570 (5·8)
36
8
1
2 10 L. C. M. Salvador and others Criteria
Points
Testing interval
No. https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Comparison of bTB risk between LRAs and Scotland Larger herds have
a greater likelihood of infection in both areas, confi-
rming previous results in an earlier time period [4, 29]. The continued significance of the high-risk movements
despite pre-movement testing suggests that greater test
sensitivity could accrue substantial benefits (possibly
even if there is a cost of reduced test specificity). The
risk of bTB breakdowns can also be due to local effects https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at Risk-based strategies for surveillance of tuberculosis infection. 11 Fig. 4. Herd probability of infection given by the English
(LRA)
and Scottish
predictors. The
different
colours
represent the location of each herd (orange: LRA England,
light blue: Scotland). If herds in Scotland were exposed to
the same level of risk as herds in LRA England, their
probability of getting infected would be higher. From the
other hand, if herds in LRA England were exposed to the
same level of risk as herds in Scotland, their probability of
getting infected would be lower. implementation and the differential impact on the
various sectors of the industry, our analyses show
that the current schemes in LRAs and in Scotland
are effective and a more frequent testing regime (1
or 2 years interval) will provide higher freedom from
disease (originate fewer latent infections), but will
not improve the current number of detected break-
downs and will substantially increase the burden asso-
ciated with testing. However, surveillance in LRAs
can be improved if herds that are at higher risk are tar-
geted. It is not expected that these factors affect the
performance of the model, however. As the frame-
work used is scalable and adaptable, it can be
extended with other surveillance scenarios, as well as
other policy measures currently implemented in both
LRAs and Scotland, such as pre-movement and post-
movement testing. Fig. 4. Herd probability of infection given by the English
(LRA)
and Scottish
predictors. The
different
colours
represent the location of each herd (orange: LRA England,
light blue: Scotland). If herds in Scotland were exposed to
the same level of risk as herds in LRA England, their
probability of getting infected would be higher. From the
other hand, if herds in LRA England were exposed to the
same level of risk as herds in Scotland, their probability of
getting infected would be lower. SUPPLEMENTARY MATERIAL The supplementary material for this article can be
found at https://doi.org/10.1017/S0950268817001935 CONCLUSION This paper has demonstrated that the determinants of
bTB infections in LRAs of England and in Scotland
are very similar to each other, but that the magnitude
of risk in LRAs is markedly higher than in Scotland,
suggesting some underlying risks not captured in this
analysis. Risk-based surveillance is an effective and
efficient method that reduces the cost by testing
fewer animals whilst improving/maintaining the level
of disease detection. A full evaluation of the best strat-
egy would entail a cost-benefit analysis considering
the impacts of all changes in testing rates, impact on
herd restrictions, and risk of onward transmission,
and more subtly, changes in surveillance that may
have unintended consequences for farmer behaviour. While such analyses lie outside the scope of this
paper, the results presented here, specifying the purely
epidemiological benefits of risk-based surveillance, are
the essential groundwork for such a broader task. such as the history of bTB cases in the herd [4, 19] and
poor farm biosecurity [30]. These factors have not been
considered in the analysis, but it is likely that they also
play a role and be responsible for the persistence and
spread of the disease. That herds in LRAs have substan-
tially higher risk of infection than in Scotland even
under the same risk model is notable, suggesting that
there are important epidemiological factors not captured
in our models; this merits further study beyond the
scope of this paper. In this work, a model of freedom from infection
was used to evaluate different strategies for surveil-
lance for bTB in LRAs and Scotland. By exploiting
statistical analyses defining herd level probability of
freedom from disease layered by significant risk
factors, testing frequencies can be refined to test highly
probable infections more frequently, and conversely
potentially reducing testing of low-risk herds. The
strategies modelled here focused on significant indica-
tors of risk, penalizing herds with large sizes that
receive ‘risky’ imports (movements from HRAs and
Ireland). Herds that send a small proportion of their
stock to slaughterhouse are also penalised, as this
makes slaughterhouse detection less likely. https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at REFERENCES 19. Green DM, et al. Estimates for local and movement-
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with tuberculosis breakdowns among cattle herds in
England before the 2001 foot-and-mouth disease epi-
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the national level in Great Britain. BMC Veterinary
Research 2012; 8(1): 51. 23. Bessell PR, et al. Developing a framework for risk-
based surveillance of tuberculosis in cattle: a case
study of its application in Scotland. Epidemiology and
Infection 2012; 141(2): 314–323. 5. White PCL, et al. Control of bovine tuberculosis in
British livestock: there is no ‘silver bullet’. Trends in
Microbiology 2008; 16(9): 420–427. 24. R Core Team. R: A Language and Environment for
Statistical Computing. Vienna, Austria: R Foundation
for Statistical Computing, 2014 (http://www.r-project. org/). Accessed 29 June 2016. 6. Krebs JR. Bovine tuberculosis in cattle and badgers. State Veterinary Journal (UK) 1998; 8(1): 1–3. 25. Bates D, et al. Lme4: linear mixed-effects models using
Eigen and S4. R Package Version 1 2014; 1(7): 1–23. 7. Baker C. Bovine TB statistics: Great Britain. ACKNOWLEDGEMENTS Thanks to A.P. Mitchell for data access and help in
the interpretation of the databases, and P. Upton for
help in generating herd sizes from the CTS database. Thanks to members of the bTB Programme of
Defra and project report anonymous reviewers for While the actual policy implemented will depend on
other
considerations
such
as
the
practicality
of L. C. M. Salvador and others 12 herds
in
the
south
west
of
England. Preventive
Veterinary Medicine 2010; 95(3–4): 224–230. herds
in
the
south
west
of
England. Preventive
Veterinary Medicine 2010; 95(3–4): 224–230. comments on an earlier version of this work. Thanks
to Theo Pepler for comments on an earlier presenta-
tion
of
this
work. Thanks
to
Ricardo
De
la
Rua-Domenech for useful feedback on the final ver-
sion of this work. LCMS and MD were funded by
Defra project SE3285, JE by Scottish Government
as part of EPIC: Scotland’s Centre of Expertise on
Animal Disease Outbreaks. 14. Woodroffe R, et al. Effects of culling on badger abun-
dance: implications for tuberculosis control. Journal of
Zoology 2007; 274(1): 28–37. 15. Donnelly CA, et al. Positive and negative effects of wide-
spread badger culling on tuberculosis in cattle. Nature
2006; 439(7078): 843–846. 16. Hone J, Donnelly CA. Evaluating evidence of associ-
ation of bovine tuberculosis in cattle and badgers. Journal of Applied Ecology 2008; 45(6): 1660–1666. 17. DEFRA-Publications. The
Strategy
for
Achieving
Officially Bovine Tuberculosis Free Status for England. London: Defra-Publications, 2014. The authors have no conflicts of interest. The authors have no conflicts of interest. 18. Gopal R, Goodchild A, et al. Introduction of bovine
tuberculosis to north-east England by bought-in cattle. Veterinary Record 2006; 159(9): 265–271. https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0950268817001935
Downloaded from https://www.cambridge.org/core. Edinburgh College of Art, on 11 Dec 2017 at 15:29:41, subject to the Cambridge Core terms of use, available at REFERENCES House of
Commons Library 2015; 6081: 1–9. 26. Bates D, et al. Fitting linear mixed-effects models using
lme4. Journal of Statistical Software 2015; 67(1): 1–48. 8. Vial F, Johnston WT, Donnelly CA. Local cattle and
badger populations affect the risk of confirmed tubercu-
losis in British cattle herds. PLoS ONE 2011; 6(3):
e18058. 27. Tremblay A, Ransijn J. LMERConvenienceFunctions:
Model Selection and Post-hoc Analysis for (G)LMER
Models. R package version 2.10 (https://CRAN.R-pro-
ject.org/package=LMERConvenienceFunctions), 2015. 9. Karolemeas K, et al. Predicting prolonged bovine tuber-
culosis breakdowns in Great Britain as an aid to control. Preventive Veterinary Medicine 2010; 97(3–4): 183–190. 28. Downs S, et al. Meta-analysis of diagnostic test perform-
ance and modelling of testing strategies for control of
bovine tuberculosis. In Proceedings of the Society for
Veterinary
Epidemiology
and
Preventive
Medicine,
2011, pp. 139–153. 10. Olea-Popelka F, et al. A case study of bovine tubercu-
losis in an area of County Donegal, Ireland. Ireland
Veterinary Journal 2006; 59(12): 683–690. 11. King D. Bovine Tuberculosis in Cattle and Badgers. London: Department for Environment Food & Rural
Affairs (Defra), 2007. 29. Vial F, Donnelly CA. Localized reactive badger culling
increases risk of bovine tuberculosis in nearby cattle
herds. Biology Letters 2011; rsbl201105. doi: 10.1098/
rsbl.2011.0554. 12. Carrique-Mas JJ, Medley GF, Green LE. Risks for
bovine tuberculosis in British cattle farms restocked
after the foot and mouth disease epidemic of 2001. Preventive Veterinary Medicine 2008; 84(1): 85–93. 30. Ortiz-Pelaez A, Pfeiffer DU. Use of data mining techni-
ques to investigate disease risk classification as a proxy
for compromised biosecurity of cattle herds in Wales. BMC Veterinary Research 2008; 4(1): 24. 13. Ramírez-Villaescusa AM, et al. Risk factors for herd
breakdown with bovine tuberculosis in 148 cattle
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The representation of ideology: Orwell’s (re)reading of ‘Boys’ Weeklies’
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Literator
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cc-by
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1. This article is based on a chapter from the present writer’s MA dissertation entitled
Artful Propaganda: A Study of George Orwell’s Technique in Selected Essays (UNISA,
1987). Material used with permission. ISSN 0258-2279
LITERATOR 11
No. 3
November 1990 ISSN 0258-2279
LITERATOR 11
No. 3
November 1990 ISSN 0258-2279 ISSN 0258-2279 November 1990 Abstract The aim of this paper is to unmask the underlying assumptions of Orwell’s reading
strategy in order to illustrate that texts written from a conscious and specific
ideological perspective is much more vulnerable to ideological “unmasking” than
texts which do not have such a specific ideological bias. A number of key aspects
with regard to commitment, ideology and representation are identified and used as
criteria for a critical reading of “Boys’ Weeklies”, one of Orwell’s most famous
essays. 2. Theses • Commitment is the representation of a writer’s implicit or explicit ideology
and manifests itself in literary or critical texts in which the writer either
pleads openly for a particular point of view or ideology of a political, social
or religious nature, or subtly tries to manipulate his readers into accepting
his particular ideology or point of view with the ultimate aim of affecting a
change in his reader’s attitude and approach (Bachrach, 1980: 372; my
translation - AMdeL). • The concept ideology is used in a wide variety of contexts and can therefore
often be misunderstood if it is not clearly defined within each context. McCormick and Waller (1987: 195-196) emphasize that it should not merely
be seen as a set of alien or wrong ideas, but should be seen as pointing to
“(t)hose common values, practices, ideas, and assumptions of a particular
society that, in fact, hold it together: the deeply ingrained, sometimes only
partly conscious, habits, beliefs, lifestyles of a particular time and place.” The
major function of an ideology is to define and limit the cultural practices of
society by structuring their experience of reality in a way which would suggest
that the existing order of things is permanent, natural, universally
acknowledged and true. As such it provides coherence and a lo^cal pattern
to a society’s social, political and cultural expression and practices. Language is a writer’s only medium by means of which he can effect a change
of heart in his readers. It is therefore imperative for the committed writer to
accept the arbitrary nature of the various codes embedded in a linguistic
system and therefore also the premise that language can engage meaningfully
with reality by inventing, representing, cheating, playing, enchanting and
animating (Nuttall, 1984: 192-193). A committed writer invariably invents a
new reality which has a very definite and recognizable link with reality as
perceived by the reader, but at the same time perverts the language to
emphasize his interpretation of reality, or to point out why somebody else’s
interpretation of reality is invalid or not as valid or truthful as his. 1. Introduction Frederic Jameson, in the preface to The Political Unconscious: Narrative as a
Socially Symbolic Act (1986), states that the interpretation of texts is not an
isolated act, but takes place within a Homeric battlefield, on which a host of
interpretative options are either openly or implicitly in conflict and that only
“another, stronger interpretation can overthrow and practically refute an
interpretation already in place” (1986; 13). The aim of this article is to take to
the Homeric battlefield in a somewhat unconventional and undercover way by
unmasking the underlying ideology of Orwell’s interpretative strategies and in
so doing argue that a text which has been written from an explicit ideological
point of view is even more vulnerable to ideological “unmasking” than texts
which have been written without any explicit bias. 108 The method followed is as follows: a number of theses regarding commitment,
ideology and language as representative medium are posited, and then used as
criteria against which Orwell’s approach and style in a key essay in his critical
oeuvre are measured after his basic ideological stance has been delineated. 23 McCormick and Waller (1987: 194) define literary and general ideology as follows:
“The term ideology ... refers to the shared though very diverse beliefs, assumptions,
habits and practices of a particular society. Some of these are specifically literar>'
matters, such as whether the author is seen as a unique genius or as a spokesperson
for society, what literary genres and conventions are most highly valued, whether
women’s writing is valued as highly as men’s, and so forth. We refer to such aspects
as literary ideology. We refer to all other, non-literary, matters as general ideology". 2. Theses While it
is readily acknowledged that all literary works attempt to influence their
readers in some way or another, it should be emphasized that this is the
committed writer’s primary aim, and care should be taken not to be misled
by the writer’s “perversion of words” (Orwell, 1980b: 20), but to look for the
subtleties and nuances when studying the ways and means through which a
committed writer tries to effect this change. Language is a writer’s only medium by means of which he can effect a change
of heart in his readers. It is therefore imperative for the committed writer to
accept the arbitrary nature of the various codes embedded in a linguistic
system and therefore also the premise that language can engage meaningfully
with reality by inventing, representing, cheating, playing, enchanting and
animating (Nuttall, 1984: 192-193). A committed writer invariably invents a
new reality which has a very definite and recognizable link with reality as
perceived by the reader, but at the same time perverts the language to
emphasize his interpretation of reality, or to point out why somebody else’s
interpretation of reality is invalid or not as valid or truthful as his. While it
is readily acknowledged that all literary works attempt to influence their
readers in some way or another, it should be emphasized that this is the
committed writer’s primary aim, and care should be taken not to be misled
by the writer’s “perversion of words” (Orwell, 1980b: 20), but to look for the
subtleties and nuances when studying the ways and means through which a
committed writer tries to effect this change. 109 The key question which logically falls within the ambit of this article, is; how
does a writer’s ideology effect or influence his own literary and critical texts, as
well as his interpretation of other texts? McCormick and Waller see this influence as analogous to “a powerful force
hovering over us as we write or read a text ... [always reminding] us of what is
correct, commonsensical, or ‘natural’. It tries ... toguide the readings of a text.. (1987: 197; my italics - AMdeL). 4. Orwell never outlined his ideology as such. However, the most coherent
representation of his ideas and beliefs was outlined in The Road to Wigan Pier (1980).
His ideology is based on two key concepts, justice and common decency. 5. Orwell’s reminiscences about his schooldays were published in a very negative essay,
“Such, Such Were the Joys” (1982b: 379-422) and evoked severe criticism from his old
school friends. 2. Theses One could therefore argue that a committed
writer’s ideology, embedded implicitly or explicitly in his work, will attempt to
guide or manipulate a reading of a text much more strongly than would, say,
that of a text dealing not so much with societal issues but with very personal
and intense emotions. These guiding principles will therefore either be
strengthened or opposed by the society’s literary ideology,^ as this shows how
a society’s general ideology^ is articulated through its literary and cultural
practises. These guiding principles will furthermore paradoxically expose the
writer’s own ideology as these will differ markedly from the society’s literary
ideology. The greatest effect is achieved when a writer succeeds in camouflaging
his approach so that the disparity between a reader’s ideology and the writer’s
ideology seems insignificant and not at all relevant. Adorno (1%2: 303-304)
emphasizes this aspect strongly when he distinguishes between commitment and
tendency: In esthetic theory, ‘commitment’ should be distinguished from ‘tendency’. Committed
art in the proper sense is not intended to generate ameliorative measures, legislative
arts or practical institutions - like earlier propagandist (tendency) plays against
syphilis, duels, abortion or borstals - but to work at the level of fundamental attitudes... But what gives commitment its esthetic advantage over tendentiousness also renders
the content to which the artist commits himself inherently ambiguous. Before investigating the underlying ideology represented in Orwell’s essay
“Boys’ Weeklies” (1982a: 505-531), it will first be necessary to refresh one’s
memory with regard to the context in which it originated, as well as Orwell’s
ideology as self-appointed spokesman of the working-class, his experiences in
the Spanish Civil War, his personal experience of the English educational
system, and, finally, his views on the relationship between writer and society. 110 6. Years later Orwell expressed his guilt feelings about his parents’ poverty through
Gordon Comstock, the protagonist of Keep the Aspidistra Flying: 3. Orwell’s ideology^ Orwell’s personal ideology must first be defined if one is to see the subtle, and
sometimes not so subtle, representation of this ideology in his reading of “Boys’
Weeklies”. This ideology was influenced by many things, three of the most important being
his stay at Eton, the machinations of the British class system in general and the
Spanish Civil War. Orwell’s experience of the English educational system had a lasting effect on his
view of the English class system, and later became a full-scale attack on the
public-school ethos.* As a schoolboy coming from “a lower-upper middle-class
family” (Crick, 1980: 58), he experienced both the subtle and blatant nuances
of class prejudice. His parents could only manage to send him to St Cyprians,
a second-rate preparatory school, where, unknown to Orwell, he was kept at
half-fees.* He eventually overcame his problems at St Cyprians and won a
scholarship to Eton, where he experienced upper-class snobbery at first hand. T.R. Fyvel accurately articulates the effect Eton had on the development of
Orwell’s outlook when he says that “Eton also gave him a sharp idea of how the
English class system worked and who was truly of the English upper-class and
who was not” (1982: 48). Orwell’s awareness of his parents’ lack of money and
his experience at Eton changed his attitude from feelings of guilt - which
caused him many hours of anguish and shame at St Cyprians - to a determined
stubbornness. To excel at Eton meant to conform to the norms and expectations 5. Orwell’s reminiscences about his schooldays were published in a very negative essay,
“Such, Such Were the Joys” (1982b: 379-422) and evoked severe criticism from his old
school friends. 6. Years later Orwell expressed his guilt feelings about his parents’ poverty through
Gordon Comstock, the protagonist of Keep the Aspidistra Flying: Even at the third-rate schools to which Gordon was sent nearly all the boys were
richer than himself. They soon found out his poverty, of course, and gave him hell
because of it. Probably the greatest cruelty one can inflict on a child is to send it to
a school among children richer than itself. A child conscious of poverty will suffer
snobbish agonies such as a grown-up person can scarcely imagine (1981: 46). 7. Cyril Connolly once summarized Orwell’s stubbornness at Eton as follows; “I was a
stage rebel. Orwell was a real one” (1%1: 178). 8. POiJM: Partido Obrero de Unification Marxista (Worker’s Party of Marxist
Unification). 10. Orwell often repeated this idea, two of the most prominent reiterations being:
“... no book is genuinely free from political bias” (1982a: 26) and “But every writer,
especially every novelist, has a ‘message’, whether he likes it or not, and the minutest
details of his work are influenced by it. All art is propaganda” (1982a: 492). 9. These essays are “Why I Joined the Independent Labour Party” [1938] (1982a: 373-
375); “Why I Write” [1946] (1982a: 23-30); “The Prevention of Literature” [1946]
(1980b: 81-95); “Politics vs. Literature: An Examination of Gulliver's Travels [1946]
(1980b: 241-261) and “Writers and Leviathan” [1948] (1980b: 463-470). 3. Orwell’s ideology^ Ill of the upper-class and he firmly decided against this7 His career at Eton was
an unglamorous one; no prizes, no university entrance, and no position in the
Civil Service. Orwell’s experience at Eton, poignantly emphasized by the
following statement - “The English class system is so subtle an instrument of
discomfort that its victims can suffer pains quite imperceptible to those on the
receiving end of a sharper divisiveness. Orwell was a connoisseur of social
shame both upwards and downwards: a poor boy at Eton, an Etonian among
the poor” (Hope, 1971:10) - formed the basis of his hatred of everything which
had to do with the English class system. While his ideology found its most coherent articulation in The Road to Wigan
Pier (1980), it was given impetus by his experiences as a policeman in Burma
and as an unemployed writer-to-be, “slumming” in Paris and London during the
thirties. Orwell, as spokesman for the working-class, fought against everything
upper-class and stated his intentions quite clearly: For perhaps ten years past [1928-38] I have had some grasp of the real nature of
capitalist society. I have seen British imperialism at work in Burma and I have seen
something of the effects of poverty and unemployment in Britain. In so far as I have
struggled against the system, it has been mainly by writing books which I hoped
would influence the reading public. I shall continue to do that... (1982a: 374) His experiences during the Spanish Civil War and the insights he gained proved
to be a major formative influence. His first-hand contact with Communist
propaganda made a deep impression on his developing ideas. This is
emphasized by Stansky and Abrahams: “At the heart of his socialism ... was a
belief in honour and decency. And the way in which the POUM® was being
misrepresented by its enemies seemed to him indecent and dishonourable: the
politics of lying, the malignant distortions of language” (1981: 229). 4. Orwell’s “Poetics of Commitment” 4. Orwell’s “Poetics of Commitment” Orwell wrote a great deal about the relationship between a writer and his 112 society. 3. Orwell’s ideology^ Gerard Manley Hopkins) is really, if one looks
closely, making a desperate attempt to use them straightforwardly. Whereas a writer
who seems to have no tricks whatever... [is] making an especially subtle flank attack
upon positions that are impregnable from the front. (1980a: 19-20; my italics -
AMdeL) When one bears all this in mind, the representation of Orwell’s ideology
becomes much more transparent in his rereading and unmasking of the
subtleties and falsehoods of language and upper-class ideology in such
apparently innocent texts as “Boys’ Weeklies”. 3. Orwell’s ideology^ If one looks at the six key essays® regarding this relationship one can
almost posit an Orwellian “poetics of commitment” which will delimit the
parameters within which he operated and help one to grasp the subtleties of his
approach as well as the pitfalls which even a writer as subtle and cunning as
Orwell cannot escape. Each writer, says Orwell, has a desire not to become involved in politics, but is
inevitably drawn into making his allegiances public because of the increasing
attack on freedom of speech. “All issues are political issues, and politics itself
is a mass of lies, evasions, folly, hatred and schizophrenia” (Orwell, 1980b; 167). Because a writer [in the 20th century] lives in a tumultuous age, his spiritual
hinterland will be one from which he cannot escape, one which forces a writer
to become a committed writer. The age determines that there is no such thing
as “non-political literature” (Orwell, 1980b: 88). Eagleton (1986: 59)
underscores Orwell’s view when he states that in cases where authorial
ideologies are in conflict with a dominant general ideology, “their modes of
ideological disinheritance from that contemporary historical moment are
determined, in the last instance, by the nature of that moment itself’. Given the situation that all issues are political issues, a modern writer should
use his work to guide his readers in a particular direction. In stating four
universal motives which guide all writers, Orwell states emphatically that one of
these motives is “... a desire to push the world in a certain direction, to alter
other people’s idea of the kind of society that they should strive after” (1982a:
26). The committed writer should strive to transmit his message which is
inherent in every text and from which no text can escape clearly and
unequivocally. If a committed writer has set himself these aims, how then should he go about
changing the readers’ attitudes? Orwell says that a writer should not consciously
tell lies, but should report events truthfully, “or as truthfully as is consistent with
the ignorance, lies and self-deception from which every observer necessarily 113 suffers” (1980b: 83). Comhiitted writing is, says Orwell:
Largely a perversion of words, and I would even say that the less obvious the
perversion is, the more thoroughly it has been done. For a writer who seems to twist
words out of their meanings (e.g. 11. Orwell’s hatred of the class system is nowhere as poignantly articulated as in the
following passage in The Road to Wigan Pier 5. Orwell’s (re)reading of “Boys’ Weeklies” 114 generating of “a complete fantasy life” (Hunter, 1984: 112) and for bemg
“fantastically unlike life at a real public-school” (Orwell, 1982a: 507) as no
mention is made of the beatings and humiliation suffered by the boys. On the
other hand the glamour and paraphernalia of the public-school, the “lock-up,
roll-call, house matches, fagging, speeches [and] cosy teas round the study fire”
(1982a: 511) are exploited fully and presented in such a way that life at a public
school becomes an ideal for the readers. Upper-class names, manners and
moral abound: Talbot, Manners and Lowther are frequently used and readers
are often reminded of the presence of titled boys: “Gussy is the honourable
Arthur A. D’Arcy, son of Lord Eastwood ... Jack Blake is heir to ‘broad
acres’ ... Hurree Jamset Ram Singh (nicknamed Inky) is the Nabob of
Bhanipur ... [and] Vernon-Smith’s father is a millionaire” (1982a: 511). Their
speech mannerisms are typical of upper-class speech, albeit in a caricatured
form: “Bai Jove! This is a go, deah boy!... I have been thrown into quite a
fluttah! Oogh! The wuffians! The fearful outsidahs!” (1982a: 508). Orwell sees the underlying morality as similar to that of the Boy Scout
Movement.'^ The “good” boys are good in the “cleanliving Englishman tradition
- they keep in hard training, wash behind their ears, never hit below the belt”
(1982a: 509), while the “bad” boys, on the other hand, regularly visit pubs,
smoke and place bets. Orwell’s ridicule of upper-class ideology is palpable. As stated earlier, it is interesting to note that Orwell’s “re-reading” of “Boys’
Weeklies” provoked quite a caustic retort from Frank Richards, the author of
many of the stories in the Gem and Magnet. If one studies Richard’s rebuttal
closely, his own personal ideology is clearly represented in a way which exposes
the points at which Orwell’s underlying ideology differs from that of Richards. Thus by contrasting the two writers’ views, the differences, strengths and
weaknesses of each writer’s ideology are exposed. In answering to Orwell’s
charges of cleanliness and snobbishness, Richards implicitly confirms the fact
that the weeklies are produced from within a particular ideological framework. His sarcastic retort - “Now, although Mr Orwell may not suspect is, the word
‘aristocrat’ has not wholly lost its original Greek meaning. 12. A Boy Scout had to “promise that on his honour he would do his best to do his duty
to God and his country (or sovereign), to help other people at all times and to obey
the scout law, itself a code of chivalrous behaviour easily understood by the boy”
(Corbett, 1971: 41). 5. Orwell’s (re)reading of “Boys’ Weeklies” The main theme of the weekly stories Orwell selects for scrutiny is the public-
school life at the imaginary schools of Greyfriars and St Jim’s, which are
depicted as “ancient and fashionable foundations of the type of Eton or
Winchester” (1982a: 507). Orwell raises a number of objections to this theme:
the harsh realities of life that had to be endured as a result of the British class
system'* allow no places for fantasy, not even in a boys’ paper. He objects to the 11. Orwell’s hatred of the class system is nowhere as poignantly articulated as in the
following passage in The Road to Wigan Pier The train bore me away, through the monstrous scenery of slagheaps, chimneys, piled
scrap-iron, foul canals, paths of cindery mud criss-crossed by the prints of clogs. This
was March, but the weather had been horribly cold and everywhere there were
mounds of blackened snow. As we moved slowly through the outskirts of the town
we passed row after row of little grey slum houses turning at right angles to the
embankment. At the back of one of the houses a young woman was kneeling on the
stones, poking a stick up the leaden waste-pipe which ran from the sink inside and
which I suppose was blocked. I had time to see everything about her - her sacking
apron, her clumsy clogs, her arms reddened by the cold. She looked up as the train
passed, and I was almost near enough to catch her eye. She had a round pale face,
the usual exhausted face of the slum girl who is twenty-five and looks forty, thanks
to miscarriages and drudgery; and it wore, for the second in which I saw it, the most
desolate, hopeless expression I have ever seen. It struck me then that we are
mistaken when we say that ‘it isn’t the same for them as it would be for us’, and that
the people bred in the slums can imagine nothing but the slums. For what I saw in
her face was not the ignorant suffering of an animal. She knew well enough what was
happening to her - understood as well as I did how dreadful a destiny it was to be
kneeling there in the bitter cold, on the slimy stones of a slum backyard, poking a
stick up a foul drain-pipe (1980: 16-17). 5. Orwell’s (re)reading of “Boys’ Weeklies” It is an actual fact
that, in this country at least, nobleman are generally better fellows than
commoners” (1982a: 535) - not only hints at Orwell’s own background, but also
reveals the typical upper-class morality which Orwell has set out to expose. Richards, however, seems to realize the implications of such a stance a bit 115 further in his essay and weakens his argument by stating that “they [the
workers] are not only the backbone of the nation; they are the nation”; all other
classes being merely trimmings” (1982a: 536). This back-pedalling, if not
downright contradiction, is an attempt prompted less by honest conviction than
by hard headed expediency, to allay working class readers’ annoyance and only
confirms Orwell’s stand that these weeklies are propagandist. Orwell’s criticism of the manners and morality shows that these are represented
in the characters’ attitudes in ways that would influence readers to blithely and
unquestioningly accept the political and social status quo. As such the weeklies
are themselves instruments in the hands of their upper-class owners and the
educational system. The obvious attempt to emphasize the difference in
education merely serves to focus even more sharply on the crucial issue of
wealth. The characters are portrayed in a way which, says Orwell, reinforces the
position of the upper-class. The characters are the typical upper-class public
school characters: there are the born leaders, the boy-assistants, the studious
lads, the eccentrics and - of particular importance to Orwell’s argument - the
scholarship boy: “Then there is the scholarshipboy, an important figure in this
class of story because he makes it possible for the boys from the very poor
homes to project themselves into the public school atmosphere” (1982a: 514). The autobiographical strain of this adds a certain poignancy to Orwell’s
argument. He maintains further that while most of the characters are from the upper-class,
the working class characters are presented only in an unfavourable light: “The
working-classes only enter into the Gem and Magnet as comics or semi
villains ... [they] appear as prize-fighters, acrobats, cowboys, professional
footballers and Foreign Legionnaires - in other words, as adventurers. There
is no facing of the facts about working-class life, or indeed, about working life
of every description” (1982a: 526). Thus the unattainable ideal serves to impress
their deprived status even upon their already conditioned minds. 5. Orwell’s (re)reading of “Boys’ Weeklies” Another accusation levelled at the weeklies is that, despite the fact that some
of the characters are ostensibly working class, they are all living at several pounds a week above their income. And needless to say,
that is just the impression that is intended... Not only is a five-to-six pound a week
standard of life set up as the ideal, it is tacitly assumed that that is how the working
class people really do live. The major faas are simply not faced. It is admitted, for
instance, that people lose their jobs; but then the dark clouds roll away and they get
better jobs instead. No mention is made of the dole, no mention of tradeunionism. No suggestion anywhere that there can be anything wrong with the system as a
system. (Orwell, 1982a: 527) 116 It seems then as if Orwell is suggesting that the working class characters and
their lifestyles are presented in ways which undermine the morale of the
working class and make them feel inferior, their presentation being based on the
assumption that “inferior” people will not challenge the validity of a system
dominated by “superior” people. Richard’s (see Orwell, 1982a: 531-540) answers to these accusations serve as a
clear indication of how Orwell’s ideology leads him to use the very methods of
propaganda which he abhors. Richards states firmly that a misrepresentation of
the working class would not only be bad manners, but bad business as well, as
circulation figures depend on working class readers. Orwell seems to
(conveniently?) lose sight of the aims of a boys’ paper’, namely entertainment
and escape. Richards’s rhetorical “are these [strikes, slumps and unemployment]
really subjects for young people to meditate upon?” (Orwell, 1982a: 537)
underlines the fact that Orwell deliberately seems to “forget” what boys papers
set out to do, or is deliberately distorting the real issues. However, Orwell’s analysis does not end with the weeklies only. He also turns
his attention to the. readers, whom he divides into three significant groups: boys
who attend public schools and read Gem and Magnet up to twelve years of age;
boys at private schools who cannot afford to go to public schools and read the
weeklies for much longer, lingering on the impossible dream of a public school
education; and working class boys who work in offices, factories and mines and
are enthralled by the glamour of the public schools. 5. Orwell’s (re)reading of “Boys’ Weeklies” Orwell argues that the
weeklies are aimed at precisely the third group, many of whom will never read
anything else other than newspapers, the assumption being that the readers with
some subordinate job are led to identify with people in positions of command
and that therefore they will never come to question “the system”. Certain political and social implications presented in these papers strike Orwell
with a particular force, namely that nothing ever changes and that all foreigners
arc funny. The ironical summary of the pre-1914 political attitude - “the King is on his
throne and the pound is worth a pound” - conveying a lack of political
evolution, forms a corollary to Orwell’s argument that the status quo will never
be questioned. What is again significant is that there is no facing of realities,
thus deluding their readers as to the nature of the adult world: “The outlook
inculcated by all these papers is that of a rather stupid member of the Navy
League in the year 1910” (Orwell, 1982a: 528). Hitler, the Nazis and the threat
of Communism are only mentioned in occasional remarks: “The clock was
stopped at 1910. Britannia rules the waves, and no-one has heard of slumps, 117 booms, unemployment, dictatorships, purges or concentration camps” (1982a;
525). booms, unemployment, dictatorships, purges or concentration camps” (1982a;
525). Richards’s ignorance with regard to dangers of totalitarianism is a point in
Orwell’s favour. Note, however, that Orwell is pleading for the same things that
are being done by the weeklies, namely indoctrination, albeit in a different form
as he seems to be pleading that a more realistic approach in the weeklies will
prepare (indoctrinate?) the youthful readers for the events to come. The attitude to foreigners derives from English group insularity and
xenophobia’^ fostering the concomitant belief that everybody outside this group
is necessarily a clown. The lack of social progress depicted in the weeklies runs parallel to the lack of
political development. Any improvement in the work situation of the working
class chiu^acters are depicted as resulting from the employers’ benevolence and
not from honest, hard work. 13. Orwell’s critique of English xenophobia is developed further in “The English People”
(1982b: 15-56). 6. Concluding remarks A study of Orwell’s accusations and an analysis of Richards’s replies clearly
expose the ideological parameters of each. It also informs a central concern of
Orwell’s, namely the use and abuse of language as a propaganda medium. Orwell’s Spanish experiences brought him into contact with Communist
propaganda methods. In “Spilling the Spanish Beans” (Orwell, 1982a: 301-309)
he mentions that Communist propaganda depends on “terrifying the people with
the (quite real) horrors of Fascism” (1982a; 306). His criticism of the boys’
weeklies seems to imply that the reverse is also quite true, that is that the
upper-class owners of the weeklies aim to foster an attitude of subordmation
and dependence among working class readers by convincing them that the class
system is not so unfair as is generally believed and that the relative welfare of
the workers is the result of the upper class’ benevolent concern. As in Spain,
where there was a deliberate conspiracy to prevent the real situation from being
understood (1982a: 308), so a similar situation seems to exist in England: while
the Communists in Spain instilled fear into the people and deliberately
misinformed them, the British upper-class seems to prefer the far more subtle
methods of “persuasion” through subtle emotional blackmail. Yet Orwell himself is not free from distortion, from “the powerful force
hovering over us as we write or read a text” (McCormick and Waller, 1987:
197). In his essay “Boys’ Weeklies” Orwell uses methods of distortion to bring
the weeklies into disrepute. He criticizes the weeklies for indoctrinating their
readers to accept the class system and all its ramifications, ignoring obvious
facts and emphasizing only that which will strengthen his argument. He criticizes
the weeklies for their plagiarism (which in fact is shown to be Orwell’s lack of
knowledge about Alice and Chaucer), being outdated and snobbish. Yet by
championing the cause of the working class through ridiculing the things which
the upper class hold dear - a love of titles, cleanliness of mind and patriotism
- Orwell is paradoxically also being “snobbish” and class conscious, by only
allowing the working class breathing space. “Boys’ Weeklies” is one of the best
examples of how Orwell’s ideology encroaches on his approach and technique. While not denying the sharp focus and perspective of his observations and his
skilful use of rhetorical devices, he grossly overstates his case. The prose is “like
a window pane” (1982a: 30). 5. Orwell’s (re)reading of “Boys’ Weeklies” The clearest evidence of the representation of Orwell’s ideology can be found
in his artistic perversion of w or^, his ability to manipulate words and phrases
in such a confident and assertive way that the reader is almost certain to believe
him without questioning the truth of validity of his statements. He criticizes the
style and idiom of the stories, pointing out their tautologous nature. The
following few examples will suffice to prove the point; note how Orwell tries to
persuade his readers by leaning heavily on loaded adjectives, rhetorical questions
and bland assertions: So far as / know, there are extremely few stories in foreign languages (1982a:
511; my italics - AMdeL). So far as / know, there are extremely few stories in foreign languages (1982a:
511; my italics - AMdeL). All I can say from my own observations is this... (1982a: 512; my italics -
AMdeL). Needless to say, these stories are fantastically unlike life at a real public school
(1982a: 509; my italics - AMdeL). Needless to say, these stories are fantastically unlike life at a real public school
(1982a: 509; my italics - AMdeL). Needless to say, these stories are fantastically unlike life at a real public school
(1982a: 509; my italics - AMdeL). This kind of thing is a perfectly deliberate incitement to wealth fantasy (1982a:
511; my italics - AMdeL). The reason, obviously, is that in England education is a matter of status
(1982a: 511; my italics - AMdeL). 13. Orwell’s critique of English xenophobia is developed further in “The English People”
(1982b: 15-56). 118 These examples serve as illustrations of the practical manifestations of Orwell’s
ideological assumptions. By retracing his steps through his argument, as it were,
one is able to identify and unmask the words and concepts which embody his
ideological presuppositions. 6. Concluding remarks Orwell’s spectacles, however, do not seem to be
quite as spotless. 119 Bibliography Adomo. T.W. 1962. Commitment (In Arato, A. and Gebhardt, E. (eds). 1978. The
Essential Frankfurt School Reader. Oxford: Blackwell). f
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Arato, A. and Gebhardt, E. (eds). 1978. The Essential Frankfurt School Reader. Oxford;
Blackwell. Bachrach, A.G.H. et. al. 1980. Modeme Encyclopedic van de Weneldliteratuur Vol. 5. Antwerp: De Haan. p
Connolly, C. 1961. Enemies of Promise. Harmondsworth; Penguin. Corbett, T.G.P. 1971. Boy Scouts. Encyclopaedia Britannica, Vol. 4, 48. Crick, B. 1980. George Orwell: A Life. Harmondsworth: Penguin. Eagleton, T. 1986. Criticism and Ideology: A Study in Marxist Literary Theory. London:
Vera Books. Fyvel, T.R. 1982. George Orwell: A Personal Memoir London: Hutchinson. Gross, Miriam (ed.). 1971. The World of George Orwell. London: Weidenfeld and
Nicholson. Hope, F. 1971, Schooldays {In Gross, Miriam (ed ). The World of George Onvell. London:
Weidenfeld and Nicholson). Hunter, Lynette. 1984. George Orwell: The Search for a Voice. Milton Keynes: Open
University Press. y
Jameson, F. 1986. The Political Unconscious: Narrative as a Socially Symbolic Act. London: Methuen. McCormick, Kathleen & Waller, G.F. 1987. Text, Reader, Ideology: The Interaaive
Nature of the Reading Situation. Poetics, 16(1): 193-208. Nuttall, A.D. 1984. A New Mimesis: Shakespeare a,td the Representation of Reality. London: Methuen. Orwell, G. 1981. Keep the Aspidistra Flying. Harmondsworth: Penguin. Orwell, G. 1980. The Road to Wigan Pier. Harmondsworth: Penguin. Orwell, Sonia and Angus, L (eds). 1980a. The Collected Essays, Journalism and Letters
of George Orwell. Vol. 3. Harmondsworth: Penguin. f
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Orwell, Sonia and Angus, L (eds). 1980b. The Collected Essays, Journalism and Letters
of George Orwell. Vol. 4. Harmondsworth: Penguin. of George Orwell. Vol. 4. Harmondsworth: Penguin. f
g
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Orwell, Sonia and Angus, L (eds). 1982a. The Collected Essays, Journalism and Letters
of George Orwell. Vol. 1. Harmondsworth; Penguin. Orwell, Sonia and Angus, L (eds). 1982a. The Collecte Orwell, Sonia and Angus, L (eds). 1982a. The Collecte
of George Orwell. Vol. 1. Harmondsworth; Penguin. of George Orwell. Vol. 1. Harmondsworth; Penguin. f
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Onvell, Sonia and Angus, L (eds). 1982b. The Collected Essays, Journalism and Letters
of George Orwell. Vol. 2. Harmondsworth; Penguin. f
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Stansky, P. and Arahams, W. 1981. Orwell: The Transformation. London: Granada. Potchefstroom University for CHE 120
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Efficacy and safety of the long-acting C5 inhibitor ravulizumab in patients with atypical hemolytic uremic syndrome triggered by pregnancy: a subgroup analysis
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Open Access Efficacy and safety of the long-acting C5
inhibitor ravulizumab in patients with
atypical hemolytic uremic syndrome
triggered by pregnancy: a subgroup
analysis Anja Gäckler1*, Ulf Schönermarck2, Vladimir Dobronravov3, Gaetano La Manna4, Andrew Denker5, Peng Liu5,
Maria Vinogradova6, Sung-Soo Yoon7 and Manuel Praga8 © The Author(s). 2021, corrected publication 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://creativecommons.org/publicdomain/zero/1.
0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Abstract Background: Atypical hemolytic uremic syndrome (aHUS) triggered by pregnancy is a rare disease caused by
dysregulation of the alternative complement pathway that occurs in approximately 1 in 25,000 pregnancies. The
311 phase 3 trial (NCT02949128) showed that ravulizumab, a long-acting C5 inhibitor obtained through selective
modifications to eculizumab, is efficacious in inhibiting complement-mediated thrombotic microangiopathy (TMA)
in patients with aHUS. In this analysis, we report outcomes in a subgroup of patients from the 311 study who
developed TMA postpartum. Methods: This was a phase 3, multicenter trial evaluating efficacy and safety of ravulizumab in adults (≥18 years of
age) with aHUS naïve to complement inhibitor treatment. The primary endpoint was complete TMA response
(simultaneous platelet count normalization [≥150 × 109/L], lactate dehydrogenase normalization [≤246 U/L] and
25% improvement in serum creatinine) through the 183-day initial evaluation period. Additional efficacy endpoints
included time to complete TMA response, hematologic normalization, and dialysis requirement status. Results: Eight patients presenting with TMA postpartum (median age of 37.7 [range; 22.1–45.2] years) were
diagnosed with aHUS and received ≥1 dose of ravulizumab. Five patients (63%) were on dialysis at baseline. Complete TMA response was achieved in 7/8 patients (87.5%) in a median time of 31.5 days. Hematologic
normalization was observed in all patients. All patients on dialysis at baseline discontinued dialysis within 21 days
after treatment with ravulizumab. All patients showed continued improvements in the estimated glomerular
filtration rate from baseline to Day 183. Three possible treatment-related adverse events were observed in 2
patients (arthralgia and nasopharyngitis [both non-severe]; urinary tract infection). No deaths or meningococcal
infections occurred. (Continued on next page) * Correspondence: Anja.Gaeckler@uk-essen.de
1Department of Nephrology, University Hospital Essen, University
Duisburg-Essen, Essen, Germany
Full list of author information is available at the end of the article Gäckler et al. BMC Nephrology (2021) 22:5
https://doi.org/10.1186/s12882-020-02190-0 Gäckler et al. BMC Nephrology (2021) 22:5
https://doi.org/10.1186/s12882-020-02190-0 (Continued from previous page) (Continued from previous page) (Continued from previous page)
Conclusions: Treatment with ravulizumab provided immediate and complete C5 inhibition, resulting in rapid
clinical and laboratory improvements and complete TMA response through 183 days in patients with aHUS
triggered by pregnancy. The safety profile observed in this subset of patients analysed is consistent with the 311
study investigating ravulizumab in patients with aHUS naïve to complement treatment. Trial registration: Clinical trial identifier: NCT02949128. Keywords: Ravulizumab, Thrombotic microangiopathy, Pregnancy microangiopathies, Atypical hemolytic uremic
syndrome blocks terminal complement activation at C5 [11, 12],
has significantly improved the clinical outcomes in pa-
tients with aHUS. The efficacy and safety profile of ecu-
lizumab has been demonstrated across 4 prospective
clinical trials [13–17], registry and non-trial patient data
[8, 18], including studies on patients with aHUS trig-
gered by pregnancy [8, 19–21]. Ravulizumab (Alexion
Pharmaceuticals, Inc., Boston, MA, USA) is a new long-
acting monoclonal antibody obtained through selective
modifications to eculizumab, allowing extended main-
tenance dosing from every 2 to every 8 weeks [22]. Ravu-
lizumab was recently approved for the treatment of
adults and children with aHUS in the United States [23]. The
phase
3
ALXN1210-aHUS-311
clinical
trial
(hereon referred to as ‘311’) demonstrated the efficacy
and safety profile in a cohort of 56 adults with aHUS
naïve to complement inhibitor therapy treated for acute
TMA [24]. The purpose of this analysis is to report both
clinical characteristics and outcomes in a subset of 8 pa-
tients with aHUS from the 311 study who presented
postpartum and received ravulizumab. This is the largest
cohort of patients from a clinical trial to evaluate the ef-
ficacy and safety of C5 inhibitors in postpartum aHUS. Background blocks terminal complement activation at C5 [11, 12],
has significantly improved the clinical outcomes in pa-
tients with aHUS. The efficacy and safety profile of ecu-
lizumab has been demonstrated across 4 prospective
clinical trials [13–17], registry and non-trial patient data
[8, 18], including studies on patients with aHUS trig-
gered by pregnancy [8, 19–21]. Ravulizumab (Alexion
Pharmaceuticals, Inc., Boston, MA, USA) is a new long-
acting monoclonal antibody obtained through selective
modifications to eculizumab, allowing extended main-
tenance dosing from every 2 to every 8 weeks [22]. Ravu-
lizumab was recently approved for the treatment of
adults and children with aHUS in the United States [23]. Atypical hemolytic uremic syndrome (aHUS) is a rare,
life-threatening disease caused by dysregulation of the
alternative complement pathway, presenting as throm-
botic
microangiopathy
(TMA;
hemolytic
anemia,
thrombocytopenia, and organ injury – usually the kid-
ney) [1, 2]. Over the past few years, there is increasing
consensus that, in the majority of patients, aHUS may
involve both genetic predisposition (e.g., pathogenic vari-
ants, autoantibodies or at-risk polymorphisms in com-
plement genes) and a triggering condition in order for
the clinical event of a TMA to occur [3–5]. However, a
genetic predisposition is not always identified and is not
required for diagnosis. Pregnancy is a known triggering condition for the
manifestation of the disease. aHUS triggered by preg-
nancy is a rare and under-recognized complement-
mediated TMA [5], occurring in approximately 1 in
25,000 pregnancies [6] and in 4% of diagnosed cases of
aHUS [3]. The onset of aHUS triggered by pregnancy is
more common in the postpartum period (79%) [7], but
can also occur in the peripartum period. Diagnosis is
often difficult because aHUS shares similar clinical fea-
tures to other syndromes triggered by pregnancy, includ-
ing ADAMTS13 (a disintegrin and metalloproteinase
with a thrombospondin type 1 motif, member 13)
deficiency-associated thrombotic thrombocytopenic pur-
pura (TTP), pre-eclampsia, and HELLP (hemolysis, ele-
vated liver enzymes and low platelets) syndrome [1]. © The Author(s). 2021, corrected publication 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://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. (2021) 22:5 Gäckler et al. BMC Nephrology (2021) 22:5 Page 2 of 9 Gäckler et al. BMC Nephrology Trial oversight and study design Safety and tolerability of
ravulizumab were evaluated by clinical and laboratory
assessment and frequency of adverse events (AEs) and
serious AEs (SAE). Full details on the study methodology
have been previously described in detail in the primary
analysis [24]. Patients must have received meningococcal vaccin-
ation according to local and national guidelines at the
time of commencing therapy and were also required to
receive antibiotic prophylaxis from the time of first dose
of ravulizumab until at least 2 weeks after vaccination. Trial oversight and study design The 311 clinical trial (NCT02949128) is a phase 3, single
arm, multicenter study designed to evaluate the efficacy
and safety of ravulizumab administered by intravenous
(IV) infusion to adults with aHUS naïve to complement
inhibitor treatment. Patients from the trial included in
this analysis were ≥18 years of age and weighed ≥40 kg
with
active
TMA
(thrombocytopenia,
evidence
of
hemolysis and kidney dysfunction) at postpartum. All
patients included in this analysis had evidence of TMA
lasting for ≥3 days. Patients could meet the platelet and
lactate
dehydrogenase
(LDH)
criteria
(<150 × 109
and ≥1.5 x upper limit of normal, respectively) based on
results from local laboratories, but the serum creatinine
criteria (≥upper limit of normal) must have been con-
firmed by the central laboratory at baseline. aHUS triggered by pregnancy is considered a medical
emergency, requiring hospitalization and prompt initi-
ation of appropriate treatment for optimal maternal out-
comes. Overall, the disease course in aHUS triggered by
pregnancy and aHUS not related to pregnancy is similar,
with some studies reporting that two-thirds of patients
require dialysis at onset, and more than half reach end-
stage renal disease (ESRD) within 1 month of onset [8],
despite treatment with corticosteroids or plasma ex-
change [9]. Generally, outcomes for patients with aHUS
triggered by pregnancy are poor without terminal com-
plement inhibitor treatment [10]. The study consisted of an initial evaluation period of
183 days. Ravulizumab was administered via IV loading Eculizumab (Alexion Pharmaceuticals, Inc., Boston,
MA, USA), a humanized monoclonal antibody that Page 3 of 9 Page 3 of 9 Gäckler et al. BMC Nephrology Gäckler et al. BMC Nephrology (2021) 22:5 Page 3 of 9 dose of 2400 mg, 2700 mg or 3000 mg in patients weigh-
ing ≥40–< 60 kg, ≥60–<100 kg, or ≥100 kg, respectively,
on Day 1. Maintenance doses of 3000 mg, 3300 mg,
3600 mg, respectively, were administered on Day 15 and
then every 8 weeks thereafter. Baseline was defined as
the period of screening up to before the point of the first
study drug infusion, including Day 1 (study design de-
scribed previously in detail [24, 25]). dialysis requirement status. Exploratory genetic analysis
by whole exome sequencing was conducted on patients
in the original study. Additional genetic analyses per-
formed at the centers treating the individual patients in
this analysis were also included. Patient characteristics Patients with ADAMTS13 deficiency (activity <5%);
Shiga
toxin-producing
Escherichia
coli-HUS;
hematopoietic stem cell transplantation in the 6 months
prior to screening and history of malignancy within
5 years of screening were excluded. Patients who had
received
complement
inhibitors,
immunosuppressive
therapies
(except
for
kidney
transplant
regimens),
steroids, patients who received tranexamic acid within
7 days, and patients on chronic dialysis were also
excluded. Plasma exchange/infusion (PE/PI) was allowed
up to, but not after, the first dose of ravulizumab, but
patients were excluded if therapy exceeded 28 days. Eight postpartum patients with a median age of 37.7
(range; 22.1–45.2) years met the inclusion criteria, were
enrolled and received ≥1 dose of ravulizumab. None of
the patients reported breastfeeding during the study. Baseline demographics and disease characteristics are
shown in Table 1. At baseline, and prior to any ravulizumab dose, all pa-
tients presented with acute, severe medical emergency
associated with the pregnancy or delivery. All patients
had complicated deliveries and most also had antenatal
complications. Pre-eclampsia and hypertension were re-
ported in 2 patients each, and renal failure and gesta-
tional diabetes in 1 patient each. Two patients suffered
placental abruption, resulting in antenatal fetal death in
1 of these cases. Five patients underwent emergency
cesarean section with complications occurring in 4 cases;
hemorrhage in 2, secondary hysterectomy in 2 (1 with
hemorrhage) and fetal death in 1 case. Additional data
on the events prior to TMA are detailed in Supplemen-
tary Table 1. The protocol was approved by the Institutional Review
Board or Independent Ethics Committee at each partici-
pating center, and the study was conducted in accord-
ance with the Declaration of Helsinki and the Council
for International Organizations of Medical Sciences
International Ethical Guidelines. Written informed con-
sent was obtained from all individual participants or
legal guardians, as applicable. All patients completed the 183-day initial evaluation
period with no study or drug discontinuations. Efficacy and safety endpoints Full details of the efficacy and safety endpoints can be
found in the primary analysis publication [24]. The pri-
mary efficacy endpoint was complete TMA response
through an initial evaluation period of 183 days. The cri-
teria for complete TMA response were platelet count
normalization (≥150 × 109/L), LDH normalization (≤246
U/L) and ≥25% improvement in serum creatinine from
baseline met concurrently and at two separate assess-
ments ≥28 days apart, and any measurement in between. When a patient was on dialysis at baseline, the baseline
value used for serum creatinine response assessment was
the first value at 6 or more days post-dialysis. Patients
were considered as being on dialysis at baseline if dialy-
sis
occurred
within
5 days
prior
to
ravulizumab
initiation. Safety Adverse events post-treatment initiation were observed
in all 8 patients included in the analysis (Table 2). The
most common adverse events reported in at least 2 pa-
tients were headache and pyrexia (occurring in 3 pa-
tients each). Other adverse events reported in 2 patients Data not available aBaseline values may be after PE/PI in some patients. beGFR in patients on dialysis was set to 10 mL/min/1.73 m2, and eGFR was calculated using the Modification
of Diet in Renal Disease formula. Data displayed as n (%) unless otherwise stated
ADAMTS13 a disintegrin and metalloproteinase with a thrombospondin type 1 motif, member 13, aHUS atypical hemolytic uremic syndrome, CFB complement
factor B, CFH complement factor H, eGFR estimated glomerular filtration rate, HGB hemoglobin, ICU intensive care unit, LDH lactate dehydrogenase, PE plasma
exchange, PI plasma infusion, TMA thrombotic microangiopathy Secondary endpoints each included constipation, urinary tract infection, naso-
pharyngitis, alopecia, hypertension, arthralgia, increased
alanine aminotransferase, and increased aspartate ami-
notransferase. Three possible treatment-related adverse
events (as determined by the investigator) were noted in
2 patients (arthralgia and nasopharyngitis [both non-
severe]; urinary tract infection). Both patients recovered
from these events. One serious adverse event was re-
ported. This event was a routine renal biopsy unrelated
to treatment with ravulizumab. No deaths or meningo-
coccal infections occurred. The median (95% CI) time to complete TMA response
was
31.5
(9.0,
46.0)
days
(Fig. 1). Hematologic
normalization, platelet count and LDH normalization
were observed in all patients (100%). Platelet count,
LDH and eGFR all improved rapidly (Fig. 2, Fig. 3,
Fig. 4). All patients on dialysis at baseline were able to
discontinue dialysis within 21 days of commencing treat-
ment with ravulizumab. Primary endpoint
h During the initial evaluation period, 7 of 8 patients
(87.5%) met the primary endpoint of complete TMA
response (Fig. 1). The patient that did not achieve
complete TMA response had a rapid response to
ravulizumab treatment, with normalization of both
platelets and LDH on Day 8. She had a dialysis ses-
sion 5 days before first dose, and baseline creatinine
was the value obtained on Day 8 (≥6 days after last
dialysis session as defined by protocol). On Day 8,
this patient had already shown improved serum cre-
atinine levels to 51 μmol/L, which is well within the
normal range, and an additional improvement of 25%
in serum creatinine from this value was not reached,
which would have been the requirement to meet
complete TMA response criteria. Secondary objectives of the study included time to
complete TMA response; change in hematologic vari-
ables (platelets, LDH, and hemoglobin); change in esti-
mated glomerular filtration rate (eGFR) values; and Page 4 of 9 Gäckler et al. BMC Nephrology (2021) 22:5 Gäckler et al. BMC Nephrology Secondary endpoints
each included constipation urinary tract infection naso
Table 1 Baseline demographics and disease characteristics
Variable
Overall (N = 8)
Median (min, max) age at first infusion, years
37.7 (22.1, 45.2)
Age at time of first infusion (years) category
18 to <30 years
2 (25.0)
30 to <40 years
3 (37.5)
40 to <50 years
3 (37.5)
Race
Asian
1 (12.5)
White
7 (87.5)
ADAMTS13 activity >5%
8 (100)
Extrarenal signs or symptoms of aHUS prior to first infusion of drug
6 (75)
Baseline laboratory values, median (min, max) a
Platelet count, ×109/L
119 (36, 473)
LDH, U/L
576 (280, 876)
Serum creatinine, μmol/L
408 (51, 758)
HGB, g/L
72.8 (63, 105.5)
eGFR, mL/min/1.73 m2(b)
10.0 (10, 18)
Median (min, max) time from delivery to first dose, days
11 (5, 19)
ICU care required
7 (87.5)
Median (min, max) stay in ICU, days
9 (2, 21)
Received PE/PI related to this TMA prior to first infusion of drug
6 (75)
On dialysis within 5 days of first dose
5 (62.5)
Median (min, max) time on dialysis prior to first dose, days
5 (4, 8)
Patients with ≥1 identified pathogenic variant or autoantibody
2 (25)
CFB pathogenic variant
1 (12.5)
Anti-CFH antibodies
1 (12.5)
None identified
5 (65.5)
Data not available
1 (12.5)
aBaseline values may be after PE/PI in some patients. Primary endpoint
h beGFR in patients on dialysis was set to 10 mL/min/1.73 m2, and eGFR was calculated using the Modification
of Diet in Renal Disease formula. Data displayed as n (%) unless otherwise stated
ADAMTS13 a disintegrin and metalloproteinase with a thrombospondin type 1 motif, member 13, aHUS atypical hemolytic uremic syndrome, CFB complement
factor B, CFH complement factor H, eGFR estimated glomerular filtration rate, HGB hemoglobin, ICU intensive care unit, LDH lactate dehydrogenase, PE plasma
exchange, PI plasma infusion, TMA thrombotic microangiopathy Age at time of first infusion (years) category CFB pathogenic variant Anti-CFH antibodies None identified Discussion This is the largest cohort of patients from a prospective
interventional study to evaluate the efficacy and safety of
C5
inhibitors
in
postpartum
aHUS. All
patients Gäckler et al. BMC Nephrology (2021) 22:5 Gäckler et al. BMC Nephrology Page 5 of 9 Fig. 1 Kaplan–Meier graph depicting time to complete TMA response. BL baseline, TMA thrombotic microangiopathy patient could not achieve a 25% improvement in serum
creatinine levels required to fulfil the primary endpoint. No safety concerns were identified in this study. presented in a severe condition; 62.5% of patients re-
quired dialysis at baseline and 87.5% of patients required
ICU level care, similar to other reports detailing patients
with aHUS triggered by pregnancy [7]. All patients
responded rapidly to treatment with ravulizumab, with a
median time to complete TMA response of 31.5 days. Although one patient did not achieve the primary end-
point of TMA response, this patient had a rapid re-
sponse to ravulizumab treatment, with normalization of
both platelets and LDH by Day 8. Serum creatinine
levels were within normal range on Day 8, thus the The data obtained in this subset analysis show that a
higher proportion of patients presenting postpartum re-
solved TMA with ravulizumab treatment compared to
the full cohort of patients with aHUS in the 311 study
[24]. Patients in this analysis received ravulizumab treat-
ment soon after delivery (median 11 [range, 5–19] days),
whereas the time to treatment in the overall 311 study
was broader, with patients receiving their first dose of Fig. 2 Observed platelet count value over time. Data are shown as mean (error bars, 95% confidence interval). BL baseline Gäckler et al. BMC Nephrology (2021) 22:5 Page 6 of 9 Gäckler et al. BMC Nephrology Fig. 3 Observed lactate dehydrogenase values over time. Data are shown as mean (error bars, 95% confidence interval). BL baseline treatment within 7 days of disease manifestation than in
patients initiating treatment after 7 days [26]. Although,
by the criteria of the study, 1 patient did not achieve a
complete TMA response with ravulizumab, this patient
responded to treatment and improved in all clinical pa-
rameters, including serum creatinine levels, normalization
of platelets and LDH by Day 8, and complete recovery of
renal function at last follow-up. ravulizumab as early as at the onset of symptoms or as
late as 215 months after the first symptom of aHUS,
highlighting the importance of early treatment. Supplementary Information
Th
li
i
i
l Supplementary Information
The online version contains supplementary material available at https://doi. org/10.1186/s12882-020-02190-0. The online version contains supplementary material available at https://doi. org/10.1186/s12882-020-02190-0. Additional file 1: Supplementary Table S1. Patients clinical profile. Additional file 2. The PLS (Patient Lay Summary). Additional file 1: Supplementary Table S1. Patients clinical profile. Additional file 2. The PLS (Patient Lay Summary). The proportion of treatment-related AEs in the full
311 cohort was similar to that of the subgroup of pa-
tients in this analysis (34.5 and 37.5%, respectively). The
current subgroup did not show a preponderance of any
type of safety signal. In the full 311 cohort the most
common AEs were headache, diarrhea, and vomiting
[24], while headache and pyrexia were the most com-
mon in this subgroup. No patients died or contracted a
meningococcal infection. Abbreviations ADAMTS13: A disintegrin and metalloproteinase with a thrombospondin
type 1 motif, member 13; AEs: Adverse events; aHUS: Atypical hemolytic
uremic syndrome; BL: Baseline; CFB: Complement factor B; CFH: Complement
factor H; CI: Confidence interval; eGFR: Estimated glomerular filtration rate;
Esrd: End-stage renal disease; Hellp: Hemolysis, elevated liver enzymes and
low platelets; HGB: Hemoglobin; ICU: Intensive care unit; IV: Intravenous;
LDH: Lactate dehydrogenase; PE: Plasma exchange; PI: Plasma infusion;
SAE: Serious adverse event; TEAE: Treatment-emergent adverse event;
TESAE: Treatment-emergent serious adverse event; TMA: Thrombotic
microangiopathy; TTP: Thrombocytopenic purpura This study has limitations that must be noted. aHUS is
an ultra-rare disease with an estimated prevalence of 4.9
per million and annual incidence rate between 0.23–1.9
per million [27]. As postpartum patients account for
only around 4% of diagnosed cases of aHUS [3], there is
not a large enough pool of complement inhibitor-naïve Table 2 Summary of adverse events Table 2 Summary of adverse events Table 2 Summary of adverse events
Overall (N = 8)
AE Categories
n (%)
Events
Any AE
8 (100.0)
71
Any SAE
1 (12.5)
1
Fatal TEAEs
0 (0.0)
0
TEAEs or TESAEs resulting in drug discontinuation
0 (0.0)
0
TEAEs or TESAEs resulting in study discontinuation
0 (0.0)
0
Meningococcal infections
0 (0.0)
0
Treatment-related AEs (all considered possibly-related)
2 (25.0)
3
AE adverse event, SAE serious adverse event, TEAE treatment-emergent adverse event, TESAE treatment-emergent serious adverse event Regarding genetic analysis, we found no association
between the identification of a pathogenic complement
abnormality and response to ravulizumab (1 patient had
a complement factor B (CFB) variant and 1 had anti-
complement factor H (CFH) antibodies). The subgroup
of patients analyzed here had complicated deliveries with
significant bleeding, which could have triggered the syn-
drome, as suggested in other studies [8]. One patient
with a severe predisposition (CFB pathogenic variant)
had a normal delivery, whereas three patients with no
identified pathogenic variants had severe bleeding com-
plications, hypertension or pre-eclampsia, and conse-
quently more severe clinical presentations. Five patients
underwent emergency deliveries, 4 of which were by
cesarean sections (a fifth patient also had a previously
planned cesarean with complications postoperatively). Based on these observations in this subgroup and with
only 2 patients testing positive for pathogenic variants or
autoantibodies in our study, we hypothesize that patients
with a severe genetic predisposition do not necessarily
need a severe trigger to develop aHUS, whereas patients
with a more severe trigger might not need an identified
pathogenic variant in order to develop the disease. Nevertheless, all patients in this analysis had a severe
presentation,
regardless
of
genetic
background
and
responded well to ravulizumab treatment. patients presenting postpartum to conduct a placebo-
controlled trial. Currently this sub-analysis is the largest
postpartum dataset utilized in a prospective study of pa-
tients with aHUS; no comparator or control group was
utilized for the full 311 cohort, meaning that conclusions
drawn from this subanalysis must be interpreted with
caution. Further studies, if possible, with larger sample
sizes, are required to fully confirm these findings. Conclusion In this first prospective interventional trial assessing the
efficacy and safety of the long-acting C5 inhibitor ravuli-
zumab, TMA caused by aHUS was rapidly resolved in
the subset of postpartum patients, with continued im-
provement over time and an acceptable safety profile. The results from this subset analysis suggest that ravuli-
zumab is effective with a favorable safety profile in
women presenting with aHUS postpartum. Discussion More-
over, the median time to complete TMA response in this
subgroup of patients was shorter than the full cohort in
the 311 study (31.5 days vs 86 days). Previous clinical
trial data have demonstrated that renal outcomes are
better
in
patients
initiating
complement
inhibitor Fig. 4 Observed eGFR values over time. Data are shown as mean (error bars, 95% confidence interval). BL baseline, eGFR estimated glomerular
filtration rate ig. 4 Observed eGFR values over time. Data are shown as mean (error bars, 95% confidence interval). BL baseline, eGFR esti
tration rate Page 7 of 9 Gäckler et al. BMC Nephrology (2021) 22:5 Ethics approval and consent to participate The protocol was approved by the Institutional Review Board or
Independent Ethics Committee at each participating center, and the study
was conducted in accordance with the Declaration of Helsinki and the
Council for International Organizations of Medical Sciences International
Ethical Guidelines. Written informed consent was obtained from all individual
participants or legal guardians, as applicable. 10. Vinogradova M, Kirsanova T, Shmakov R: Thrombotic microangiopathies
associated with pregnancy: diagnostic and therapeutic challenges. Blood. 2018;132(Suppl 1):4810. 11. EMA: EU/3/09/653. Available at: https://www.ema.europa.eu/en/medicines/
human/orphan-designations/eu309653 [Accessed Jan, 2019]. 2011. 11. EMA: EU/3/09/653. Available at: https://www.ema.europa.eu/en/medicines/
human/orphan-designations/eu309653 [Accessed Jan, 2019]. 2011. 12. FDA: Eculizumab (Soliris). Available at: http://wayback.archive-it.org/7993/201
70113081126/http://www.fda.gov/AboutFDA/CentersOffices/ 12. FDA: Eculizumab (Soliris). Available at: http://wayback.archive-it.org/7993/201
70113081126/http://www.fda.gov/AboutFDA/CentersOffices/
OfficeofMedicalProductsandTobacco/CDER/ucm273089.htm [Accessed Jan,
2019]. 2011. References 1. Scully M. Thrombotic thrombocytopenic Purpura and atypical hemolytic
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syndrome. Lancet. 2017;390(10095):681–96. 2. Fakhouri F, Zuber J, Fremeaux-Bacchi V, Loirat C. Haemolytic uraemic
syndrome. Lancet. 2017;390(10095):681–96. Authors’ contributions AG, US, VD, GLM, AD, PL, MV, S-SY, and MP discussed and agreed the con-
tent. The first draft of this manuscript was developed by the medical writer
under guidance from AG, US, VD, GLM, AD, PL, MV, S-SY, and MP. AG, US, VD,
GLM, AD, PL, MV, S-SY, and MP reviewed and provided comprehensive feed-
back of all manuscript drafts and approved the final version for journal
submission. Availability of data and materials Alexion will consider requests for disclosure of clinical study participant-level
data provided that participant privacy is assured through methods like data
de-identification, pseudonymization, or anonymization (as required by applic-
able law), and if such disclosure was included in the relevant study informed
consent form or similar documentation. Qualified academic investigators
may request participant-level clinical data and supporting documents (statis-
tical analysis plan and protocol) pertaining to Alexion-sponsored studies. Fur-
ther details regarding data availability and instructions for requesting
information are available in the Alexion Clinical Trials Disclosure and Trans-
parency Policy at http://alexion.com/research-development. Link to Data Request Form (https://alexion.com/contact-alexion/medical-
information). 6. Dashe JS, Ramin SM, Cunningham FG. The long-term consequences of
thrombotic microangiopathy (thrombotic thrombocytopenic purpura and
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Brocklebank V, Mele C, Remuzzi G, et al. Hemolytic uremic syndrome in
pregnancy and postpartum. Clin J Am Soc Nephrol. 2017;12(8):1237–47. Link to Data Request Form (https://alexion.com/contact-alexion/medical-
information). 9. Gupta M, Govindappagari S, Burwick RM. Pregnancy-associated atypical
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135(1):46–58. Funding This study was funded by Alexion Pharmaceuticals, Inc. Boston, MA, US. Alexion Pharmaceuticals, Inc. (the sponsor) was responsible for the study
design, funded the medical writing assistance, and provided a formal review
of the publication. Authors retain control and final authority of publication
content and decisions, including the choice of journal. Open Access funding
enabled and organized by Projekt DEAL. 4. Noris M, Caprioli J, Bresin E, Mossali C, Pianetti G, Gamba S, Daina E, Fenili C,
Castelletti F, Sorosina A, et al. Relative role of genetic complement
abnormalities in sporadic and familial aHUS and their impact on clinical
phenotype. Clin J Am Soc Nephrol. 2010;5(10):1844–59. 4. Noris M, Caprioli J, Bresin E, Mossali C, Pianetti G, Gamba S, Daina E, Fenili C,
Castelletti F, Sorosina A, et al. Relative role of genetic complement
abnormalities in sporadic and familial aHUS and their impact on clinical
phenotype. Clin J Am Soc Nephrol. 2010;5(10):1844–59. 5. Fakhouri F, Vercel C, Fremeaux-Bacchi V. Obstetric nephrology: AKI and
thrombotic microangiopathies in pregnancy. Clin J Am Soc Nephrol. 2012;
7(12):2100–6. 5. Fakhouri F, Vercel C, Fremeaux-Bacchi V. Obstetric nephrology: AKI and
thrombotic microangiopathies in pregnancy. Clin J Am Soc Nephrol. 2012;
7(12):2100–6. Acknowledgements The authors would like to thank all study sites, investigators and patients
who took part in this study. The authors would also like to thank: Rui-Ru Ji (Alexion Pharmaceuticals Inc.),
who conducted the genetic analysis for this study; and Dr. Åsa Lommelé,
PhD and Dr. Peter Chen, PhD (Alexion Pharmaceuticals Inc.) for their critical
review of the manuscript. Page 8 of 9 Page 8 of 9 Page 8 of 9 Gäckler et al. BMC Nephrology (2021) 22:5 Gäckler et al. BMC Nephrology (2021) 22:5 Gäckler et al. BMC Nephrology Medical writing support, funded by Alexion Pharmaceuticals Inc., Boston, MA,
was provided by Leia Silvagnoli-Compston, MSc, and Ciaran Wright, PhD of
Bioscript, Macclesfield, UK. Gynecology, Moscow, Russia. 7Seoul National University Hospital, Seoul,
Republic of Korea. 8Instituto de Investigación Hospital Universitario 12 de
Octubre i+12, Madrid, Spain. Received: 14 April 2020 Accepted: 26 November 2020 Received: 14 April 2020 Accepted: 26 November 2020 Competing interests 13. Fakhouri F, Hourmant M, Campistol JM, Cataland SR, Espinosa M, Gaber AO,
Menne J, Minetti EE, Provot F, Rondeau E, et al. Terminal complement
inhibitor Eculizumab in adult patients with atypical hemolytic uremic
syndrome: a single-arm, open-label trial. Am J Kidney Dis. 2016;68(1):84–93. Anja Gäckler: Honoraria and lecture fees from Alexion, Ablynx/Sanofi and
Novartis. Ulf Schönermarck: study fees, travel support and consultancy fees from
Alexion, and study fees and consultancy fees from Ablynx. Ulf Schönermarck: study fees, travel support and consultancy fees from
Alexion, and study fees and consultancy fees from Ablynx. 14. Greenbaum LA, Fila M, Ardissino G, Al-Akash SI, Evans J, Henning P,
Lieberman KV, Maringhini S, Pape L, Rees L, et al. Eculizumab is a safe and
effective treatment in pediatric patients with atypical hemolytic uremic
syndrome. Kidney Int. 2016;89(3):701–11. Vladimir Dobronravov: no disclosures. Gaetano La Manna: no disclosures. Andrew Denker: employee of Alexion at the time of the study and owns
stock in the company. 15. Legendre CM, Licht C, Muus P, Greenbaum LA, Babu S, Bedrosian C,
Bingham C, Cohen DJ, Delmas Y, Douglas K, et al. Terminal complement
inhibitor eculizumab in atypical hemolytic-uremic syndrome. N Engl J Med. 2013;368(23):2169–81. Peng Liu: employee and shareholder of Alexion. Maria Vinogradova: no disclosures. Sung-Soo Yoon: no disclosures. Manuel Praga: personal fees from Otsuka, grants and personal fees from
Alexion, personal fees from Retrophin. Manuel Praga: personal fees from Otsuka, grants and personal fees from
Alexion, personal fees from Retrophin. 16. Licht C, Greenbaum LA, Muus P, Babu S, Bedrosian CL, Cohen DJ, Delmas Y,
Douglas K, Furman RR, Gaber OA, et al. Efficacy and safety of eculizumab in
atypical hemolytic uremic syndrome from 2-year extensions of phase 2
studies. Kidney Int. 2015;87(5):1061–73. Authors’ information
Not included. 3. Schönermarck U, Ries W, Schröppel B, Pape L, Dunaj-Kazmierowska M, Burs 3. Schönermarck U, Ries W, Schröppel B, Pape L, Dunaj-Kazmierowska M, Burst
V, Mitzner S, Basara N, Starck M, Schmidbauer D, et al. Relative incidence of
thrombotic thrombocytopenic purpura and haemolytic uraemic syndrome
in clinically suspected cases of thrombotic microangiopathy. Clin Kidney J. 2019;sfz066. https://doi.org/10.1093/ckj/sfz1066. Author details
1 1Department of Nephrology, University Hospital Essen, University
Duisburg-Essen, Essen, Germany. 2Medizinische Klinik IV, LMU Klinikum, LMU,
Munich, Germany. 3Pavlov University, Research Institute of Nephrology, St. Petersburg, Russia. 4Department of Experimental Diagnostic and Specialty
Medicine (DIMES), Nephrology, Dialysis and Renal Transplant Unit, St. Orsola
Hospital, University of Bologna, Bologna, Italy. 5Alexion Pharmaceuticals, Inc.,
Boston, USA. 6National Medical Research Centre for Obstetrics and 1Department of Nephrology, University Hospital Essen, University
Duisburg-Essen, Essen, Germany. 2Medizinische Klinik IV, LMU Klinikum, LMU,
Munich, Germany. 3Pavlov University, Research Institute of Nephrology, St. Petersburg, Russia. 4Department of Experimental Diagnostic and Specialty
Medicine (DIMES), Nephrology, Dialysis and Renal Transplant Unit, St. Orsola
Hospital, University of Bologna, Bologna, Italy. 5Alexion Pharmaceuticals, Inc.,
Boston, USA. 6National Medical Research Centre for Obstetrics and 17. Vilalta R, Al-Akash S, Davin J, Diaz J, Gruppo R, Hernandez J, Jungraithmayr
T, Langman C, Lapeyraque A, Macher M, et al. Eculizumab therapy for
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safety outcomes of a retrospective study. Haematologica. 2012;97:479. 18. Zuber J, Fakhouri F, Roumenina LT, Loirat C, Fremeaux-Bacchi V. French
study group for a HCG: use of eculizumab for atypical haemolytic uraemic
syndrome and C3 glomerulopathies. Nat Rev Nephrol. 2012;8(11):643–57. Page 9 of 9 Gäckler et al. BMC Nephrology (2021) 22:5 Gäckler et al. BMC Nephrology Gäckler et al. BMC Nephrology (2021) 22:5 19. Antonio F, Saad JR, Wyble A, Luis D. Pacheco: pregnancy-associated atypical
hemolytic uremic syndrome. Am J Perinatol. 2016;6:125–8. 20. Demir E, Yazici H, Ozluk Y, Kilicaslan I, Turkmen A. Pregnant woman with
atypical hemolytic uremic syndrome delivered a healthy newborn under
eculizumab treatment. Case Rep Nephrol Dial. 2016;6(3):143–8. 21. Gately R, San A, Kurtkoti J, Parnham A. Life-threatening pregnancy-
associated atypical haemolytic uraemic syndrome and its response to
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B, Marozsan A, Wang Y, et al. Design and preclinical characterization of
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One. 2018;13(4):e0195909. 23. FDA: Ravulizumab (ULTOMIRIS). Available at: https://alexion.com/
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1 Fremeaux-Bacchi V, Miller EC, Liszewski MK, Strain L, Blouin J, Brown AL,
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predispose to development of atypical hemolytic uremic syndrome. Blood. 2008;112(13):4948–52. 26. Vande Walle J, Delmas Y, Ardissino G, Wang J, Kincaid JF, Haller H. Improved
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ANUARIO MUSICAL, N.º 75
enero-diciembre 2020, 11-22
ISSN: 0211-3538
https://doi.org/10.3989/anuariomusical.2020.75.02
‘THE VOICE OF THE PEOPLE, A SONG, A NOTABLE PHRASE,
A RHYME, MANAGED TO SURVIVE’.1 THE BIRTH OF MUSICAL
AESTHETICS AND THE GLOBAL MUSICOLOGICAL MOMENT
“LA VOZ DEL PUEBLO, UNA CANCIÓN, UNA FRASE NOTABLE, UNA RIMA,
LOGRARON SOBREVIVIR”. EL NACIMIENTO DE LA ESTÉTICA
MUSICAL Y EL MOMENTO MUSICOLÓGICO GLOBAL
Philip V. Bohlman
University of Chicago
boh6@uchicago.edu
ORCID ID: 0000-0002-0216-4055
Resumen
En esta historia intelectual de la aparición de la estética musical global, trato del nacimiento de la estética como un campo filosófico moderno y la expansión de la historiografía musical hasta incluir
el mundo entero. Estos momentos musicológicos globales son muy
evidentes en los primeros escritos de Johann Gottfried Herder (17441803), quien canalizaría y mantendría esa confluencia a lo largo de su
vasta obra publicada. El título de este artículo procede de Herder, específicamente de los volúmenes que llamó Volkslieder ( Canciones
populares, 1778/79), en los que conecta sus escritos fundacionales
sobre estética, Kritische Wälder (Selvas críticas), con el primer concepto integral de estética musical global. La historia de la recepción
de Herder es en sí un hilo conductor crítico en la historia intelectual
de la estética musical que conecta el siglo XVIII con el XXI. Sigo
este hilo conductor hasta el sur de Asia en el siglo XVIII a la
búsque-da de una moderna estética musical hindú fundacional,
particularmen-te en el género clásico kriti, del sur de la India, y el
vasto dominio estético de la teoría de los rāga, que también dio un
giro hacia lo moderno a finales del siglo XVIII. El artículo concluye
volviendo al presente con ejemplos de principios estéticos de Herder
aplicados a interpretaciones musicales en la actual crisis migratoria
global. Es esa historia intelectual, con ejemplos del pasado y del
presente, de la Ilus-tración en Europa y en el sur de Asia,
especialmente sus dimensiones
Abstract
In this intellectual history of the emergence of modern musical aesthetics globally, I concern myself with the birth of aesthetics
as a modern philosophical field and the expansion of music historiography to include the entire world. These global musicological
moments are abundantly evident in the earliest writings of Johann
Gottfried Herder (1744-1803), who would channel and sustain their
confluence throughout his vast body of publications. The title of the
essay comes from Herder, specifically from the seminal volumes he
called Volkslieder (Folk Songs, 1778/79), in which he connects his
foundational writings on aesthetics, the Kritische Wälder (Critical
Forests) to the first comprehensive concept of global music aesthetics. The history of Herder reception is itself a critical thread in the
intellectual history of musical aesthetics that links the eighteenth to
the twenty-first century. I follow this critical thread to eight
eenth-century South Asia in search of a foundational modern Indian
musical aesthetics, particularly in the South Indian classical genre,
kriti, and the vast aesthetic domain of rāga theory, which also took
a turn toward the modern at the end of the eighteenth century. The
essay concludes by returning to the present with examples of Her
der’s aesthetic principles in musical performance in today’s global
migration crisis. It is that intellectual history, with the cases from
past and present, enlightenments in Europe and South Asia, espe-
The title of this essay comes from the “Introduction” to
Johann Gottfried Herder, Volkslieder, vol. 1, part II (Leipzig:
Weygandsche Buchhandlung, 1778/1779). It is translated in
Johann Gottfried Herder and Philip V. Bohlman, Song Loves
the Masses: Herder on Music and Nationalism (Berkeley:
University of California Press, 2017), p. 54. An earlier version of this essay was delivered as a keynote address at the
conference, “Twenty-First-Century Challenges to the History of Eighteenth-Century Aesthetics”, Turin, 11-12 June
2018.
© 2020 CSIC. The online edition of this journal is distributed under the terms of
Creative Commons Attribution 4.0 Internaional (CC BY 4.0) License.
ANUARIO MUSICAL, N.º 75, enero-diciembre 2020, 11-22. ISSN: 0211-3538
https://doi.org/10.3989/anuariomusical.2020.75.02
1
Cómo citar este artículo/Citation: Bohlman, Philip V. “‘The Voice of the People, a Song, a Notable Phrase, a Rhyme, Managed to Survive’. The Birth of Musical Aesthetics
and the Global Musicological Moment”. Anuario Musical, 75 (2020), pp. 11-22. doi: https://doi.org/10.3989/anuariomusical.2020.75.02
12
Philip V. Bohlman
globales, la que da forma a la teoría de momentos musicológicos globales que constituye el núcleo de este artículo.
cially their global dimensions, that shapes the theory of global musicological moments at the heart of this essay.
Palabras clave
Ilustración, momento musicológico global, Johann Gottfried
Herder, kriti, teoría de los rāga, estética musical, Volkslieder, “Zaid
and Zaida”.
Keywords
Enlightenment, global musicological moment, Johann Gott
fried Herder, kriti, rāga theory, musical aesthetics, Volkslieder,
“Zaid and Zaida”.
AVANT PROPOS. HERDER’S JOURNEY AND
THE BIRTH OF MUSICAL AESTHETICS
In 1773, Johann Gottfried Herder (1744-1803) proclaimed a new way to understand the very being of music,
proposing a radical new way to experience it as at once
everyday, intimate, and sublime. Herder would claim a
new place for music in human experience through the
1770s and beyond, over the course of his lifetime as one
of the great philosophers, theologians, anthropologists,
polyglots, and polymaths of the Enlightenment — and as
the thinker who coined the term, Volkslied, folk song.3
Herder not only coined the term, but he also gathered folk
songs, as an ethnographer no less than as a philologist,
published them in anthologies, set debates about their
meaning in motion, and profoundly rerouted the history
of music.
This was a moment of song, indeed, a moment after
which the art and aesthetics of music would never be the
same. The song that Herder called forth as ontological
fact, first in 1773, had limitless potential, for he truly be-
lieved, as did many who heeded his call, that song could
be sensitive to “the entire being of life.”4
Herder’s Enlightenment moment of folk song in the
1770s also produced his first engaged attempt to implement
a new musical aesthetics, which he had developed systematically and theoretically during the late 1760s, when he
entered actively into the debates about the new philosophical attention to what, since first used by Alexander Gottlieb
Baumgarten in his Meditationes philosophicae, had been
called aesthetics.5 Herder embraced the potential of aesthetics fully, proclaiming in his earliest writings from the mid1760s that “not poetry, but aesthetics should be the field of
the Germans.”6 Herder’s earliest aesthetic writings, particularly the four volumes of the Kritische Wälder (Critical Forests), would become a prolegomenon to what we now
would understand as a full-blown field of musical aesthetics. In the fourth Critical Forest of 1769 —which was not
published in Herder’s lifetime— he sought to understand
music as the art-form that contained the “properties of the
delightful that penetrated most deeply into the soul and
moved it most powerfully.”7 To forge a theory that would
lead to an understanding why this was so would be no less
than a “gateway to a new aesthetics.”8
It was also in 1769, the year in which the Critical
Forests appeared, that Herder would embark on a different journey, fully through the “gateway” he had imagined
as metaphor in the prolegomenon. In May 1769, Herder,
already a twenty-five-year-old theologian, anthropologist, philosopher, and music scholar, embarked on a sea
2
Translated in Herder and Bohlman, Song Loves the Mass
es, p. 70.
3
The term “folk songs” appears for the first time in two related forms, “Lieder des Volks” and “Volkslieder,” in Johann
Gottfried Herder, “Auszug aus dem Briefwechsel über Ossian
und die Lieder alter Völker,” in Von deutscher Art und Kunst:
Einige fliegende Blätter, ed. J. G. Herder (Hamburg: Bode,
1973), translated in Herder and Bohlman, Song Loves the Mass
es, pp. 140-67. In 1778, “folk songs” appeared as the title of
Herder, Volkslieder, the first anthology of folk songs from
throughout the world.
4
Herder, “Auszug aus einem Briefwechsel”, translated in
Herder and Bohlman, Song Loves the Masses, p. 165.
5
Alexander Gottlieb Baumgarten, Meditationes philosophicae
de nunullis ad poema pertinentibus (Halle: I. H. Grunerti, 1735).
6
Johann Gottfried Herder, “Versuch über das Sein”, in Jo
hann Gottfried Herder Werke, ed. Ulrich Gaier (Frankfurt am
Main: Deutscher Klassiker Verlag, 1985 [1764]), vol. 1, pp. 9-21.
7
Cited in Johann Gottfried Herder, Selected Writings on
Aesthetics, ed. and trans. by Gregory Moore (Princeton, NJ:
Princeton University Press, 2006), p. 207.
8
Herder, Selected Writings on Aesthetics, p. 207.
I began early on to collect what would become a history of lyrical song, and I disdained nothing that would not
serve this end. … Whoever speaks about folk songs also
comes to understand her or his own time and all that is
part of it, even after ceasing to speak about folk songs.
—J. G. Herder, Volkslieder, part 2, 1779.2
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‘The Voice of the People, a Song, a Notable Phrase, a Rhyme, Managed to Survive’…
journey that would take him far from his Baltic home in
Riga, Latvia, and across the great seas of human experience before he would find his way to Germany, where he
would produce a lifetime of thought that, among other
influences, would transform the understanding of what
music in the world was and could be, in other words, a
full-blown theory of musical aesthetics. Herder kept a
journal, perhaps better understood as elaborate field
notes, on his sea journey, in which he intimately traced
the transformation of personal encounter to the global experience of a common humanity.9 In his notes, which like
the contemporaneous fourth volume of Critical Forests
he himself never published, he made the challenge he was
embracing as a scholar indebted to an aesthetics with explicit global dimensions. What had earlier been tentative
theory now introduced ethnography as encounter and experience to an aesthetics that would stretch beyond Europe and beyond the eighteenth century:
For this purpose I wish to collect data about the history
of every historical moment, each evoking a picture of its
own use, function, custom, burdens, and pleasures. Accordingly, I shall assemble everything I can, leading up to
the present day, in order to put it to good use.10
It is the spirit of “moving beyond,” made possible
by the journey immanent in musical aesthetics, that I follow through this essay. It is this spirit that formed at the
confluence of historiography and anthropology in Her
der’s writings in the late Enlightenment, laying the foundations for a musical aesthetics that was at once modern and
global. It is the aesthetic capacity to move beyond, moreover, that connects three different histories that begin in
the eighteenth century and that have extensive resonance
in the twenty-first century, connected as they are by the
global and globalization (Table 1).
1) The birth and history of musical aesthetics
2) The birth of global history
3) The birth and history of world music
Table 1. Three Histories Converging
in the Eighteenth Century.
Johann Gottfried Herder, Journal meiner Reise im Jahr
1769 (Stuttgart: Reclam, 1997 [1769]).
10
Herder, Journal meiner Reise, cited in Herder and Bohlman, Song Loves the Masses, p. 266.
9
13
Critical to my understanding of the paradigm shift
brought about by all three is the crucial role of folk song,
experienced and given aesthetic dimensions by Herder. My
approach to the moments of folk song I locate historically
throughout this essay is broadly ontological, because I
search for the moment —actually a history that returns to
folk song across many moments— as a chronotope (time
and place) in which the ontology of folk song —its very
being— acquires renewed meaning and identity. Whereas
my focus here is on folk song, I also let folk song represent
the much larger concept of music, in its many aesthetic and
ontological forms, across genres, geographies, and histories. The moments of music about which I reflect are notable because they are never static, hence music’s ontological
power is unleashed through history.11
The narrative threads that interconnect in the historical longue durée of musical aesthetics I trace through
this essay often begin with Herder and run through his
substantial body of work on music.12 Of considerable importance is that these narrative threads return to Herder
and to history, whether it be in the eighteenth or the twenty-first century. Herder’s ontological moment in the Volks
lieder thus resurfaces in the moment of intimacy we find
in Herder’s Lieder der Liebe (Songs of Love), his reflections on the biblical Song of Songs, and also in his translation of the great epic of Spain, Cantar de mio Cid.13 To
expand the aesthetic chronotope I move through early and
modern moments beyond Europe, especially to India, not
only because these moments are the focus of my research,
but because it was Herder who was the most important
Enlightenment German scholar to call attention to music
in early Sanskrit writings, and then to translate several
critical texts, for example the Bhagavad Gita.14
11
See also Philip V. Bohlman, “Ontologies of Music”, in Re
thinking Music, ed. Nicholas Cook and Mark Everist (Oxford:
Oxford University Press, 1999), pp. 17-34.
12
Nine of his most influential writings on music are translated in Herder and Bohlman, Song Loves the Masses.
13
Cf. Johann Gottfried Herder, Lieder der Liebe: Die äl
testen und schönsten aus Morgenlande, nebst vier und vierzig
alten Minneliedern (Leipzig: Weygandsche Buchhandlung,
1778), and idem, Der Cid—Geschichte des Don Ruy Diaz,
Grafen von Bivar, nach spanischen Romanzen, in Johann Gott
fried Herder Werke, ed. Ulrich Gaier (Frankfurt am Main:
Deutscher Klassiker Verlag, 1990), vol. 3, pp. 545-693.
14
Richard H. Davis, The Bhagavad Gita: A Biography
(Princeton, NJ: Princeton University Press, 2015), pp. 84-87.
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Philip V. Bohlman
Before moving more expansively to extend the historical and geographic landscape of folk song’s ontology,
I should like to turn briefly to the questions that so preoccupied Herder and the Enlightenment when folk song
came into being. I do this consciously and deliberately
because I believe that Herder’s aesthetic of song and music has been foundational for what music scholars —internationally and across disciplinary boundaries— undertake
as a common field of musical aesthetics. No work poses
these questions more sweepingly than the first major collection of folk songs, which appeared as two volumes,
each containing six compact folios, called first Volkslied
er, and in later editions, Stimmen der Völker in Liedern
(Voices of the People in Songs).15 In the 1778/79 Volks
lieder, folk songs acquire new functions, both different
and distinctive. On one hand, folk songs retain Herder’s
goal of illustrating the historical qualities of song, with
emphasis on the old and the ancient. Rather than establishing these historical qualities more specifically for German
and Scottish repertories as he had in 1773, Herder looks
beyond the historical and linguistic borders of Northern
and Western Europe to establish age and oral transmission
as qualities of folk song in cultures throughout the world.16
THE GLOBAL MUSICOLOGICAL MOMENT. AN
AESTHETIC MATRIX IN THE EIGHTEENTH
CENTURY AND BEYOND
Herder’s moment of global encounter in 1769
quickly and sweepingly left its impact on music, for
among the data he collected were the songs of peoples
throughout the world. Within four years, in 1773, he created a new word to describe these songs: Volkslieder, or
“folk songs”.17 As he gathered the songs, he began publishing them in collections in 1774, leading finally to an
anthology of 194 songs published in 1778 and 1779,
called simply Volkslieder. The influence of Herder’s “folk
songs” was enormous, indeed, a paradigm shift in musical aesthetics with global proportions.
Herder’s writings on folk songs and other forms and
genres of music represent what I call in recent work a
“global musicological moment”.18 I invite music scholars
Herder, Volkslieder.
See Herder, Volkslieder and “Aus einem Briefwechsel”.
17
Herder, “Aus einem Briefwechsel”.
18
See, e.g., Philip V. Bohlman, “’All This Requires but a
Moment of Open Revelation’: Johann Gottfried Herder, Robert
15
16
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to think about the temporality of such moments as having
two dimensions. First, there is the moment itself, when a
change of revolutionary proportions takes place because
of the transformation of musical object (a song, for example) to subjectivity (the ways in which songs shape human society throughout the world).19 Second, global musicological moments change history, both as it is
understood in the past and as it unfolds in the future.
Herder’s global musicological moment was especially significant because it represents a moment in which the
first concept of world music was invented and given aesthetic dimensions. His volumes begin with songs from
northern Europe and the Baltics (e.g., the Estonian “Jörru,
Jörru”) and conclude with songs from Madagascar and Peru
(e.g., “To His Child”).20 He wrote major works on biblical
song (e.g., the Song of Songs) and medieval Iberian epics
(Cantar de mio Cid). Herder’s global musicological moment, nonetheless, was not isolated in the history of musical
aesthetics. There were those who came before and those
who would come thereafter, and it is this intellectual history
of musical aesthetics that is my larger concern in this essay.
Among the works in which concepts of world music
emerge during shorter or longer moments prior to Her
der’s Enlightenment world, I should like to mention three
here, though there are many other candidates. Of these
three moments, the earliest is the one that forms around
the Indian treatise on music, theater, and dance from
roughly the third century of the Common Era, the
Nāṭyaśāstra.21 The search for music’s universality became an historical leitmotif in medieval Islamic works on
the global reach of history, for example, Ibn Khaldūn’s
(1332-1406) fourteenth-century Muqaddimah, an “Introduction” to the history of the universe, with abundant references to music in culture.22 During the sixteenth and
Lachmann, and the Global Ethnomusicological Moment’”, in
Remixing Music Studies: Essays in Honour of Nicholas Cook,
ed. Ananay Aguilar, Ross Cole, Matthew Pritchard, and Eric
Clarke (London: Routledge, 2021), pp. 131-147.
19
I use the concepts of scientific revolution and paradigm
shift as in the classic Thomas S. Kuhn, The Structure of Scien
tific Revolutions (Chicago: University of Chicago Press, 1962).
20
See Herder and Bohlman, Song Loves the Masses, pp. 63-64
and 104.
21
Nāṭyaśāstra, The Nāṭyaśāstra, trans. by Adya Rangacharya (New Delhi: Munshiram Manoharlal, 1984).
22
Ibn Khaldûn The Muqadimmah: An Introduction to History,
3 vols., trans. by Franz Rosenthal (New York: Pantheon, 1958).
‘The Voice of the People, a Song, a Notable Phrase, a Rhyme, Managed to Survive’…
seventeenth centuries, the European Age of Encounter
would also produce the potential for global musicological
moments, the best known of which is probably Athana
sius Kircher’s 1650 compendium of musical objects from
the world, Musurgia universalis (see Figure 1).23
15
J. Ellis and Guido Adler who would integrate various social and physical sciences into modern musical scholarship, notably expanding the field to encompass growing
musical and human diversity.24 Adler’s 1885 essay on the
“Scope, Methods, and Aims of Musicology” was notable
for the ways in which it was globally and disciplinarily
inclusive, specifying exactly what music history, music
theory, and ethnomusicology could achieve.25
It is the confluence of aesthetic ideas at these moments that is especially significant for the formation of
ethnomusicological moments, and therefore I should like
to give a bit more theoretical shape to the aesthetic matrix
that yields such moments, particularly that in the eight
eenth century. In the model I propose here, the global musicological moment occupies a central position among
four other moments, which proceed chronologically in
the following way (Table 2):
1) The Moment of Encounter
2) The Moment of Audibility
3) The Ontological Moment
4) The Moment of Revelation
Table 2. Aesthetic Moments
of the Global Musicological Moment.
Figure 1. Frontispiece of Athanasius Kircher,
Musurgia universalis (1650).
In the centuries since Herder, there has been a proliferation of global musicological moments, and it is upon
these that the modern fields of music scholarship have
been built. A century after Herder, it would be Alexander
23
Athanasius Kircher, Musurgia universalis (Rome: Francisco Corbelletti 1650).
None of these moments is static, but rather each is
transformative as it expands the aesthetic capacity of musical thought to perceive and understand musical experience. The movement afforded by the four processes is
one of expansion, a dynamic process of globalization.
The universal qualities we witness in music are, for example, both internally implicit and expansively explicit.
Song and melody, moving across these moments, might
be globally comparable, even similar, not because of their
sameness, but rather because of their differences. Music
history, by its very nature, moves from the local to the
global, represented in the aesthetic matrix below as processes that coalesce at its center (see Figure 2).
See Alexander J. Ellis, “On the Musical Scales of Various
Nations”, Journal of the Society of Acoustics, 33 (1885),
pp. 485-527, and Harry Liebersohn, Music and the New Global
Culture from the Great Exhibitions to the Jazz Age (Chicago:
University of Chicago Press, 2019).
25
Guido Adler, “Umfang, Methode und Ziel der Musikwissenschaft”, Vierteljahresschrift für Musikwissenschaft, 1/1
(1885), pp. 5-20.
24
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Philip V. Bohlman
the second millennium BCE.27 The aesthetics of the Vedic
hymns emerges from an expansive range of metaphors,
both musical and material, for example, in passages such
as the “Creation of Sacrifice” (Table 3):
Figure 2. The Global Musicological Moment.
The Aesthetic Matrix of the Eighteenth
Century and Beyond.
THE EIGHTEENTH CENTURY AND THE
GLOBALIZATION OF MUSICAL AESTHETICS
Critical to the intellectual history of musical aesthetics that I examine here is its acquisition of global dimensions, the globalization that eventually leads us to the
twenty-first century and beyond. The modern emergence
of musical aesthetics in the Enlightenment shared by
Baumgarten and Herder, therefore, also shaped the enlightenments that were emerging elsewhere in the world
at the same time. Among the many cases for what I call
global enlightenments, I should like to focus here on the
rise of modern musical aesthetics in India, not in small
measure because of the direct and indirect connections to
Herder and his generation.26 I do so by first turning to one
of the earliest sources to shape Indian aesthetics, the Rg
Veda, an extensive anthology of sacred hymns, that entered written Sanskrit verses from oral tradition during
Philip V. Bohlman, “Musical Thought in the Global Enlightenments”, in Studies on a Global History of Music: A
Balzan Musicology Project, ed. Reinhard Strohm (London and
New York: Routledge, 2018), pp. 61-80.
26
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1) The sacrifice that is spread out with threads on
all sides, drawn tight with a hundred and one divine acts,
is woven by these fathers as they come near: “Weave forward, weave backward,” they say as they sit by the loom
that is stretched tight.
2) The Man stretches the warp and draws the weft;
the Man has spread it out upon this dome of the sky.
These are the pegs, that are fastened in place; they made
the melodies into the shuttles for weaving.
3) What was the original model, and what was the
copy, and what was the connection between them? What
was the butter, and what the enclosing wood? What was
the metre, what was the invocation, and the chant, when
all the gods sacrificed the god?
4) The Gāyatrī metre was the yoke-mate of Agni;
Savitṛ joined with the Uṣṇi metre, and with the Anuṣṭubh
metre was Soma that reverberates with the chants. The
Bṛhatī metre resonated in the voice of Bṛhaspati.
5) The Virāj metre was the privilege of Mitra and
Varuṇa; the Triṣṭubh metre was part of the day of Indra.
The Jagatī entered into all the gods. That was the model
for the human sages.
Table 3. From “The Creation of Sacrifice,” Rg Veda.28
Among the Vedic hymns that Johann Gottfried
Herder translated, the “Creation of Sacrifice” was one of
Herder’s favorites. The Vedic hymns provided him one of
the most immediate points of entry to Brahmanic Hinduism, which he situated among the other world religions in
which he searched for common meanings of sacred texts,
expressed through intersecting aesthetic practices. Critically, the act of translation, as it did so often in Herder’s
writings, took on historical meaning: Herder came to understand that he was translating from one enlightenment
to another, which is to say, producing translation between
an Indian and a European aesthetics. Translation between
The standard English edition and translation is Wendy
Doniger O’Flaherty, The Rig Veda (Harmondsworth: Penguin,
1981).
28
O’Flaherty, The Rig Veda, p. 31.
27
‘The Voice of the People, a Song, a Notable Phrase, a Rhyme, Managed to Survive’…
and among global enlightenments provided Herder a
means to gain a sense of the music and of musical aesthetics, as expressed in language and text. Pranabendra
Ghosh, making one of the strongest cases for Herder’s
knowledge of Sanskrit, reflects on why translation was so
important, indeed, as an act of aesthetic realization, thus
“also a matter of faithfulness to form, which, to him, in
addition to numerical and metrical form, is also sound,
melody, rhythm and tone and, therefore, organic form”.29
It was at these eighteenth-century moments of the
global aesthetic matrix that we also witness ontological
change of remarkable proportions, a parallel aesthetic
modernization in Europe and India, and beyond. We witness, for example, modern forms of classical music emerging at moments of encounter, contestation, and political
change in the surfeit of global enlightenments. In South
India at the same moment of enlightenment, the “trinity of
saint composers” of South Indian music, Thyāgarāja
(1767-1847), Muthuswāmi Dikṣitar (1775-1835), and
Śyāmā Śāstri (1762-1827), created a canon of compositions that standardized the structure and improvisation of
the genre, kriti, whose formal structures share much with
the spread of sonata form in European music. Table 4 illustrates the three-part form that became canonic in the
eighteenth century with Thyāgarāja’s kriti, “Maregulara”.
Indian musical aesthetics formed from this moment
of global enlightenment, not just in the centuries leading
to the eighteenth century, but also in the global music history that leads to the present. Of particular interest for
expanding the history of musical aesthetics are the ways
in which melodic mode —rāga— became global and
came to serve as the primary symbol of an aesthetic system that is both ancient and modern. By the end of the
eighteenth century, as the British colonial Raj fully took
hold of India, systematic musical thought —above all, the
classification of rāga— had entered a domain of global
exchange. William Jones, living in colonial Calcutta and
conducting research at the Asiatic Society, published one
of the most influential texts on rāga, “On the Modes of the
Hindoos,” in 1784.30 It would be the Bengali music
29
Pranabendra Nath Ghosh, Johann Gottfried Herder’s Im
age of India (Santiniketan: Visva-Bharati Research Publications, 1990), p. 268.
30
William Jones, “On the Modes of the Hindoos”, in Hindu
Music from Various Authors, ed. S. M. Tagore (Varanasi:
Chowkhamba Sanskrit Series, 1964), pp. 88-112.
17
Pallavi
Marugelara o Rhaghava
Why this screen separating me from you?
O Rhagava!
Anupallavi
Marugela caracara rupa paratpara
Surya sudhakara locana
Why this screen? Between me and the Lord of
all forms,
Who has the sun and moon as eyes!
Charanam
Anni nivanucu antaranga muna
Tinnaga vetagi telusukontinayya
Ninne gani madinenna jalanorula
Nannu brovavayya tyagaraja nuta
After inner soul searching, I now see
You are in everything!
I can think of none but You!
Please protect me, Thyāgarāja!
Main theme reprised
Marugelara o Rhagava
Why this screen separating me from you?
O Rhagava!
Table 4. Thyāgarāja, “Marugelara”.
Lyrics in Telugu; the melodic mode,
or rāga, is jayantasri; the meter, or tāla, is aditāla.
scholar and collector, Sourindro Mohun Tagore, who
would republish Jones in India, but as a parallel historical material with his own extensive works on the Uni
versal History of Music (Tagore 1896/1963),31 and detailed organological works, which accompanied, among
others, the actual collections of musical instruments that
he sent to the Berlin Phonogram Archive in which Curt
Sachs and Erich von Hornbostel would later work and
propose their standard classification system for musical
instruments, based on Indian models. I make this historical observation to illustrate that, when we write about
exchange from the eighteenth century onward, it moved
in both directions, following paths prescribed by a global aesthetics.
31
Sourindro Mohun Tagore, Universal History of Music,
Compiled from Divers Sources (Varanasi: Chowkhamba Sanskrit Series, 1963). Originally published in 1896.
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18
Philip V. Bohlman
The importance of rāga in that emerging global aesthetics should not be underestimated, and for that reason
I make a brief excursion to Indian musical aesthetics that
potentially allows us to reroute the intellectual history of
music scholarship more generally. I turn, in fact, to one
rāga, the many manifestations of which came to enter a
new global musical aesthetics in the eighteenth century. I
speak here of the rāga, or rāgini, Todi, for whom an aesthetic language coalesced in what we can understand as
the Indian enlightenment. The aesthetic language used to
express the ontological meanings of rāga encompasses a
remarkable range of the arts, among them the religious
narratives and visual designs of the tradition of miniature
painting known as rāgamāla (see Figure 3).
thus evoking the vastness of music’s ontologies. The goddess Todi’s many musical forms and avatars notwithstanding, there are several that are especially suggestive
for the ways she becomes an avatar for Indian musical
aesthetics. Clearly, the Todi entering a forest clearing in
this rāgamāla from village West Bengal, a folk depiction
I collected in Kolkata, is richly endowed with musical
form and meaning. Rāgas and rāginis contain and express
differences in gender, and rāgini Todi makes it very clear
why this is so. The goddess/rāga Todi we see here traditionally carries a vīṇā over her left shoulder. The vīṇā is
not just any musical instrument, but rather it is the instrument that is most closely connected to Sarasvatī, the Hindu goddess associated with learning and the arts, particularly music. In some interpretations, Sarasvatī’s body and
the anthropomorphic body of the vīṇā are considered the
same: the goddess is music, and music is the goddess.32
Stories always accompany rāgamāla paintings, and
in counterpoint with the visual images they expand the
universe of rāga’s representational meanings and the
forms in which they appear. Characteristically, the stories
that describe Todi revel in her beauty. The stories circulate widely as mythological tales, but they also appear
frequently on the paintings of a rāga, such as the following story by Chaupayi on a rāgamāla for Todi.
Chaupayi’s story: The Almighty has made a wondrous
creature in Todi. He appears to have spared no charm and
grace in this act. Holding the nectar in her hands, she
stands in a garden, and the world around her is filled with
deep love. Hearing the enchanting sounds of Todi, herds
of deer lose their way. The beauty of Todi is so enchanting
that eyes drop after a glance at her. Nearby is a pond of
clear, sweet water, sacred as “Gangajal” [waters of the
Ganges; sacred water]. Taking her to be his own, Sarang
extends his hands and beckons her to his side.33
Todi is an especially eloquent storyteller. In her long
history as a rāgini, she has assumed many forms and captivated many to admire the narratives that resonate with her
songs. She invites many other rāgas to join her, to weave
Figure 3. Rāgamāla Painting of Rāgini Todi.
(Personal collection of Philip V. Bohlman)
A rāga with primarily feminine attributes, hence a
rāgini, Todi shapes herself as an avatar for melodic mode,
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32
For a more extended analysis of this rāgamāla, see Philip
V. Bohlman, “Foreword: Todi in the Forest of Song”, in Kirin
Narayan, Everyday Creativity and Well-Being: Singing God
desses in the Himalayan Foothills (Chicago: University of Chicago Press, 2016), pp. ix-xvi.
33
Cited and translated in Walter Kaufmann, The Ragas of
North India (Bloomington: Indiana University Press, 1968).
‘The Voice of the People, a Song, a Notable Phrase, a Rhyme, Managed to Survive’…
their stories into hers through melodic modulation. All accounts of Todi’s presence in Indian musical aesthetics acknowledge that she has a remarkable presence. As a rāg (the
North Indian form of rāga), she owes the importance of that
presence to her familial genealogy, for she is one of the noblest members of the family, or thāta, of rāgs to which she
also gives her name, Todi thāta. The family of rāgs that
bears her name has a particularly interesting lineage. We
know of it as a distinct thāta since at least the fifteenth century, but Todi as a rāg would enjoy an extensive familiarity
with another rāg of considerable presence, Bhairavi, until
the eighteenth century, when Bhairavi —also a rāgini, representing Bhairavi worshiping Lord Bhairava on Mount
Kailasha, often with cymbals in her hands— would go her
own way in North Indian classical music but retain a scalar
filial relationship in South Indian Karnatak classical music.
The scales —the bare notes of the melodic mode
that we extract from countless stories sung by the rāginis
Todi and Bhairavi, North and South— are intriguing both
for what they say and for what they do not say. Above all,
what they say tells us a great deal about the changing relations of kinship, religion, and gender in the eighteenth
century. Perhaps in its simplest form, we could represent
Todi’s ascent as a scale with the following Indian (sargam) notation and its Western equivalent, locating the
primary note of sa on middle C (Table 5).34
19
seduce new songs and stories into her world. No rāg has
responded more fully to this invitation than Bilaskhani
Todi. The naming of Bilaskhani Todi —tradition claims
that Bilas Khan, the son of the great sixteenth-century musician and composer at the Mughal court, Tansen (ca.
1490s-1586), sang the rāg as an alternative to Bhairavi
while mourning his deceased father— stresses its syncretism and hybridity. Muslim tradition enters the narratives
of Hinduism; male and female forms of rāg sound the potential of their union. It is this aesthetic union, realized
through the formation of the modern genealogy, or pa
rampara, of the gharānā, that becomes the catalyst for a
new musical aesthetics in eighteenth-century North India.
THE RETURN OF EIGHTEENTH-CENTURY
AESTHETICS TO THE TWENTY-FIRST
CENTURY
Todi makes it abundantly clear that the melodic and
aesthetic sameness with rāg Bhairavi is the source of a
particular attraction. Of particular interest, moreover, are
rāgs that form in the narrative and musical spaces that conjoin Todi and Bhairavi. Rāgs that fill these spaces enact a
type of ambiguity, which complicates the gendered roles
of Todi and Bhairavi as rāginis. It is into such aesthetic
spaces of ambiguity that Todi invites new rāgs, as if to
As I draw toward the conclusion of this essay on
global aesthetics, I return to the intellectual history of
musical aesthetics as I began, through folk song, and I do
so with a ballad, “Zaid and Zaida,” that Johann Gottfried
Herder published in several variants at the beginning of
his first folio of Volkslieder in 1778. Because ballads, as a
narrative genre, with specific linguistic histories, were the
first to capture Herder’s attention, it might not seem surprising that Herder should include the Spanish romance,
or ballad, as five variants (songs 7-11) in his Folk Songs,
including translations from Spanish, English, and what
Herder calls “moorisch”, a standardized version of Maghrebi Arabic (see the variant that was published as song 8,
“Zaid und Zaide”, in Figure 4).
The history of “Zaid and Zaida,” however, is far
more complex and global than first meets the eye. The
ballad’s origins are in medieval al-Andalus, and like other
early ballads from the Mediterranean Middle Ages, the
narrative moves through many languages in oral and written tradition, in the case of “Zaid and Zaida” Arabic and
multiple Iberian Romance languages, among them Castilian, Portuguese, and Ladino. Herder translates from a historical work by Ginés Pérez de Hita, published in 1647.35
Among other reasons he was attracted to the song was its
etymological relation to the Cid epic. Zaid and Sa‘īd are
34
N. A. Jairazbhoy, The Rāgs of North Indian Music: Their
Structure and Evolution (Middletown, CT: Wesleyan University
Press, 1971), pp. 97-99.
35
Ginés Pérez de Hita, Historia de los vandos de los Ze
gries, y Abencerrages, cavalleros moros de Granada, de las
civiles guerras (Barcelona: S. de Cormellas, 1647).
Rāg Todi
sa—re (komal)—ga (komal)—ma (tivra)—pa—
dha (komal)—ni (śuddha)—sa
C—D♭—E♭—F♯—G—A♭—B—C
Table 5. Rāg Todi’s Scale in Sargam
and Western Notation.
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20
Philip V. Bohlman
Durch die Strasse seiner Dame
Wandelt Zaid auf und nieder,
Harrend, daß die Stunde komme,
Endlich komme, sie zu sprechen.
Through the streets on which his lady lived
Paced Zaid back and forth,
Waiting for the hour to come,
Finally to come, so that he might speak with her.
Und schon geht der Mohr verzweifelnd,
Da es sich so lange zögert,
Denket: nur von ihr ein Anblick
Wird all meine Flammen kühlen.
And, in doubt, the Moor was already thinking
That it had been such a long delay,
He thought: If I could but once glance upon her,
All my flames would be quelled.
Und da sieht er sie! Am Fenster
Tritt hervor sie, wie die Sonne
Aufgeht in dem Ungewitter,
Wie der Mond im Dunkel aufgeht.
And then he saw her there!
She approached the window like the sun
Rising after the storm,
Like the moon rising in the night.
Leise tritt ihr Zaid näher:
Alla mit dir, schöne Mohrin!
Ist es wahr, was meine Pagen,
Deine Dienerinnen sagen?
[…]
Warst du’s, die auf dieser Stelle
Zu mir sprach, noch jenen Abend?
Dein bin ich, dein bin ich ewig!
Dein, o du mein Leben, Zaid!«
Quietly Zaid drew closer to her:
Allah be with you, lovely Moor!
Is it true, what my pages,
What your servants say?
Was it not you, who on this very spot,
Spoke to me on that very evening?
I am yours, I am yours forever!
Yours, oh, you, my life, Zaid!”
Figure 4. “Zaid und Zaide / Zaid and Zaida”, Song 8 in J. G. Herder, Volkslieder (verses 1-4 and 14).
both Arabic predecessors to the name “Cid.” “Zaid and
Zaida,” moreover, is a captivity narrative, a genre that
was widespread in Mediterranean song long before it entered the history of colonial encounter, the classic 137th
Psalm, “By the Waters of Babylon”, being one of the earliest examples. Even this history attracted Herder, for he
worked through and translated the 137th Psalm on several
occasions.
The history Herder might have attempted to realize
by publishing variants of “Zaid and Zaida” in the 1770s,
however, would unfold as a history of aesthetics that even
he might have imagined. As a narrative ballad with a captivity narrative, the story of the lovers, “Zaid and Zaida”,
also captured the attention of writers and musicians in
Enlightenment Europe, among them Jean-Philippe
Rameau and Wolfgang Amadeus Mozart, who began
composing the Singspiel, Zaide, in 1780. Its arias and ensemble components were eventually gathered as K. 344,
but there is no overture or third act, thus leaving the Singspiel incomplete. Zaide’s narrative remained open, and it
surely influenced that best known of operas with a captivANUARIO MUSICAL, N.º 75, enero-diciembre 2020, 11-22. ISSN: 0211-3538
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ity narrative, Mozart’s Entführung aus dem Serail, K.
384, which was premiered in 1782.
It is the unfinished history of Zaide, passing through
medieval, Renaissance, and early modern variants, but
then entering the modern aesthetics of Herder’s Enlightenment, that extends its narrative arc to the twenty-first-century refugee crisis faced by so many from the
Mediterranean, Africa, and Middle East in the contemporary migration crisis of the present, for it now becomes
the source for new variant performances that extend the
Andalusian, Arabic, Spanish, Herderian, Mozartean history to the present. We experience these performances by
refugee and immigrant ensembles in Central Europe, for
example the productions of Zaide, eine Flucht (Zaide, a
Refugee’s Journey), which employ an aesthetic counterpoint that mixes Middle Eastern and European Enlightenment sounds. It is, in fact, Flüchtlinge, refugees seeking
refuge in Europe, who weave their histories into new libretti and performances in Europe. They interweave improvised recitatives about daily dangers and the difficulties of crossing national borders that have been fenced
‘The Voice of the People, a Song, a Notable Phrase, a Rhyme, Managed to Survive’…
into the arias and ensemble songs composed by Mozart
for Zaide.36 In these, refugee and non-refugee, the aesthetic possibilities of past and present, the classical and
the modern, the medieval al-Andalus and postcolonial
migration crisis, converge in the global musicological
moment we together witness in real time.
I conclude this essay by reflecting on the aesthetic
space in which the historical longue durée and the history
of the present converge, and I do so by returning to its
beginning, Johann Gottfried Herder and the birth of a
new musical aesthetics in song. I listen for the global moment that is so presciently palpable in the final passage of
Herder’s last major essay on song, the chapter called
“Von Musik” (On Music) in the 1800 book that encompassed his aesthetic vision at the end of his life, Kalli
gone. I began with Herder’s reflections on the possibility
of a global aesthetics as he embarked on his journey of
discovery in 1769, and I close with his own final return to
the history of song through a summation of his thought on
musical aesthetics.
If one gathers, without any prejudice, the affects that
melodies and songs invest in human feeling and afford to
all collectivities of human society, from the family to the
nation, music would rise as a narrative of miraculous tales
from the lowest rung to which it has been assigned to realize its relation to the culture of humanity. “The concepts
of music come from transitory impressions; either they
disappear entirely, or if they are deliberately repeated
from the strength of imagination, they are more burdensome than unpleasant”.37 … As we know so very well, it
is music that we experience within ourselves that lifts us
up from the earth at the very moment of death.38
Upon returning to song, upon returning to music at
the end of his own life, Herder envisions a musical aesFor videos of performance extracts, see, Zaide: Eine
Flucht; https://www.youtube.com/watch?v=8xPPndgffRs; most
recent access on October 29, 2020.
37
Herder quotes here from his own essay on immortality,
Johann Gottfried Herder, “Über die menschliche Unsterblichkeit”, in Johann Gottfried Herder Werke, ed. Hans Dietrich Irmscher (Frankfurt am Main: Deutscher Klassiker Verlag, 1998),
vol. 8, pp. 203-219.
38
Johann Gottfried Herder, Kalligone, in Johann Gottfried
Herder Werke, ed. Hans Dietrich Irmscher (Frankfurt am Main:
Deutscher Klassiker Verlag, 1998), vol. 8, pp. 641-964; translated in Herder and Bohlman, Song Loves the Masses, p. 259.
36
21
thetics embodied by a global collective, Menge —of choral singing and communal dance— that expands considerably upon his earlier and more comfortable reliance on
speech and the philosophy of language. “We cannot listen
often enough to the intimate passages that move us. How
they echo, and we wish for their return without satisfaction, until we (so we imagine) absorb these passages and
they become part of our soul”.39 Herder’s return to history
through music becomes more focused and more human,
while at the same time the range of music’s aesthetic matrix becomes more expansive and more universal. Accordingly, he foresees the future, maybe even the twenty-first century, and wonders whether “the voice of the
people, a song, a notable phrase, a rhyme, managed to
survive”.
Herder’s late reflections on the aesthetic moment of
song in the final stage of his life opened upon a vision of
transcendence. Herder hesitated not at all to call that moment, having arisen from the birth of musical aesthetics,
also a moment of death. That moment contained humanity and the universe, life and death. Music and aesthetics,
which live through our return to them, however transitory
such return sometimes is, are endowed with remarkable
force, the very power to realize life itself, and to do so in
the moment in which music is transcendent, when music
enters the aesthetic realm beyond itself.
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Recibido: 01.11.2020
Aceptado: 08.11.2020
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Maria Cristina Oliveira Bruno* Maria Cristina Oliveira Bruno* RESUMO RESUMO
A abordagem sobre acervos arqueológicos, neste texto, está pautada pela
problematização referente à longevidade dos acervos e suas implicações
histórico-culturais para as sociedades que são responsáveis pelas suas
constituições, manutenções e preservações, com projeção especial sobre algumas
questões brasileiras na contemporaneidade e ainda no que corresponde às
responsabilidades curatoriais. A R T I G O Submissão: 14/09/2020
Aprovação: 06/10/2020
Publicação: 28/12/2020 REVISTA DE ARQUEOLOGIAVolume 33 No. 3 Setembro–Dezembro 2020Edição Especial: Gestão de Acervos Arqueológicos Submissão: 14/09/2020
Aprovação: 06/10/2020
Publicação: 28/12/2020 REVISTA DE ARQUEOLOGIAVolume 33 No. 3 Setembro–Dezembro 2020Edição Especial: Gestão de Acervos Arqueológicos Acervos arqueológicos… | Maria Cristina Oliveira Bruno Palavras-chave: acervo; longevidade; curadoria. Palavras-chave: acervo; longevidade; curadoria. * Museóloga, Professora Titular em Museologia do Museu de Arqueologia e Etnologia da Universidade
de São Paulo, onde coordena o Programa de Pós-Graduação em Museologia. E-mail: mcobruno@uol.com.br. ORCID: https://orcid.org/0000-0003-2172-9071. DOI: https://doi.org/10.24885/sab.v33i3.845 DOI: https://doi.org/10.24885/sab.v33i3.845 DOI: https://doi.org/10.24885/sab.v33i3.845 A R T I C L E 1 A citação em epígrafe contou com atualização gramatical.
2 Paulo Duarte figura entre aqueles que lutaram para a aprovação da Lei 3924 de 26 de julho de 1961, de proteção dos
sítios arqueológicos e matriz de uma longa lista de normativas e legislações direcionadas para os bens arqueológicos. Criou
e dirigiu o Instituto de Pré-História da Universidade de São Paulo na década dos anos de 1960.
3 Observa-se, desde os anos da década de 1990, um crescimento exponencial de trabalhos acadêmicos voltados para a
proteção do patrimônio arqueológico, como também: os desdobramentos dos eventos científicos registrados em
documentos, criação de grupos de trabalhos e organização de movimentos coletivos.
4 Este tema, nos últimos anos, tem impulsionado a organização de dossiês em publicações da área, como por exemplo, o
Dossiê “Musealização da Arqueologia e produção acadêmica: novos problemas, novos desafios”, organizado em duas
partes: Parte 1. A produção Acadêmica em Musealização da Arqueologia no Brasil e Parte 2. Musealização da Arqueologia
e o Legado Patrimonial no Brasil, publicado na Revista de Arqueologia 2013/2014 da Sociedade Arqueologia Brasileira. APRESENTAÇÃO E estamos esperando até hoje. Enquanto isso as jazidas pré-históricas continuam à
mercê do vandalismo e do extermínio. O mesmo destino das matas e florestas,
arrasadas para o fabrico do carvão; o mesmo destino dos animais selvagens,
dizimados pelos caçadores mais selvagens do que eles; o mesmo destino do Brasil,
cujo território vai sendo vendido aos pedaços a estrangeiros por brasileiros sem
escrúpulos... Brasil da displicência, Brasil do abandono. Brasil de tantos messias que
não sabem sociologia…
1 (PAULO DUARTE, 1970, p. 372)1 A abordagem sobre os dilemas que envolvem o tratamento de acervos arqueológicos
no Brasil tem recebido atenção de muitos profissionais, estudantes e instituições de
pesquisa e de preservação patrimonial nas últimas décadas. É possível sublinhar que
Paulo Duarte2 tenha sido a primeira voz mais eloquente e obstinada a favor dos estudos
e da proteção dos vestígios das sociedades que nos precederam. Hoje, é possível
reconhecer que esta abordagem tem sido uma preocupação transgeracional 3 e tem
impulsionado ações individuais e coletivas no que se refere à identificação das
características e dos problemas e à proposição de soluções que levem em consideração
não só a pesquisa, mas os seus necessários desdobramentos de tratamento patrimonial e
divulgação museológica. g
g
Algumas dessas abordagens têm um escopo internacional e são provenientes de
problemas e novas inquietações científicas globais mas outras, para além dos desafios
gerais, encontram um cenário muito específico no Brasil, que tem sido verificado de
forma muito detalhada por diversos(as) autores(as) em seus trabalhos acadêmicos e
artigos científicos, como por exemplo: Bruno (1984, 1995, 2000, 2005, 2013/2014),
Caldarelli e Bruno (1982); Moraes Wichers (2010, 2011, 2013/2014), Saladino
(2013/2014), apenas para mencionar alguns(mas) autores(as)
4 . Esses mesmos
profissionais e estudantes têm impulsionado movimentos coletivos – como a criação do
próprio Grupo de Trabalho Acervos Arqueológicos da Sociedade de Arqueologia
Brasileira (SAB) e da Rede de Museus e Acervos Arqueológicos e Etnológicos (REMMAE)
– e debatido essas questões de forma sistemática e elaborado documentos de orientação
e de reivindicação inerentes ao tratamento dos acervos arqueológicos entre nós. A partir dessas considerações iniciais e rememorando análises já divulgadas em
textos precedentes, neste momento, gostaria de compartilhar e recolocar algumas
reflexões sobre as relevâncias, problemas e desafios, mas, pontuando que esses desafios
estão sustentados por características que evidenciam uma expressiva longevidade no
tempo, o que afeta a valorização das relevâncias dos acervos pelas sociedades
contemporâneas. Acervos arqueológicos… | Maria Cristina Oliveira Bruno ABSTRACT
The approach to archaeological collections, in this text, is guided by the
problematization related to the longevity of the collections and their historical-
cultural implications for the societies that are responsible for their constitutions,
maintenance, and preservations, with special projection on some Brazilian issues
in the contemporary and still that corresponds to the curatorial responsibilities. Keywords: collection; longevity, curatorship. A R T Í C U L O RESUMEN
En este trabajo el abordaje de las colecciones arqueológicas está guiado por la
problematización relacionada con la longevidad de las colecciones y sus
implicaciones histórico-culturales para las sociedades que son responsables de su
constitución, mantenimiento y preservación, con especial proyección sobre
algunas cuestiones brasileñas en la actualidad, así como en lo que concerniente a
las responsabilidades curatoriales. Palabras clave: colección; longevidad; curaduría. 9 ARCHAEOLOGICAL COLLECTIONS:RELEVANCES, PROBLEMS AND CHALLENGES FROM EVER AND FOREVER 9 ARCHAEOLOGICAL COLLECTIONS:RELEVANCES, PROBLEMS AND CHALLENGES FROM EVER AND FOREVER APRESENTAÇÃO Trata-se de referendar que são questões desde sempre e, mais ainda,
para sempre e, portanto, precisamos identificá-las e propor estratégias para o 10 enfrentamento dos dilemas, pois ainda teremos um indefinido tempo pela frente para a
construção de argumentos que reafirmem a importância dos acervos e para a necessária
experimentação de estratégias para a ressignificação, salvaguarda e divulgação deles. enfrentamento dos dilemas, pois ainda teremos um indefinido tempo pela frente para a
construção de argumentos que reafirmem a importância dos acervos e para a necessária
experimentação de estratégias para a ressignificação, salvaguarda e divulgação deles. Entre muitas possibilidades para discutir a problemática que envolve os acervos5
nos dias de hoje e de uma forma geral, especificamente os acervos arqueológicos no
Brasil, foram selecionados alguns dilemas para serem abordados neste texto, aqui
organizados em sete segmentos de análises, a saber: 1. Acervos refletem atitudes individuais e coletivas que as sociedades têm
implementado em nome do colecionismo desde os mais remotos tempos e que,
paulatinamente, têm acompanhado processos sociais, refletindo distintas
dimensões de poder; as mudanças dos tempos históricos; a produção do
conhecimento que se renova sistematicamente; as diferenças territoriais; e as
diversas características identitárias: o colecionismo como matriz simbólica e
operacional. 2. Acervos têm servido para a compreensão de identidades culturais, temporalidades
sócio-históricas e determinações territoriais, mas também operam como forças
para as negociações culturais, para a administração dos sistemas de memória e para
a opressão social e econômica entre distintos indivíduos e grupos sociais: a
longevidade dos acervos. g
3. Acervos são apropriados por instituições formatadas com a finalidade de pesquisa,
preservação e musealização, podendo ser sistematicamente ressignificados e, ainda,
abandonados, roubados, destruídos e menosprezados: o uso dos acervos. 4. Acervos têm sido a força alavancadora para a constituição e fortalecimento de
muitos ramos do conhecimento, ensejando a identificação de distinções tipológicas
e sinergias de aproximações que explicam os ambientes e as sociedades ao longo
tempo e do espaço geográfico; caracterizando perfis profissionais e contribuindo
para experimentações interdisciplinares e multiprofissionais a sua volta: a pesquisa
e a geração de conhecimento. 5. Acervos evidenciam indicadores de memórias e referências culturais e têm a
vocação para servir à educação para o patrimônio, para os direitos humanos e para
a identidade em todas as suas dimensões: a educação e o exercício da cidadania. 6. 5 Cabe sublinhar que, em outros países, o que entendemos por “acervo” é tratado por “coleção”, de acordo com as
publicações acadêmicas e documentos normativos das mais diversas origens. Para a compreensão deste texto o termo
acervo será utilizado como um conjunto de coleções.
6 A expressão “enquadramento brasileiro” não deixa de levar em consideração as expressivas diferenças regionais. Acervos arqueológicos… | Maria Cristina Oliveira Bruno em nossa trajetória de território colonizado; em uma nação federativa e de dimensões
continentais, com longos anos de governos autoritários e alguns períodos de democracia;
e em um país que tem construído os seus caminhos sócio patrimoniais entre tradições e
rupturas preservacionistas. Mas, de uma forma geral, também podemos aplicar entre nós
a ideia de que acervos arqueológicos (e mesmo os de outras tipologias) desvelam
problemas desde sempre e representam problemas para sempre, pois de alguma forma
são responsáveis pelo desvelar do que há de muito significativo em nossas sociedades ao
longo do tempo, como também não nos deixam esquecer de tudo que há de mais perverso
na trajetória da humanidade. São expressões e indicadores de memórias. em nossa trajetória de território colonizado; em uma nação federativa e de dimensões
continentais, com longos anos de governos autoritários e alguns períodos de democracia;
e em um país que tem construído os seus caminhos sócio patrimoniais entre tradições e
rupturas preservacionistas. Mas, de uma forma geral, também podemos aplicar entre nós
a ideia de que acervos arqueológicos (e mesmo os de outras tipologias) desvelam
problemas desde sempre e representam problemas para sempre, pois de alguma forma
são responsáveis pelo desvelar do que há de muito significativo em nossas sociedades ao
longo do tempo, como também não nos deixam esquecer de tudo que há de mais perverso
na trajetória da humanidade. São expressões e indicadores de memórias. Essa reconhecida vida dupla dos acervos, atrelada aos meandros técnico-científicos
curatoriais, dependentes da superação de muitos paradigmas científicos e, ao mesmo
tempo, do convívio sócio comunitário, nos leva a considerar a importância das políticas
públicas concebidas, realizadas e avaliadas sistematicamente no que se refere às projeções
que podem ser consideradas a partir dos usos dos acervos. Projeções essas responsáveis
pela abertura de horizontes para que a educação que conta com indicadores de memórias
em sua pedagogia impulsione uma visão crítica para o exercício da cidadania. Nesse sentido, não se enquadra uma visão ingênua relativa ao desvelar e ao cuidar
de acervos enquanto conjunto de indicadores de memórias. Ao contrário, o tratamento e
a preservação de acervos estão subordinados às perspectivas políticas em suas distintas
conjunções e abordagens: tanto o estudo, o tratamento e a preservação quanto a
negligência e o abandono. Acervos arqueológicos… | Maria Cristina Oliveira Bruno APRESENTAÇÃO Acervos e as suas necessidades correspondentes ao estudo e à preservação exigem
procedimentos que identificamos como curatoriais e as suas perspectivas de
extroversão impõem que esses procedimentos sejam qualificados como
museológico-curatoriais
e
colaborativos:
as
ações
interdisciplinares,
multiprofissionais e processuais. 7. Acervos, quando reconhecidos como conjuntos de referências patrimoniais
materiais e imateriais, servem à valorização das grandes e multifacetadas
expressões de humanidade, mas, ao mesmo tempo, documentam importantes
tragédias e opressões sócio-históricas: a vida dupla dos acervos. Os acervos arqueológicos, evidenciados e preservados ao longo dos séculos,
permitem análises, entre outras, referentes aos sete segmentos acima elencados. No
enquadramento brasileiro6, tais acervos exigem que essas análises sejam contextualizadas Acervos arqueológicos… | Maria Cristina Oliveira Bruno 11 11 Donde o aparecimento de uma procura, que atribui um valor aos objetos que
virtualmente são peças de colecções, e cria um mercado. Donde também a pressão
exercida sobre o Estado para que torne possível o acesso a estes bens àqueles que não
podem comprá-los nem o prazer estético, nem os conhecimentos históricos e
científicos, nem o prestígio (POMIAN, 1984, p. 54)7. Com essas palavras o autor articula diversas questões inerentes ao universo dos
acervos. Por um lado, sinaliza para os processos de seleção e de novos enquadramentos
individuais e coletivos e, por outro, aponta para o que circunda essas questões, como as
variáveis do mercado, as implicações em políticas públicas de Estado, as expectativas
sociais em relação à apreciação estética e à obtenção de conhecimento. Cabe sublinhar
que os vestígios, fragmentos, artefatos, resíduos, ruínas, monumentos, entre outros
segmentos reconhecidos, estudados e valorizados pela Arqueologia estão imersos desde
sempre nessas questões. p
q
A atitude humana de extrair da realidade8 elementos, fragmentos, coisas materiais,
para protegê-los e com isso formar coleções e acervos, foi incorporada pelas sociedades
ao longo do tempo. Isso contribuiu para a formatação de uma lógica de procedimentos
inerentes ao estudo, à preservação e à extroversão dessas coisas valorizadas, lógica essa
que está na base da organização de instituições especializadas. Tal lógica tem se
sofisticado ao longo dos tempos, gerando um caleidoscópio de ramos de pesquisa e de
produção de conhecimento, de profissões e de ações técnicas. Ela é responsável também
pela elaboração de normas, legislações, manuais, entre outras conquistas que o trabalho
sistemático sobre acervos tem gerado. A maturidade técnica e científica aqui indicada, originada a partir do
reconhecimento de que acervos constituídos exigem tratamentos específicos, tem levado
à construção de convicções de que a necessidade de proceder à cura desses conjuntos
transformados em acervos exige a ação curatorial 9 ou, mais precisamente, está
subordinada aos processos curatoriais. Trata-se, entretanto, de construções de
convicções que trilharam e ainda trilham distintos percursos, permeadas por olhares
provenientes de diversos campos de conhecimento, inseridas em contextos
socioeconômicos com perfis muito distintos e com disponibilidades incomparáveis de
recursos (financeiros, técnicos e científicos) para a realização das ações necessárias. Refletir e agir em relação a processos curatoriais exige a compreensão de que abordamos,
sempre, cenários institucionais – públicos e privados – com enormes diferenças. Neste contexto de longevidade, cabe ênfase para o momento em que essas
convicções passaram a identificar novas necessidades para as ações curatoriais em
relação aos acervos. Refiro-me, em especial, à passagem entre os séculos XIX e XX,
quando a projeção das exposições e ações educacionais passaram a ser consideradas e
valorizadas de uma forma mais ampla no que se refere ao tratamento dos acervos. Assim,
a extroversão trouxe novos paradigmas e desafios inéditos, considerando que a ação de
comunicação passou a fazer sentido e impôs outros problemas àqueles que têm sido
responsáveis por acervos. 7 Nesta citação foi respeitado o texto original em português de Portugal. q
q
q
p
p
p
9 Embora nos últimos anos as expressões curadoria e processo curatorial tenham sido aplicadas em contextos muito
alargados, aqui indicam o conjunto de ações voltadas aos processos de pesquisa, de tratamento e extroversão dos acervos. Acervos arqueológicos… | Maria Cristina Oliveira Bruno A LONGEVIDADE QUE ENVOLVE AS QUESTÕES SOBRE ACERVOS Diversos autores(as) se debruçam na construção histórica sobre os acervos,
especialmente, abordando a historicidade das instituições de guarda, notadamente, os
museus. Da mesma forma, essas análises explicitam movimentos transnacionais; reiteram
o papel de destaque dos processos de colonização que entrelaçam os diversos continentes
em conjunturas culturais comuns e expressivos dramas humanitários; mobilizam fontes
documentais em diferentes suportes, tanto de caráter privado quanto público, entre
muitas outras facetas dessa edificação. Esses estudos apontam que o colecionismo,
entendido como base geradora dos acervos e de muitas instituições museológicas, tem
atravessado os séculos, atingindo o seu auge entre os séculos XIX e XX, já com reflexos
de diásporas que implementaram estas tradições em diversos continentes, especialmente,
a tradição de constituir instituições em torno de acervos. É possível reconhecer que as coleções e acervos, ao longo do tempo, evidenciam
muitas reciprocidades e muitos antagonismos entre os universos privados e públicos das
sociedades. Conforme aponta Krzysztof Pomian, ...uma colecção, isto é, qualquer conjunto de objetos naturais ou artificiais, mantidos
temporária ou definitivamente fora do circuito das actividades económicas, sujeitos
a uma proteção especial num local fechado preparado para este fim, e expostos ao
olhar público (POMIAN, 1984, p. 53). Diz também que certas peças de colecção são fonte de prazer estético; que outras – e
por vezes são as mesmas – permitem adquirir conhecimentos históricos e científicos. Enfim, observa-se que o facto de as possuir confere prestígio, enquanto testemunham
o gosto de quem as adquiriu, ou as suas profundas curiosidades, ou ainda a sua riqueza
ou generosidade, ou todas as qualidades conjuntamente. Não é o caso para espanto,
então, que se encontrem pessoas que queiram apropriar-se de tais objetos e que para
atingirem este fim sacrifiquem uma parte de suas fortunas; ou outras que, não
podendo apropriar-se de tais objetos, queiram ter pelo menos o direito de olhá-los. Acervos arqueológicos… | Maria Cristina Oliveira Bruno 12 cumprirem com essas finalidades e estão na base da construção dessas convicções. Refiro-me, sobretudo, aos museus10, considerando sua longa trajetória comprometida
com heranças dos gabinetes de curiosidades, antiquários, estúdios, fóruns de debates,
laboratórios de pesquisa, espaços educacionais, entre outras características. Heranças
essas ainda presentes com sintomas muito nítidos na contemporaneidade, mas que têm
se articulado com os novos olhares e novos argumentos subordinados à dinâmica dos
processos museológicos e às perspectivas dos processos de musealização. A partir de um olhar retrospectivo é possível identificar que sob a identidade de
Museu de Arqueologia acumula-se, nos dias de hoje uma multiplicidade de
características museológicas que indica um passado comprometido com aspectos
relevantes da história dos museus, no que diz respeito à importância do colecionismo
para estas instituições, como também, a evidente parceria com diferentes fases das
descobertas e da pesquisa arqueológica nos últimos séculos. Outro aspecto marcante
dessas instituições está vinculado ao caráter universalista de seu conteúdo,
constituído de coleções difusas no tempo e no espaço. Da mesma forma, pode-se
afirmar que, nas últimas décadas, esses museus têm servido também para o
tratamento patrimonial da memória local, elevando-a, algumas vezes, ao patamar das
referências nacionais e universais. Os museus de Arqueologia existem em todos os
continentes, ainda reconhecidos como centros de pesquisa, vinculados em sua
maioria às universidades e responsáveis por parcelas significativas do patrimônio que
tem sido preservado ao longo dos séculos (...). As coleções arqueológicas estão na
gênese da história dos museus. Amparados em alguns séculos de investigação e
interesse pelo passado, pelo exótico e pelo diferente, esses acervos foram
constituídos, de uma certa forma, para diminuir a distância entre as sociedades que
vivem em tempos distintos. Espelham, também, a colonização, o saque e a destruição
de alguns povos por outros. Sobretudo, esses acervos, espalhados em museus de
portes diferentes, podem sinalizar aspectos inerentes à longevidade e diversidade da
herança patrimonial dos seres humanos (BRUNO, 1999, p. 35-36). A partir do século XX, é possível considerar que, para os acervos constituídos e
organizados de acordo com a lógica dos museus, têm sido impostas novas rotas,
percepções inéditas e responsabilidades que se renovam a cada momento. 10 A referência a museu não deixa de prestar atenção também a outros modelos de instituição responsáveis por acervos. Acervos arqueológicos… | Maria Cristina Oliveira Bruno A MUSEALIZAÇÃO QUE ACOLHE A LONGEVIDADE DA TRAJETÓRIA DOS ACERVOS Os pontos, aqui realçados em função das ações curatoriais inerentes aos acervos,
levam em consideração as instituições que ao longo dos séculos foram formatadas para 13 responsáveis; e, sobretudo, (iv) de encontro de uma função social mais nítida para os
processos curatoriais. O tempo, em um certo sentido, tem legado possibilidades de
mudanças expressivas nesse contexto e, de alguma forma, tem desvelado a imperiosa
necessidade de transformações e rupturas. Esse tempo percorrido, no caso das constituições e tratamentos dos acervos
arqueológicos no Brasil, tem recebido muita atenção – às vezes de forma progressiva e
em outras com grandes hiatos – no que se refere à compreensão sobre as reciprocidades
entre construção de conhecimento e produção de acervos; no que diz respeito à
identificação de vulnerabilidades entre legislação preservacionista e ações curatoriais;
como também no que tange à cumplicidade entre os modelos de desenvolvimento
socioeconômico e as estratégias de uso qualificado dos bens patrimoniais. 11 É importante ressaltar que essa trajetória tem recebido atenção de inúmeros profissionais, nas diferentes regiões do
país, resultando em muitas publicações que desvelam novos processos, identificam momentos de rupturas e analisam a
“questão arqueológica” brasileira sob diferentes ângulos, como já referido na nota de rodapé 5 deste texto. Acervos arqueológicos… | Maria Cristina Oliveira Bruno Há uma nítida
convicção de que (i) os museus precisam não só proceder ao tratamento dos acervos a
partir de ações de estudo, salvaguarda e comunicação, mas que essas ações precisam
interferir na realidade, permitindo novos olhares e a elaboração de novos argumentos;
(ii) as atividades museológicas devem ressignificar os acervos; (iii) a educação a partir dos
indicadores de memórias deve ser um princípio ético dessas instituições; e (iv) todas as
suas ações têm uma razão e um propósito políticos. Essa convicção ainda tem sido permeada pela constatação de perspectivas mais
inovadoras, como por exemplo: a compreensão da relevância da reciprocidade entre
acervos materiais e imateriais; o entendimento sobre a importância do ambiente digital
e das múltiplas tecnologias nesse contexto de inovações; e a constatação de que as ações
curatoriais são dependentes de atividades coletivas quer sejam interdisciplinares no
âmbito de uma instituição, quer sejam comunitárias em contextos compartilhados. A longevidade em relação à convivência das sociedades com os acervos, aqui apenas
pontuada com vistas à projeção de alguns aspectos, tem dado a oportunidade (i) de um
repensar sobre questões éticas; (ii) de um reposicionamento técnico e científico para a
projeção mais nítida da necessidade do emprego de verbas públicas em ações curatoriais;
(iii) de buscas incessantes sobre novas metodologias de trabalho mais inclusivas e 14 A LONGEVIDADE, O FUTURO DOS ACERVOS E O PAPEL DA MUSEALIZAÇÃO Ao reconhecermos que os acervos aportam e potencializam características de longa
duração e se espraiam por distintos territórios geográficos, as perspectivas aqui
enunciadas nos levam a considerar que é fundamental que a sua perenidade seja garantida
de forma a produzir ressignificações, conhecimentos novos, tratamentos adequados de
salvaguarda e projeções múltiplas de comunicação. Nesse sentido, é fundamental valorizar a importância das abordagens museológico-
curatoriais (conservação, documentação, exposição e ação educativa), planejadas e
executadas a partir de estratégias que envolvam e consolidem cadeias operatórias de
ações técnicas e científicas, em que vários profissionais precisam atuar de forma
organizada e em sinergia. Essa cadeia operatória, por sua vez, implica em cumplicidades,
reciprocidades e produções coletivas que, normalmente, nos acostumamos a chamar de
processos interdisciplinares e multiprofissionais. Da mesma forma, é possível reconhecer
que esses procedimentos podem ser compartilhados com grupos comunitários e
diferentes segmentos da sociedade. Hoje, compreendemos que é possível submeter os acervos arqueológicos a novas
questões
abrindo
perspectivas
de
ressignificação;
sabemos
que
existem
as
potencialidades de abordagens de inéditos e importantes problemas para a
contemporaneidade, como a discussão sobre os processos de decolonização, a projeção
de argumentos de gênero, a popularização de nuances identitárias, o entendimento sobre
as hierarquias sociais, entre muitas outras possibilidades. Cada vez mais verificamos a
relevância de inserir os acervos em cenários interpretativos no âmbito de paisagens
culturais e contextualizá-los nas dimensões das memórias individuais, coletivas e
históricas. Os processos de musealização recebem as heranças historicamente constituídas em
função da longevidade dos problemas dos acervos, buscando a sua projeção futura para
o enfrentamento dos problemas contemporâneos. Nesse sentido, para a longevidade
desses processos, é fundamental uma inflexão, um mergulho, um aprofundamento nos
paradigmas que envolvem os conceitos e as práticas referentes à musealidade e que se
refletem nas estratégias substanciais para a implementação de ações museológicas com
vistas à constituição de processos de musealização, mais especificamente processos de
Musealização da Arqueologia. q
g
Entre muitas ideias que giram em torno dos conceitos acima referidos, é possível
abrir um caminho de reflexão que nos conduz à compreensão sobre musealidade como a
potencialidade inerente às coisas, aos vestígios, às expressões, sujeita aos olhares, a
percepções e às seleções, ou seja: o fruto de olhares que identificam e valorizam. No caso
da musealidade aplicada à Arqueologia, é possível projetar a ideia de que esse olhar
seletivo é derivado de premissas de pesquisa e contextualizado com preocupações
interdisciplinares. g
q
p
Nesta trajetória11, cujo início pode ser identificado no final do século XIX, que
entrelaça pesquisa, ensino, tratamento preservacionista, processos de musealização,
educação patrimonial e outras esferas de ações públicas e privadas, é possível verificar
onze movimentos ao longo dos anos: (I) o tempo do pioneirismo e dos amadores que,
atuando em outras frentes, se interessaram pelo passado e empreenderam buscas de seus
vestígios; (II) os olhares estrangeiros voltados ao conhecimento do passado do território
brasileiro que focaram diferentes regiões, capacitaram equipes e dialogaram com
instituições; (III) as trincheiras que foram necessárias para que a legislação
preservacionista alcançasse os vestígios arqueológicos, protegendo-os enquanto bens
patrimoniais; (IV) a formação de equipes de estudantes e pesquisadores, que iniciaram os
estudos sistemáticos em grandes áreas do território nacional, produzindo explicações
sobre as sociedades que precederam os períodos da colonização e mesmo avançando para
outros momentos da trajetória do país; (V) a realização de estudos acadêmicos em larga
escala, confrontando teorias, linhas metodológicas, estratégias interdisciplinares e
refletindo as diversas frentes de formações profissionais e de estudos pós-graduados; (VI)
o despertar para a importância das conexões entre estudos, acervos arqueológicos e
processos museológicos, educacionais e de difusão científica; (VII) as reações aos
impactos ambientais e à legislação preservacionista, permitindo a explosão de atividades
de pesquisa, a expansão das opções profissionais para além das instituições públicas,
alcançando a valorização do mercado e a convivência e cumplicidade com os grandes
projetos de desenvolvimento do país; (VIII) a projeção das atividades museológicas e de
educação patrimonial em diferentes contextos comunitários e socioeconômicos, com
ações internas e externas às instituições de pesquisa; (IX) a mobilização de estudantes e
profissionais em torno de causas comuns a partir da participação em associações, redes e
grupos de pesquisa; (X) a conscientização em relação à necessidade de atenção aos
acervos e à reavaliação sobre as necessárias conexões entre pesquisa, salvaguarda e
ensino, referentes aos procedimentos arqueológicos e suas cumplicidades com as teorias,
metodologias e funções das ações museológicas; (XI) o olhar de investigação orientado
para temas marginalizados pelas pesquisas, o acolhimento a novos acervos desprezados
pelos estudos normativos e a atuação comunitária e colaborativa como base para ações
que geram acervos. Esses movimentos podem ser compreendidos em uma escala cronológica. Devem
ser percebidos em suas tradições e rupturas e em ações de aproximações e
estranhamentos, mas, em especial, precisam ser reconhecidos e interpretados para que 15 seja possível ampliar a importância da Arqueologia como campo de ensino e pesquisa e
os acervos arqueológicos como itens estruturantes de nossa memória identitária. São esses os desafios para que a longevidade da trajetória dos acervos possa se
ealmente acolhida pelos processos de musealização. Acervos arqueológicos… | Maria Cristina Oliveira Bruno preservados, podem alçar o patamar de herança cultural. Da mesma forma, esses
indicadores podem ser sistematicamente ressignificados, mas também podem trilhar o
destino dos abandonos patrimoniais. preservados, podem alçar o patamar de herança cultural. Da mesma forma, esses
indicadores podem ser sistematicamente ressignificados, mas também podem trilhar o
destino dos abandonos patrimoniais. p
Reiteramos abordagem precedente quando colocamos, O interesse está centrado na decodificação dos elementos que constituem os
processos de Musealização da Arqueologia em seus domínios teóricos e estratégias
metodológicas. Não se trata da apresentação de mais uma tendência e sim da
indicação de um equilíbrio mais adequado entre os campos da Arqueologia e
Museologia no que tange às ações de preservação, valorização, extroversão e
educação dos contextos culturais que têm nos bens arqueológicos o eixo gerador de
ações patrimoniais. De acordo com Shanks e Tylley (1992), pode-se compreender por musealização a
elaboração de um sistema estético para criar significados. Já Waldisa Rússio
Guarnieri (1990) aponta que, ao projetarmos as intenções de documentalidade e
fidelidade quando musealizamos os objetos e artefatos, estamos procurando
construir informações, o que pressupõe a transmissão de conhecimento afetivo /
cognitivo), a realização do registro (daquilo que foi identificado) e o acesso aos
mecanismos da memória (sistematização de ideias). Entre as colocações desses
autores, pode-se inferir que os processos de musealização estão vinculados à
valorização e à sistematização dos sentidos e significados extraídos das referências
culturais que são alvo da atenção museológica (BRUNO, 2013/2014, p. 7). Com isso, queremos sublinhar que tanto a musealidade quanto a musealização são
dependentes de ações que, por sua vez, são subordinadas a princípios éticos, conjunturas
socioculturais e domínios de técnicas e tecnologias. Enquanto a musealidade está na
gênese do processo, a musealização pode ser compreendida como a metodologia que
consubstancia o processo, com a potencialidade de gerar conhecimento, valorizar
indicadores de memórias e contribuir para a compreensão sobre o nosso contexto
histórico e, sobretudo, impulsionar novas ações e reações no presente. Os acervos, em especial os acervos arqueológicos no Brasil, nos trazem problemas e
preocupações desde sempre e, com certeza, nos conduzem a enfrentamentos e tentativas
de superação de problemas para sempre. Acervos arqueológicos… | Maria Cristina Oliveira Bruno A LONGEVIDADE, O FUTURO DOS ACERVOS E O PAPEL DA MUSEALIZAÇÃO Os resultados dessas percepções e seleções podem ou não ser interpretados a partir
de contextos históricos, circunstâncias geográficas, especificidades inerentes aos
problemas científicos projetados, entre outros fatores, que devem contribuir para as
explicitações das camadas estratigráficas que constituem temporalidades socioculturais. Esses indicadores de musealidades permitem o enquadramento no universo dos
vestígios, coleções e acervos, e incorporados como bens patrimoniais e uma vez Acervos arqueológicos… | Maria Cristina Oliveira Bruno 16 Acervos arqueológicos… | Maria Cristina Oliveira Bruno Nesse cenário delineado pelo passado,
desenhado no presente e projetado para o futuro, é possível vislumbrar que os processos
de Musealização da Arqueologia reúnem fortes potencialidades para o estabelecimento
de necessárias sinergias interpessoais, muito necessárias para o desvelar das estratigrafias
do abandono, ainda muito nítidas nos contextos da Arqueologia no Brasil. q
g
Ao terminar este texto, quando tive a especial possibilidade de compartilhar
algumas reflexões, voltei à leitura do primeiro artigo que escrevi em coautoria com a
arqueóloga e grande parceira Solange Bezerra Caldarelli, publicado em 1982 –
“Arqueologia e Museologia: Experiências de um trabalho integrado. Pesquisas e
Exposições do Instituto de Pré-História” – na Revista de Pré-História. Nesse artigo,
relatamos as nossas experiências entrelaçadas entre a Arqueologia e Museologia, com
diferentes comunidades, e sobretudo, depositamos o início da construção de nossas
convicções e dos nossos sonhos profissionais. Por isso, agradeço muito à Solange por ter
respeitado e encorajado os caminhos da Musealização da Arqueologia. Dedico este texto à memória de Paulo Duarte, por tudo que ele representa ainda
hoje no que se refere às políticas públicas direcionadas à preservação patrimonial; e às
novas gerações de estudantes e profissionais, que têm demonstrado que é possível
conjugar o verbo esperançar! Acervos arqueológicos… | Maria Cristina Oliveira Bruno 17 17 REFERÊNCIAS BIBLIOGRÁFICAS BRUNO, Maria Cristina Oliveira. O Museu do Instituto de Pré-História: um museu a serviço da pesquisa
científica. 1984. Dissertação (Mestre em História Social). Faculdade de Filosofia, Letras e
Ciências Humanas, Universidade de São Paulo, São Paulo. 1984. BRUNO, Maria Cristina Oliveira. Musealização da Arqueologia: um estudo de modelos para o Projeto
Paranapanema. 1995. Tese (Doutorado em Arqueologia). Museu de Arqueologia e Etnologia,
Universidade de São Paulo, São Paulo. 1995. BRUNO, Maria Cristina Oliveira. Museologia: A luta pela perseguição ao abandono. 2000. Tese
(Livre-Docência). Museu de Arqueologia e Etnologia. São Paulo. 2000. BRUNO, Maria Cristina Oliveira. Arqueologia e antropofagia: a musealização de sítios
arqueológicos. Revista do Patrimônio Histórico e Artístico Nacional. Museus: antropofagia da
memória e do patrimônio. Iphan: Rio de janeiro, n° 31, p. 234-247, 2005. BRUNO, Maria Cristina Oliveira Bruno. Musealização da Arqueologia: caminhos percorridos. Revista de Arqueologia. Sociedade de Arqueologia Brasileira. São Paulo, vol. 26, n° 2, vol. 27, n°
1, p. 4-15, 2013/2014. CALDARELI, Solange Bezerra; BRUNO, Maria Cristina Oliveira. Arqueologia e Museologia:
Experiências de um trabalho integrado. Pesquisas e Exposições do Instituto de Pré-História. Revista do
Instituto de Pré-História, Universidade de São Paulo, São Paulo, vol. 111, n° 4, p. 143-191,
1982. DUARTE, Paulo. Fontes de Pesquisa Pré-Histórica. Separata de Estudos de Pré-História Geral e
Brasileira p. 347-442. Instituto de Pré-História da Universidade de São Paulo, São Paulo, 1970. MORAES WICHERS, Camila de A. Museus e Antropofagia do Patrimônio Arqueológico: (des) caminhos
da prática brasileira. 2010.Tese (Doutoramento em Museologia). Universidade Lusófona de
Humanidades e Tecnologias, Portugal. Lisboa, 2010. MORAES WICHERS. Camila de. Patrimônio Arqueológico Paulista: proposições e provocações
arqueológicas. Tese (Doutorado em Arqueologia). Museu de Arqueologia e Etnologia da
Universidade de São Paulo. São Paulo, 2011. MORAES WICHERS, Camila de A. Dois enquadramentos, um mesmo problema: os desafios da
relação entre museus, sociedade e patrimônio arqueológico. Revista de Arqueologia. Sociedade
de Arqueologia Brasileira. São Paulo, vol.26, n° 2. vol. 27, n° 1, p.16-39, 2013/2014. POMIAN, Krzysztof. Coleção. Enciclopédia Einaudi Memória – História. Lisboa, Imprensa Nacional
– Casa da Moeda vol.1, p.51-86, 1984. SALADINO, Alejandra. IPHAN, Arqueólogos e Patrimônio Arqueológico Brasileiro: um breve
panorama. Revista de Arqueologia. Sociedade de Arqueologia Brasileira. São Paulo, vol.26, n° 2,
vol.27, p. 40-57, 2013/2014. 18 18 Acervos arqueológicos… | Maria Cristina Oliveira Bruno
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Digitale Barrierefreiheit von Repositorien
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Mitteilungen der Vereinigung Österreichischer Bibliothekarinnen & Bibliothekare
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Digitale Barrierefreiheit von Repositorien
Christine Bazalka, Karin Kostrhon, Angelika Mucha, Leo Urlesberger
Zusammenfassung: Thema dieses Beitrags ist die Barrierefreiheit von
Repositorien, mit besonderem Fokus auf Nutzer:innen mit motorischen
Beeinträchtigungen. Zur Erhebung des Status Quo und möglicher Verbesserungen wurden Expert:innen- und Nutzer:inneninterviews sowie
automatisierte und manuelle Tests von 25 Bibliotheksrepositorien
durchgeführt. Die Einschätzungen der Interviewpartner:innen und die
Testergebnisse bieten nicht nur einen Einblick in die aktuelle Situation,
sondern auch Anregungen hinsichtlich Sensibilisierung, Schulungsunterlagen für Nutzer:innen und Bibliothekar:innen sowie Integration von Barrierefreiheits-Checks in den Arbeitsalltag. Der Beitrag fasst die Ergebnisse eines im Rahmen des Universitätslehrgangs Library and Information
Studies (Grundlehrgang) umgesetzten Projekts zusammen.
Schlagworte: digitale Barrierefreiheit, Repositorien, motorische
Beeinträchtigung, Leitfadeninterviews, Accessibility-Tests,
Sensibilisierung, Universitätsbibliotheken
Digital Accessibility of Repositories
Abstract: This article focuses on the accessibility of repositories, with
an emphasis on users with physical disabilities. Expert and user interviews as well as automated and manual tests of 25 library repositories
were conducted to learn about the status quo and to suggest possible
improvements. The assessments of the interviewees and the test results
present an insight into the current situation and offer suggestions
regarding raising awareness, providing instruction material for users
and librarians and integrating accessibility checks into the workflow.
The article summarizes the results of a project for the study programme
Library and Information Studies.
Keywords: digital accessibility, repositories, physical disability, guided
interview, accessibility check, raising awareness, university libraries
DOI: https://doi.org/10.31263/voebm.v76i1.7895
Dieses Werk ist – exkl. einzelner Logos und Abbildungen – lizenziert unter einer
Creative-Commons-Lizenz Namensnennung 4.0 International-Lizenz
Dieser Beitrag entstand infolge der Projektarbeit „Digitale Barrierefreiheit von Repositorien. Anregungen zur Gestaltung barrierefreier Repositorien mit Schwerpunkt auf motorischen Beeinträchtigungen“, die wir
während des Universitätslehrgangs Library and Information Studies
2021/2022 an der ÖNB verfassten. Auftraggeberin war Dr.in Susanne Blumesberger, Leiterin der VÖB-AG Barrierefreiheit in Bibliotheken
1. Fragestellungen
Mithilfe von Expert:innen- und Nutzer:inneninterviews sowie manueller
und automatisierter Barrierefreiheitstests von Repositorien wollten wir
insbesondere herausfinden,
– was die wichtigsten Aspekte von digitaler Barrierefreiheit für Menschen mit motorischen Beeinträchtigungen sind
– welche Barrieren bei bibliothekarischen Repositorien existieren
– inwieweit manuelle und/oder automatisierte Tests von Webseiten
dazu beitragen können, Barrierefreiheit von Repositorien festzustellen, und ob diese auch im bibliothekarischen Alltag und ohne
IT-Fachwissen durchführbar sind
2. Studieren mit motorischer Beeinträchtigung
Laut Studierenden-Sozialerhebung1 waren in Österreich im Jahr 2019
12,2 % bzw. 39.100 Studierende von einer studienerschwerenden Beeinträchtigung betroffen. Bei 2,6 % davon wirkte sich eine Mobilitäts- oder
motorische Beeinträchtigung einschränkend auf das Studium aus.
Motorische Einschränkungen können die Fein- und/oder die
Grobmotorik betreffen; die möglichen Ursachen sind vielfältig,
informiert die Universität Wien auf ihrer Website für barrierefreie Lehre.2 Als motorische Einschränkungen, die sich im Studium auswirken
können, werden genannt:
– akute Einschränkungen der Schreibhand (z.B. durch Unfall, Sehnenscheidenentzündung oder Bruch)
– permanente Einschränkungen (z.B. Spasmen, Lähmungen, Fehlen
von Gliedmaßen, Zittern, Muskelschwäche etc.)
– schubhaft verlaufende Einschränkungen (z.B. bei Rheuma oder
Gicht) oder
–
eingeschränktes Sprechvermögen (z.B. durch Multiple Sklerose oder
Schlaganfall)
Im Studienalltag kann das mit Einschränkungen beim Schreiben,
Sprechen, Arbeiten unter Zeitdruck oder bei der Benutzung von
technischen Geräten verbunden sein.
3. Gesetzliche Rahmenbedingungen und Standards für digitale
Barrierefreiheit
Auf gesetzlicher Ebene wird die Umsetzung digitaler Barrierefreiheit mit der Web-Zugänglichkeits-Richtlinie der Europäischen Union
konkretisiert, die Vorschriften für Websites und mobile Anwendungen
öffentlicher Stellen beinhaltet.3 Das österreichische Web-Zugänglichkeits-Gesetz (WZG) ist seit 2019 in Kraft und ist die Umsetzung der
EU-Web-Zugänglichkeits-Richtlinie in österreichisches Recht.4 Die
zugrundeliegende EU-Norm orientiert sich an den Standards der Web
Content Accessibility Guidelines (WCAG) und legt einen „harmonisierten
europäischen Standard“ fest.5
Barrierefreie Webinhalte müssen laut WCAG Kriterien in vier grundlegenden Kategorien erfüllen6:
Wahrnehmbarkeit
–
–
–
–
Bilder und andere Nicht-Text-Inhalte sollen mit Text beschrieben
werden
Multimediale Inhalte sollen mit Untertiteln und Alternativen wie
Bildbeschreibungen versehen sein
Inhalte sollen auch mit assistierenden Technologien wie Screenreadern wahrnehmbar sein
Inhalte sollen – etwa durch ausreichenden farblichen Kontrast – für
möglichst viele Menschen leicht wahrnehmbar sein
Bedienbarkeit
–
–
–
Webinhalte sollen grundsätzlich auch nur mit der Tastatur steuerbar sein
Nutzer:innen sollen genügend Zeit zum Lesen und Nutzen der Inhalte haben
Nutzer:innen sollen genügend Unterstützung beim Lesen und Navigieren erhalten
–
–
Webinhalte sollen keine Anfälle oder physischen Reaktionen hervorrufen
Alternative Eingabegeräte sollen gut nutzbar sein
Verständlichkeit
–
–
–
Text soll lesbar und verständlich sein
Inhalte sollen auf vorhersagbare Art präsentiert werden
Nutzer:innen sollen dabei unterstützt werden, Fehler zu vermeiden
oder zu korrigieren
Robustheit
–
Inhalte sollen mit derzeit genutzten und künftig verfügbaren assistierenden Werkzeugen oder Technologien kompatibel sein
4. Computer- und Internetnutzung mit motorischen
Beeinträchtigungen
Die möglichen Ursachen und Manifestationen von motorischen Beeinträchtigungen sind vielfältig. Dadurch ergeben sich auch unterschiedliche Arten der Computer- und Internetnutzung, wie etwa Hellbusch7 im
Detail beschreibt.
Im Folgenden stellen wir eine Auswahl an Geräten und assistierenden Technologien vor, die je nach individuellem Bedarf genutzt werden
können:
Ist die Bewegungsfähigkeit der Arme, Hände und/oder Finger reduziert, können alternative Eingabegeräte zum Einsatz kommen. Neben
Kompakt- oder Einhandtastaturen können etwa Großfeldtastaturen
oder Bildschirmtastaturen genutzt werden. Trackball, Joystick- oder
Kopfmaus können für Menschen mit motorischen Einschränkungen
besser nutzbare Alternativen zur herkömmlichen „Computermaus“
darstellen. Auch Augen- oder Mund-Steuerungssysteme sind je nach
Art der motorischen Einschränkung mögliche Optionen. Bei Spracheingabesystemen wird gesprochener Text der Nutzer:innen in Befehle
für den Computer umgewandelt. Auch Betriebssysteme selbst verfügen
über eine Reihe von Bedienungshilfen, die je nach individuellem Bedarf aktiviert werden können, zum Beispiel die Möglichkeit der Einfingerbedienung, Bildschirmlupen, Optionen zur alternativen Kontrastund Farbdarstellung oder Sprachausgaben.8
Bei der Nutzung von Internetangeboten durch Menschen mit motorischen Beeinträchtigungen kommt einigen Richtlinien der WCAG ganz
besondere Bedeutung zu, auf die wir zum Teil auch in unseren Repositorientests Bezug nehmen. Bei den deutschen Übersetzungen und Erläuterungen orientieren wir uns an der deutschen BIK-Initiative9, deren
BIK BITV-Test seit 2005 das etablierte Prüfverfahren in Deutschland ist:
– Guideline 2.1 Keyboard Accessible: Make all functionality available
from a keyboard.
Success criterion: 2.1.1 Keyboard (Level A)
Die Bedienung soll geräteunabhängig möglich sein. Das bedeutet:
Sie muss sowohl mit der Maus als auch mit der Tastatur möglich
sein. Auf die Tastaturbedienbarkeit sind zum Beispiel viele motorisch eingeschränkte oder blinde Menschen angewiesen.
– Guideline 2.4 Navigable: Provide ways to help users navigate, find
content, and determine where they are.
Success criteria: 2.4.1 Bypass Blocks (Level A); 2.4.3 Focus Order
(Level A); 2.4.7 Focus Visible (Level AA)
Verschiedene Inhaltsbereiche wie Navigation, Suche oder Seiteninhalt sollen von Nutzer:innen assistiver Technologien übersprungen werden können. Der Seitenaufbau soll unabhängig von der Darstellung deutlich werden.
Wenn die Webseite mit der Tastatur bedient wird, soll die Reihenfolge, in der Links, Formularelemente und Objekte angesteuert werden, schlüssig und nachvollziehbar sein.
Auch, wenn eine Website via Tastatur, beispielsweise über die
Tab-Taste, navigiert wird, muss jederzeit klar sein, wo sich der
Cursor gerade befindet. Das Element, das gerade angesteuert wird,
hat dabei Fokus. Der Tastaturfokus soll mindestens genau so deutlich hervorgehoben werden wie der Mausfokus. Versteckte Sprunglinks10 sollen bei Fokuserhalt eingeblendet werden.
Zusammenfassend lässt sich jedenfalls sagen, dass digitale Barrierefreiheit das gesamte World Wide Web und auf Nutzer:innenseite verschiedenste Arten der Beeinträchtigung bzw. Nutzungsgewohnheiten
betrifft.
Damit wollen wir explizit auf einen der Leitsätze des WAI Bezug
nehmen: „Web accessibility is essential for people with disabilities and
useful for all.“
5. Erhebung, Teil 1: Tests ausgewählter Repositorien
Im Rahmen der Projektarbeit haben wir insgesamt 25 Repositorien
getestet und uns dabei auf die – gemessen an ihrem Bestand im Jahr
201911 – größten Universitätsbibliotheken im deutschsprachigen Raum,
mit Schwerpunkt auf Österreich, beschränkt. Damit soll zumindest eine
gewisse Vergleichbarkeit der Ergebnisse gewährleistet sein, da hier
ähnliche gesetzliche Rahmenbedingungen bestehen. Die Liste umfasst
folgende Repositorien: BOK:ePub (UB BOKU Wien) • BORIS (UB Bern) •
edoc (UB Berlin) • edoc (UB Basel) • ePLUS (UB Salzburg) • GRO.publications (SUB Göttingen) • JKU ePUB (UB Linz) • KUGscholar (UB KU Graz) •
LARA (ZHB Luzern) • MedUni Wien ePub (UB MedUni Wien) • miami (ULB
Münster) • Netlibrary (UB Klagenfurt) • Phaidra (UB Wien) • Phaidra (UB
Vetmeduni Wien) • pub.mdw (ub.mdw) • Publikationsserver (ULB Tirol) •
Publikationsserver (UB Frankfurt a. M.) • Refubium (UB FU Berlin) • Repository (UB Mozarteum) • reposiTUm (UB TU Wien) • Research Collection (ETH-Bibliothek) • TU Graz Forschungsportal (UB TU Graz) • unipub
(UB Graz) • WU Research (UB WU Wien) • ZORA (ZB/UB Zürich).
Im Rahmen der Projektarbeit haben wir automatisierte Tests und
manuelle Tests durchgeführt – diese können aufgrund der Komplexität der geltenden Vorgaben und der großen Zahl an Testoptionen Tests
durch Expert:innen oder Nutzer:innen nicht ersetzen, aber – so unser
Denkansatz – zumindest eine Vorstellung davon vermitteln, welche
Aspekte hinsichtlich digitaler Barrierefreiheit relevant sein können und
wie man sie auch im bibliothekarischen Alltag erkennen kann.
5.1 Automatisierte Tests
Wir haben mit WAVE (Web Accessibility Evaluation Tool) gearbeitet,
um einige grundlegende Aussagen über die digitale Barrierefreiheit
der Startseiten der Repositorien machen zu können. WAVE testet viele
Aspekte, die für digitale Barrierefreiheit von grundlegender Bedeutung
sind, darunter Bilder und Alternativtexte, Strukturen von Websites,
Formulare, Tabellen oder Kontraste.
Die Testergebnisse werden in WAVE in sechs Kategorien dargestellt,
die dann wiederum weiter spezifiziert werden: Errors, Contrast Errors,
Alerts, Features, Structural Elements und ARIA (Accessible Rich Internet
Applications).
Näher untersucht haben wir die Kategorie „Errors“, da damit der
drängendste Handlungsbedarf aufgezeigt wird. Darunter sind in WAVE
Zugänglichkeitsbarrieren zu verstehen, die sich unmittelbar für die
Nutzer:innen bemerkbar machen und mit großer Wahrscheinlichkeit
gegen die WCAG 2 Level A/AA verstoßen. Von insgesamt 100 Errors, die
auf den Startseiten von WAVE gefunden wurden, entfallen allein 23 auf
die Kategorie „Missing alternative text“, gefolgt von „Empty link“ mit 20
und „Linked image missing alternative text“ mit 18.
Nicht vorhandene Alternativtexte, die insbesondere – aber nicht
nur – für sehbeeinträchtigte Menschen wichtig wären, sind demnach
gemeinsam mit leeren Links die häufigste Fehlerart.
In den Browsern Chrome und Firefox werden im Durchschnitt pro
getesteter Seite 4,0 Errors angezeigt, wobei der Minimalwert 0, der
Maximalwert 11 beträgt. Die Zahl der durchschnittlichen Contrast Errors
pro Seite schwankt je nach Browser geringfügig zwischen 5,9 (Chrome)
und 6,2 (Firefox). Der Minimalwert liegt bei 0, der Maximalwert bei 39.
WAVE ist nicht zuletzt deshalb niederschwellig, weil es zu den Einzelergebnissen auch für technische Lai:innen relativ gut verständliche
Hintergrundinformationen und Lösungsoptionen bereithält und auf
die korrelierenden WCAG-Paragrafen verweist. Man kann dadurch nicht
jedes der aufgezeigten Probleme selbst lösen, aber man kann sicher
ein besseres Verständnis dafür entwickeln.
5.2 Manuelle Tests
Eingabemöglichkeiten lassen sich im Wesentlichen in zwei Kategorien
einteilen: Eingabe mittels Zeigegerät (z. B. Computermaus) oder Eingabe über eine Tastaturschnittstelle.12 Wenn die Verwendung einer
herkömmlichen Computermaus wegen starker motorischer Einschränkungen nicht möglich ist, und eine Steuerung des Mauszeigers auch
mit alternativen Geräten nicht funktioniert, rücken Tastaturschnittstellen in den Fokus: Diese werden nicht nur mit Tastaturen im engeren Sinn bedient, sondern interagieren z. B. mit Spracheingaben oder
Spezialtastaturen. Für die seiteninterne Navigation stehen dabei nur
einige Tasten zur Verfügung – die Tabulatortaste (Tab) etwa wird für
die Navigation zwischen Links und Steuerelementen verwendet und
ist damit für Tastaturnutzer:innen, die keine Maus verwenden können,
zentral. Sie können z. B. mittels Tab-Taste durch eine Webseite navigieren („tabben”), indem sie von Element zu Element springen.
Die Bedienbarkeit der Repositorien mittels Tastatur haben wir so
getestet:
– einen Suchprozess in sechs Einzelschritte zerlegt und diese bewertet
– erfasst, wie häufig die Tab-Taste gedrückt werden muss, um erstmals einen Fokus zu sehen
– die visuelle Darstellung des Fokus bewertet
– Uploadformulare, soweit frei verfügbar, auf ihre Tastaturbedienbarkeit geprüft und bewertet
Der Suchprozess konnte in allen Fällen zu einem Abschluss gebracht
werden, es gab aber bei Einzelschritten häufig Unwägbarkeiten oder
auch schwerer wiegende Probleme. Fast überall fehlte etwa ein beim
Tabben sichtbarer Skip-Link, der es ermöglichen würde, direkt vom
Einstiegspunkt zur Suche zu springen – stattdessen muss z.B. durch die
Navigationsleisten in Kopf- und Fußzeile getabbt werden, was langwierig ist, zumal sich dieser Schritt während eines Suchprozesses oft
mehrmals wiederholt. In rund 50 % der Fälle war der Fokus nicht uneingeschränkt über den gesamten Prozess sichtbar.
Fünf der acht getesteten Upload-Formulare mussten negativ bewertet werden, da die Aktionsfelder „PDF hochladen“ sowie “PDF, ZIP
hochladen” mit der Tastatur nicht ansteuerbar waren.13
5.3 Fazit der Tests
All unsere Tests ergaben Mängel bei der Barrierefreiheit: Nur zwei der
25 getesteten Repositorien (8 %) wurde durch den WAVE-Test kein Fehler ausgewiesen.14 Beim Test der Tastaturbedienbarkeit konnten alle
Suchvorgänge positiv bewertet werden, die Spannweite bei der Sichtbarkeit des Fokus und der Nutzer:innenfreundlichkeit war allerdings
erheblich.
Da wir uns in den einzelnen Testschritten auf so unterschiedliche
Aspekte konzentriert haben, erscheint uns eine Synthese der Ergebnisse nicht sinnvoll. Im Rahmen des Testprozesses sind uns aber einige,
unserer Meinung nach erwähnenswerte Punkte aufgefallen:
– Gerade bei technisch relativ einfach umzusetzenden Verbesserungen, konkret z.B. Alternativtexte oder durchgehende Fokussichtbarkeit, wäre eine baldige Beseitigung der Hürden wünschenswert.
– Auch das Bereitstellen von Informationen zur digitalen Barriere-
–
–
freiheit an möglichst prominenter Stelle auf der Website erscheint
uns eine wichtige und relativ einfach umzusetzende Maßnahme, die
nicht nur einen konkreten Informationsbedarf abdecken, sondern
auch zur Bewusstseinsbildung beitragen kann.
Für Repositorien stellt sich die Frage nach der Prüfung der von Studierenden oder Forschenden hochgeladenen Ressourcen. Hier gäbe
es unserer Ansicht nach zwei mögliche Ansätze:
1. Kostenlose Schnelltests wie den PDF Accessibility Checker15, auf
die deutlich sichtbar verwiesen wird.
2. Eine automatisierte Prüfung der hochgeladenen Dateien hinsichtlich Barrierefreiheit.
Bestimmte Tests könnten auch im bibliothekarischen Arbeitsalltag
eingesetzt werden, etwa zur Prüfung von Kontrasten. Eine Übersicht
über einfache Evaluationsmöglichkeiten bietet die WAI, zudem eine
Liste spezifischer Anwendungen. Auch die Forschungsförderungsgesellschaft hat eine Liste mit hilfreichen Tools erstellt.
6. Erhebung, Teil 2: Interviews
In diesem Teil soll auf die Interviews eingegangen werden, die im Rahmen der Projektarbeit durchgeführt wurden. Insgesamt wurden neun
leitfadengestützte Interviews mit zwei Personengruppen durchgeführt.
– Expert:innen: 8 Personen, die beruflich mit digitaler Barrierefreiheit und/oder Repositorien zu tun haben (Bibliotheken, Verbände,
Organisationen)
– Nutzer:innen: 3 Personen mit motorischen Einschränkungen
Die erste Personengruppe (Expert:innen) umfasst acht Personen, die
auf unterschiedliche Weise beruflich mit dem Thema digitale Barrierefreiheit zu tun haben.
Darunter fallen z.B. Personen aus dem Bibliotheksbereich, die für
den Betrieb und die Wartung von Repositorien zuständig sind, aber
auch Menschen, die in Verbänden, Organisationen oder Agenturen mit
digitaler Barrierefreiheit befasst sind. Die Interviews mit diesen Personen dienten insbesondere dazu, den technischen Blickwinkel auf das
Themenfeld Repositorien sowie ganz allgemein Computerbedienung
für Menschen mit motorischen Beeinträchtigungen einzufangen und
abzubilden.
Die zweite Personengruppe (Nutzer:innen) umfasst drei Personen
mit motorischen Einschränkungen. Das Ziel ihrer Befragung bestand
darin, die Sichtweise von motorisch eingeschränkten Personen und
den daraus resultierenden Barrieren bei der Nutzung von Repositorien
oder anderen Bibliotheksservices nachzuzeichnen.
Die Interviews wurden, in Abstimmung mit den befragten Personen, wahlweise physisch oder online durchgeführt, aufgezeichnet und
anschließend transkribiert. Alle Personen wurden ersucht, eine Einverständniserklärung zur Weiterverarbeitung der erhobenen Daten
auszufüllen und erhielten im Vorfeld der Interviews die Leitfäden zur
Vorbereitung. Sofern Personen eine namentliche Nennung im Projektbericht wünschten, wurde dies berücksichtigt, andernfalls erfolgte eine
Anonymisierung.
Die Leitfäden der jeweiligen Interviews orientieren sich inhaltlich
an unseren zuvor gestellten Forschungsfragen, wurden aber an jedes
Interview angepasst und frei geführt. Im nächsten Teil soll nun kurz ein
Überblick über die Themen in den Interviews gegeben werden.
6.1 Themen in den Interviews
Folgende Fragen und Themengebiete versuchten wir im Zuge der Interviews zu erörtern:
1. Wie sieht die Situation von Menschen mit motorischen Beeinträchtigungen aus? Welche Barrieren tun sich in der Handhabung von
PCs/Webseiten/allgemeiner Texteingabe auf? Welche Erfahrungen
werden seitens der Nutzer:innen eingebracht?
2. Was sind wichtige Aspekte von digitaler Barrierefreiheit, sowohl aus
Sicht von Nutzer:innen als auch Expert:innen? Wie beschäftigen sich
die Expert:innen mit dem Thema im beruflichen Kontext und wo
sind Verbesserungsvorschläge erwünscht?
3. Welche technischen Hintergründe gilt es bei der Umsetzung von
digitaler Barrierefreiheit auf Webseiten von (Universitäts-)Bibliotheken zu beachten?
4. Wie ist es um die Barrierefreiheit des Repositoriums PHAIDRA bestellt? Welche Probleme tun sich dabei für Nutzer:innen auf, welche
Schritte müssen noch gemacht werden und wie werden sie von
Expert:innen eingeschätzt?
5. Was sind aus Expert:innensicht Anforderungen an Schulungsunterlagen?
6. Was ist der politische bzw. gesellschaftliche Rahmen von digitaler
Barrierefreiheit?
6.2 Zusammenfassung der Interviewaussagen aus der Nutzer:innengruppe
Zunächst ist zu sagen, dass sich Verallgemeinerungen zu Nutzer:innen
mit motorischen Einschränkungen nur schwer treffen lassen. Begründet
liegt dies nicht zuletzt darin, dass Personen mit motorischen Einschränkungen keineswegs eine homogene Gruppe darstellen und teilweise
eine Vielzahl an Einschränkungen bei der Computernutzung auftreten
kann. Darüber hinaus sind die von uns befragten Nutzer:innen nur eingeschränkt mit Problemen bei der Nutzung von Webseiten konfrontiert,
die nicht auch von anderen behinderten oder nichtbehinderten Personen erfahren werden können. Insbesondere wurde in den Interviews
thematisiert, dass ein schlechter Aufbau und mangelhafte Strukturierung sowie fehlende Möglichkeiten zur Tastaturbedienung Barrieren für
Nutzer:innen mit motorischen Einschränkungen darstellen.
Diese Punkte sind besonders schwerwiegend bei der Verwendung
von Sprachsteuerung, aber auch von Screenreadern:16
– Zeitdruck auf Webseiten oder in Apps durch Zeitbeschränkungen
– Einsatz von Sprachsteuerung bei nicht dafür optimierten Webformularen
– Exkludierende Hardware
– Eine nicht ausreichende Größe der Bedienungselemente
– fehlende Alternativen für Multipoint- oder pfadbasierte Gesten
Zusammenfassend lässt sich sagen, dass aus den Interviews deutlich
wurde, dass eine gesamtheitliche Betrachtung des Themas digitale
Barrierefreiheit notwendig ist und von uns sowie unseren Interviewpartner:innen als sinnvoll erachtet wird.17
6.3 Zusammenfassung der Interviewaussagen aus der Expert:innengruppe
In diesem Abschnitt sollen die wesentlichen Interviewaussagen aus der
Personengruppe der Expert:innen zusammengefasst werden. Insgesamt
sind hier vier Punkte zentral:
Als wichtigster Punkt in allen Expert:inneninterviews wird die Sensibilisierung genannt. Eine persönliche Auseinandersetzung mit dem Thema
digitale Barrierefreiheit kann allen empfohlen werden (z. B. durch Nut-
zung von Screenreadern oder mittels Tastaturbedienung) und kann als
erster gelungener Schritt in Richtung Sensibilisierung gesehen werden.
Auf einer breiteren Ebene könnte dies auch durch Schulungen, Informationsmaterialien und klare Handlungsrichtlinien geschehen. Die Sensibilisierung sollte sich nicht nur auf Bibliothekar:innen beschränken, sondern
auch für unterschiedliche Nutzer:innen-Rollen zugeschnitten werden
(wie beispielsweise Schulungsunterlagen für Nutzer:innen zur Contentgestaltung, in Bereichen der IT-Entwicklung, etc.), um ein grundlegendes
Verständnis für die Kriterien von digitaler Barrierefreiheit zu schaffen.
Die befragten Expert:innen, die an Hochschulen tätig sind und sich
mit Metadaten beschäftigen, nutzen in ihrer jeweiligen Institution
unterschiedliche Metadatenstandards (z.B. Dublin Core bei einer/einem
Expert:in und UWMETADATA bei zwei anderen). Die Erarbeitung klarer
und einheitlicher Metadatenstandards auf Repositorien stellt einen
wichtigen Punkt dar. Metadaten sind besonders bei der Verwendung von
assistiven Technologien wie Screenreadern sehr wichtig, um eine Grundlage für eine erste barrierefreie Navigation und Nutzung zu schaffen.
Einen besonders wichtigen Punkt hinsichtlich der Barrierefreiheit
von Repositorien stellen die darin hochgeladenen Inhalte dar, da diese
nicht auf ihre Barrierefreiheit geprüft werden können. Hier ist man
auf die Sensibilisierung der Nutzer:innen hinsichtlich der Erstellung
von barrierefreien Dokumenten angewiesen. Um diese Bewusstseinsbildung bei Nutzer:innen zu ermöglichen, sollten möglichst einfache
und klare Guidelines oder Handlungsempfehlungen für die Erstellung
barrierefreier Inhalte zur Verfügung gestellt werden. Das Repositorium
PHAIDRA verweist z.B. an prominenter Stelle auf Guidelines zur Erstellung barrierefreier Dokumente. Idealerweise sollten solche Guidelines nicht erst vor dem Formular zum Upload von (Forschungs-)
Daten an die Nutzer:innen herangetragen werden, sondern es sollte
bereits in den frühen Phasen von Contenterstellung auf barrierefreie
Gestaltung von Dokumenten verwiesen werden. Wir haben uns bereits
vor der Durchführung der Interviews die Frage gestellt, wie mögliche
Schulungsunterlagen zur Umsetzung von digitaler Barrierefreiheit in
Repositorien aufgebaut sein könnten. Wir haben zu dieser Frage von
unseren Interviewpartner:innen eine Vielzahl an Antworten erhalten.
Punkte, die unseren Gesprächspartner:innen wichtig waren, sind Stepby-Step-Anleitungen, die Auflistung von eindeutigen Beispielen und
Kontakt zu qualifizierten Ansprechpersonen. Ein Wiki-Format würde
sich hier nach Aussage der Expert:innen besonders empfehlen, müsste
aber regelmäßig aktualisiert werden. Der Austausch, der etwa in Form
eines Forums passieren könnte, bildete ebenfalls einen wichtigen
Punkt in den Interviews.
6.4 Fazit der Interviews
Als Schlussfolgerung aus unseren Interviews schlagen wir folgende
Empfehlungen vor, die uns sinnvoll erscheinen, um digitale Barrierefreiheit im bibliothekarischen Kontext ganzheitlich betrachten, Probleme der eigenen Institution erkennen und sich in dem Bereich weiterbilden zu können:
1. Maßnahmen zur Sensibilisierung sind die wesentliche Voraussetzung für die Umsetzung von digitaler Barrierefreiheit. Sensibilisierung kann sowohl durch Gespräche mit Nutzer:innen als auch
durch das eigenständige Austesten von assistiven Technologien,
im Idealfall unter Einbeziehung von Interessenverbänden und
Beratungseinrichtungen, erfolgen. Andererseits bieten sich Schulungen sowie die Entwicklung und Bereitstellung von Informationsmaterialien an, wobei klar sein sollte, dass eine kontinuierliche
Weiterentwicklung notwendig ist. Der Zugang zu Informationen
ist, weiterführend gedacht, eine der wichtigsten Maßnahmen zur
Sensibilisierung. Hier bietet es sich an, ein institutionsübergreifendes Wiki zu schaffen, in dem alle gesetzlichen Hintergründe leicht
zu finden sind, bereits vorhandene Richtlinien und Guidelines (wie
WCAG) vorhanden und ausreichend kommentiert sind und es eine
ausführliche Beispielsammlung gibt, anhand derer man Dokumente
barrierefrei gestalten oder selbst Testungen der eigenen Webseite
durchführen kann. Es sollte auch ein Workflow enthalten sein, mit
dessen Hilfe Bibliothekar:innen möglichst einfach Testungen des
eigenen Repositoriums durchführen können (inklusive Verweis
auf aktuelle Testungssoftware, ausführlicher Anleitung, etc.).
Um Hilfestellung im Arbeitsalltag zu bieten, müssen die im Wiki
enthaltenen Informationen stets aktuell und auf bibliothekarische
Bedürfnisse zugeschnitten sein, was natürlich einen gewissen
Betreuungsaufwand bedeutet. Wir würden vorschlagen, dass jene
Bibliothekar:innen, die das Wiki betreuen, von ihren jeweiligen
Institutionen dafür genügend Arbeitszeit zur Verfügung gestellt bekommen. Wir möchten auch das Abhalten von regelmäßigen Schulungen vorschlagen, die losgelöst von der jeweiligen Institutionsebene für alle Bibliothekar:innen österreichweit getragen werden.
Als Orientierung könnte dabei die Kommission Kundenorientierter
und inklusiver Services des Deutschen Bibliotheksverband dienen,
die in Zusammenarbeit mit der AG Barrierefreiheit versucht, diese
Thematik mit Seminaren und Schulungsangeboten zu vermitteln.
2. Eine standardmäßige Einbindung von Menschen mit Beeinträchtigungen ist aus unserer Sicht besonders wichtig, um Anforderungen
ermitteln zu können, Barrieren aufzuzeigen und eine inklusive Umsetzung zu ermöglichen.
3. In der bibliothekarischen Welt in Österreich wurde mit der Gründung der VÖB-AG Barrierefreiheit in Bibliotheken im Jahr 2020 ein
wichtiger Grundstein gelegt, um sich institutionsübergreifend mit
dem Thema zu beschäftigen. Wir schlagen eine Stärkung und längerfristige Weiterführung dieser vorerst auf zwei Jahre angelegten
AG vor, um eine zielführende Auseinandersetzung mit dem komplexen und sich stetig entwickelnden Thema der digitalen Barrierefreiheit zu ermöglichen. Idealerweise sollte jede größere Bibliothek in
der AG selbst vertreten sein, um eine breite und sinnvolle Befassung mit Barrierefreiheit zu ermöglichen.
4. Entwicklung neuer Strategien beim Erwerb von Repositoriumslizenzen: Viele österreichische Hochschulen kaufen die Software für
ihre Repositorien zu. Barrierefreiheit sollte hier schon im Erwerbungsprozess mitgedacht werden.18 Um die Verhandlungsposition
in Bezug auf digitale Barrierefreiheit zu stärken und gemeinschaftlich gegenüber großen Softwareanbietern aufzutreten, könnte die
Vermittlerrolle des OBVSG, der ja für seine Mitglieder bereits ein
Repositoriumssystem anbietet, genutzt werden.
7. Abschließende Überlegungen und Ausblick
Eine wesentliche Erkenntnis dieses Projekts ist für uns, dass digitale
Barrierefreiheit möglichst gesamtheitlich gedacht werden sollte.
Eine separate Betrachtung von Nutzer:innen mit bzw. ohne Beeinträchtigungen erscheint ebenso wie eine Trennung der Nutzer:innen-
Gruppe nach Art der Beeinträchtigung nur bedingt zielführend – vielmehr sollte Barrierefreiheit, analog und digital, möglichst umfassend
interpretiert, berücksichtigt und umgesetzt werden, damit die Rahmenbedingungen möglichst vielen Menschen gerecht werden. Unter dem
Stichwort „Universal Design“ wird diese Überlegung bereits umgesetzt.
Unsere Interviews lieferten wichtige und interessante Einblicke,
auch wenn sich daraus keine allgemein gültigen Aussagen ableiten
lassen. Weiterführend wäre nach unserer Ansicht eine umfangreiche
Datenerhebung an den österreichischen Bibliotheken sinnvoll, um die
Nutzer:innenerfahrungen hinsichtlich digitaler Barrierefreiheit breiter
abbilden und als Grundlage für künftige IT-Projekte heranziehen zu
können.
Abschließend wollen wir auf die jährliche Konferenz des Österreichischen Behindertenrates hinweisen, in deren Zentrum im September
2021 „Inklusive Digitalisierung“ stand. Ein Thema war dabei die partizipative Gestaltung von technischen Innovationen. Dazu wurde nicht
zuletzt festgehalten, dass Barrierefreiheit bereits im Planungsprozess
ein Thema sein müsste; dazu wäre es auch notwendig, Menschen mit
Behinderungen selbstverständlich in die Entwicklung von Produkten
und Dienstleistungen einzubinden. Es gelte, sich auf Benutzer:innen zu
konzentrieren und diese zu involvieren.
Christine Bazalka MA
Universität Wien, Bibliotheks- und Archivwesen
christine.bazalka@univie.ac.at
Karin Kostrhon
karin.kostrhon@posteo.at
Angelika Mucha BA
TU Wien, Bibliothek
angelika.mucha@tuwien.ac.at
Leo Urlesberger MA
leo@urlesberger.at
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at a Glance, https://www.w3.org/WAI/standards-guidelines/wcag/glance/ (29.08.2022).
W3C, Web Content Accessibility Guidelines (WCAG) 2.1, https://www.w3.org/TR/WCAG21/
(29.08.2022). W3C, Web Accessibility Initiative (WAI), Accessibility Principles. Web Accessibility Initiative (WAI), https://www.w3.org/WAI/fundamentals/accessibility-principles/
(11.08.2022). Sarah Zaussinger, Andrea Kulhanek, Berta Terzieva, Martin Unger, Zur Situation
behinderter, chronisch kranker und gesundheitlich beeinträchtigter Studierender. Quantitativer Teil der Zusatzstudie zur Studierenden-Sozialerhebung 2019 (Wien 2019), https://
irihs.ihs.ac.at/id/eprint/5603.
Interviewtranskripte
Expertin 1, 220710_Interview 3. Interviewt von Karin Kostrhon, Angelika Mucha. Transkription,
Wien am 10.07.2022. Expertin 2, 220718_Interview 5. Interviewt von Karin Kostrhon, Angelika
Mucha. Transkription, Wien am 11.07.2022. Experte 3, Nutzer 3, 220726_Interview 7. Interviewt von Angelika Mucha, Leo Urlesberger. Transkription, Wien am 26.07.2022. Experte 4,
220729_Interview 9. Interviewt von Angelika Mucha. Transkription, Wien am 29.07.2022. Sonja
Fiala, 220701_Interview 2. Interviewt von Angelika Mucha, Leo Urlesberger. Transkription,
Wien am 01.07.2022. Raman Ganguly, 220711_Interview 4. Interviewt von Angelika Mucha,
Leo Urlesberger. Transkription, Wien am 11.07.2022. Sandra Hermann, 220630_Interview 1.
Interviewt von Angelika Mucha, Leo Urlesberger. Transkription, Wien am 30.06.2022. Christian
Kienesberger, 220728_Interview 8. Interviewt von Christine Bazalka, Karin Kostrhon, Angelika
Mucha, Leo Urlesberger. Transkription, Wien am 28.07.2022. Steffi Proßegger, 220721_Interview 6. Interviewt von Karin Kostrhon, Angelika Mucha. Transkription, Wien am 21.07.2022.
Diese Transkripte sind unter https://phaidra.univie.ac.at/o:1601870 zu finden.
1
2
3
4
5
6
7
8
9
10
11
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13
14
15
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17
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Vgl. Zur Situation behinderter, chronisch kranker und gesundheitlich beeinträchtigter Studierender. Quantitativer Teil der Zusatzstudie zur Studierenden-Sozialerhebung 2019 (2019).
Siehe https://barrierefreielehre.univie.ac.at/ (aufgerufen: 02.09.2022).
Richtlinie (EU) 2016/2102 des Europäischen Parlaments und des Rates vom 26. Oktober 2016 über den barrierefreien Zugang zu den Websites und mobilen Anwendungen öffentlicher Stellen (Text von Bedeutung für den EWR ), 327 OJ L § (2016), online
unter http://data.europa.eu/eli/dir/2016/2102/oj/deu.
BGBl. I Nr. 59/2019.
Vgl. European Telecommunications Standards Institute, EN 301 549 V3.2.1 Accessibility requirements for ICT products and services (Brüssel 2018), online unter
https://www.etsi.org/deliver/etsi_en/301500_301599/301549/03.02.01_60/
en_301549v030201p.pdf, (29.08.2022).
Vgl. W3C Web Accessibility Initiative (WAI), WCAG 2.1 at a Glance, Web Accessibility
Initiative (WAI), online unter https://www.w3.org/WAI/standards-guidelines/wcag/
glance/, (29.08.2022).
Vgl. Jan Eric Hellbusch, Kerstin Probiesch, Barrierefreiheit verstehen und umsetzen:
Webstandards für ein zugängliches und nutzbares Internet (Heidelberg 2011).
Weitere Informationen und anschauliche Beispiele finden sich z.B. hier: https://
www.barrierefrei-kommunizieren.de/datenbank/ und https://www.lifetool.at/beraten/was-bieten-wir-an/arbeitsplatzanpassung/. Umfassende Einblicke in unterschiedliche Nutzungsvarianten ermöglicht auch die Website der Web Accessibility
Initiative (WAI), https://www.w3.org/WAI/people-use-web/.
B. I. K. BITV-Test, BIK BITV-Test | Verzeichnis der Prüfschritte, online unter https://
www.bitvtest.de/bitv_test/das_testverfahren_im_detail/pruefschritte.html,
(29.08.2022).
Mit Sprunglinks (Skip Links) können Nutzer:innen assistierender Technologien zum
Hauptinhalt einer Seite springen.
Deutsche Bibliotheksstatistik – Variable Auswertung, online unter https://www.
bibliotheksstatistik.de/, (11.08.2022); Bundesamt für Statistik, Die zehn grössten
Bibliotheken der Schweiz gemäss Angebot – 2013–2019 | Tabelle, Bundesamt für
Statistik, 21.07.2020, online unter https://www.bfs.admin.ch/asset/de/13547580.
Jan Eric Hellbusch, Kerstin Probiesch, Barrierefreiheit verstehen und umsetzen.
Webstandards für ein zugängliches und nutzbares Internet (Heidelberg 2011).
ULB Tirol Publikationsserver, UB Salzburg ePLUS, UB Linz JKU ePUB, UB Klagenfurt
Netlibrary, UB Mozarteum Repository. Die Repositorien und damit auch die Formulare wurden alle vom gleichen Anbieter bereitgestellt.
BOK:ePub, MedUni Wien ePub
Kann aber nicht uneingeschränkt empfohlen werden, da er nur mit Windows kompatibel ist.
Vgl. Christine Bazalka, Karin Kostrhon, Angelika Mucha, Leo Urlesberger, Digitale Barrierefreiheit von Repositorien. Anregungen zur Gestaltung barrierefreier Repositorien mit Schwerpunkt auf motorischen Beeinträchtigungen. Projektbericht im Rahmen des Grundlehrgangs “Library and Information Studies” Jahrgang 2021/22 an der
Universität Wien (Wien 2022), online unter https://phaidra.univie.ac.at/o:1602693,
S. 22.
Ebda., S. 22.
Siehe Jeitler, Wassermann, Empfehlungen für barrierefreie Repositorien, 10. Hier
wird angeregt, bei Ausschreibung und Auftragsvergabe die existierenden Richtlinien
zur Barrierefreiheit einzufordern.
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https://europepmc.org/articles/pmc5580596?pdf=render
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English
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Spatio-Temporal Distribution of Vector-Host Contact (VHC) Ratios and Ecological Niche Modeling of the West Nile Virus Mosquito Vector, Culex quinquefasciatus, in the City of New Orleans, LA, USA
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International journal of environmental research and public health/International journal of environmental research and public health
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Spatio-Temporal Distribution of Vector-Host Contact
(VHC) Ratios and Ecological Niche Modeling of the
West Nile Virus Mosquito Vector,
Culex quinquefasciatus, in the City of
New Orleans, LA, USA Mohamed F. Sallam 1,2,*
ID , Sarah R. Michaels 3, Claudia Riegel 3, Roberto M. Pereira 1,
Wayne Zipperer 4, B. Graeme Lockaby 5 and Philip G. Koehler 1 1
Department/School Entomology and Nematology Department, University of Florida, Gainesville, FL 32611,
USA; rpereira@ufl.edu (R.M.P.); pgk@ufl.edu (P.G.K.) 1
Department/School Entomology and Nematology Department, University of Florida, Gainesville, FL 32611,
USA; rpereira@ufl.edu (R.M.P.); pgk@ufl.edu (P.G.K.) p
pg
2
College of Science, Ain Shams University, Cairo 11566, Egypt g
y
gyp
3
City of New Orleans Mosquito & Termite Control Board, 2100 Leon C. Simon, New Orleans, LA 70122, U
srmichaels@nola.gov (S.R.M.); criegel@nola.gov (C.R.) g
g
g
4
Research Forester, USDA Forest Service, P.O. Box 110806, Gainesville, FL 32611-0806, USA;
wzipperer@fs.fed.us pp
5
Center for Environmental Studies at the Urban-Rural Interface (CESURI), School of Forestry & Wildlife
Sciences Auburn University Auburn AL 36849 USA; lockabg@auburn edu 5
Center for Environmental Studies at the Urban-Rural Interface (CESURI), School of Forestry & Wildlife
Sciences, Auburn University, Auburn, AL 36849, USA; lockabg@auburn.edu ,
y,
,
,
;
g
Correspondence: mwsallam2009@aol.com or sallam.mohamed@epa.gov *
Correspondence: mwsallam2009@aol.com or sallam.mohamed@epa.gov Received: 22 June 2017; Accepted: 5 August 2017; Published: 8 August 2017 Abstract: The consistent sporadic transmission of West Nile Virus (WNV) in the city of New Orleans
justifies the need for distribution risk maps highlighting human risk of mosquito bites. We modeled
the influence of biophysical and socioeconomic metrics on the spatio-temporal distributions of
presence/vector-host contact (VHC) ratios of WNV vector, Culex quinquefasciatus, within their flight
range. Biophysical and socioeconomic data were extracted within 5-km buffer radii around sampling
localities of gravid female Culex quinquefasciatus. The spatio-temporal correlations between VHC
data and 33 variables, including climate, land use-land cover (LULC), socioeconomic, and land
surface terrain were analyzed using stepwise linear regression models (RM). Using MaxEnt, we
developed a distribution model using the correlated predicting variables. Only 12 factors showed
significant correlations with spatial distribution of VHC ratios (R2 = 81.62, p < 0.01). Non-forested
wetland (NFWL), tree density (TD) and residential-urban (RU) settings demonstrated the strongest
relationship. The VHC ratios showed monthly environmental resilience in terms of number and type
of influential factors. The highest prediction power of RU and other urban and built up land (OUBL),
was demonstrated during May–August. This association was positively correlated with the onset
of the mosquito WNV infection rate during June. Spatio-Temporal Distribution of Vector-Host Contact
(VHC) Ratios and Ecological Niche Modeling of the
West Nile Virus Mosquito Vector,
Culex quinquefasciatus, in the City of
New Orleans, LA, USA These findings were confirmed by the Jackknife
analysis in MaxEnt and independently collected field validation points. The spatial and temporal
correlations of VHC ratios and their response to the predicting variables are discussed. Keywords: West Nile virus; Culex quinquefasciatus; habitat suitability; New Orleans; distribution risk International Journal of
Environmental Research
and Public Health 1. Introduction West Nile virus (WNV) was first reported in 1999 in New York City, NY, USA. By 2000 the disease
has spread throughout the northeastern USA [1–3]. The virus reached Louisiana in the fall of 2001,
when a dead crow in Jefferson Parish was identified as being infected with WNV [4]. By 2003, WNV www.mdpi.com/journal/ijerph Int. J. Environ. Res. Public Health 2017, 14, 892; doi:10.3390/ijerph14080892 www.mdpi.com/journal/ijerph 2 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 infections occurred in 60 of the 64 Louisiana’s parishes. In the New Orleans metropolitan areas (Orleans
and Jefferson Parishes) focal transmission activity occurs principally during mid-July [4]. Culex quinquefasciatus Say, as the main vector, with Cx. salinarius Coquillett possibly acting
as a secondary vector, were incriminated in the WNV outbreak in southern Louisiana during
2002 [5–7]. The former mosquito species, with a feeding preference for mammals, was responsible
for enzootic/epidemic transmission, especially in urban and sub-urban settings [7–14]. The primary
mosquito vector showed biological and ecological resilience in space and time based on the available
environmental resources. This resilience may influence the spatio-temporal distribution of the WNV
vector, which may or may not bring them to the vicinity of both reservoir host(s) and human
populations. Eventually this will affect the amplification and transmission cycles of WNV in areas
under risk. In New Orleans, the confluence of availability of competent mosquito vector(s), susceptible
reservoir host(s), suitable natural systems and climate for both mosquitoes and host(s) enabled the
autochthonous transmission of WNV with hundreds of human cases and major mortality of wild
native and exotic birds [2,4]. Nonetheless, the transmission dynamics of WNV in terms of space
and time in relationship to the biology, ecology of mosquito vector(s), and their biophysical systems
remains unclear. In fact, the distribution, blood-feeding preference, flight range and vectorial capacity
of mosquito vectors are very critical inputs for predicting the transmission cycle of this disease. Furthermore, mosquito vectors often shift their feeding preference seasonally or spatially,
depending on the availability of the blood meal source. For example, Cx. quinquefasciatus showed
an opportunistic preference for blood meal. In peninsular Florida, it is responsible for an epizootic
cycle and sustaining the virus circulation within reservoir host bird(s) [15,16]. However, it has been
incriminated with the enzootic/epidemic transmission cycle of WNV in urban and sub-urban areas in
Louisiana due to feeding preference to humans and other mammals [4,6,7,17–19]. 1. Introduction Currently, most species distribution models for mosquitoes are based on hydrological and
meteorological data [15,16,20–22]. Some models include socio-environmental predictors in terms
of vegetation or urban and sub-urban areas [23]. With respect to WNV, models have used either used
data points of WNV cases and mosquito vectors instead of the flight range of the mosquito vectors
around their hosts or predicted the distribution risk of WNV on regional scale. Prediction models
for WNV and Zika virus (ZIKV) transmission potential were generated for their mosquito vectors in
regard to their flight range around recorded positive cases highlighting their response to surrounding
biophysical systems such as climate and non-climate factors [24,25]. Although previous models are
useful, their findings did not adequately account for the comprehensive response of vector-host
contact (VHC) ratios to climate and non-climate variables such as land use-land cover (LULC) and
Digital Elevation Models (DEM) and the overall influence on arbovirus transmission potential [26,27]. Mosquito density reflect neither the likelihood of biting risk, which is caused by mosquito vector, nor
the transmission potential as a function of biting rate. The VHC explains the ratio between collected
mosquito density and human population census, which reflects areas under risk of increased biting
rate by mosquito vector. The lack of available vaccines for WNV and consistent development of insecticide resistance for
mosquito vector populations jeopardize public health in affected areas. Additionally, the focal and
sporadic locally-transmitted cases justify the necessity to generate prediction models that identifies
areas under risk of infective biting rates in order to target during surveillance and control activities. In
our model, we evaluated the spatio-temporal distribution of VHC ratios in response to: (i) future climate
scenarios during 2011–2030, (ii) LULC, (iii) socioeconomic, and (iv) DEM systems. Our correlative
models were generated within the flight range of WNV vector in the city of New Orleans, LA (NOLA). The spatio-temporal VHC ratios were estimated utilizing data records on female gravid mosquito and
human population census per block during 2015. The spatio-temporal resilience of VHC ratios to their
predicted biophysical systems was characterized. This allowed developing prediction risk maps for the
WNV vector presence using the Maximum Entropy (MaxEnt) tool, emphasizing the human population 3 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 under risk of infective mosquito bites. Since the local economy in NOLA is primarily driven by tourism,
management of arbovirus diseases has a significant economic implications. 1. Introduction Arbovirus transmission has
the potential to jeopardize the tourism industry, making NOLA surveillance and control programs very
important to the economic and ecological health of the city. 2.2.1. Mosquito Sampling and Socioeconomic Data Density of wild-collected female gravid Cx. quinquefasciatus was estimated using Center for
Disease Control (CDC) gravid traps (John W. Hock Company, Gainesville, FL, USA) at 37 permanent
locations in the City of New Orleans. Traps were placed outdoors at the beginning of April through the
last week of December during 2015. Traps were setup on the ground and operated for 18–20 h using a
12-v battery. Mosquito collections were transported to the laboratory facility at The NOLA Mosquito
Control Board for further identification to the species level using the taxonomic keys of Darsie and
Ward [28]. Because the density of collected mosquitoes reflects neither the risk of vector contact with host
nor disease transmission rates, the vector-host contact (VHC) ratios were calculated within 5-km
buffer radii around the sampling localities [25,27,29]. These buffer radii reflect the foraging activity of
both ovipositing and newly emerged host seeking mosquitoes from their breeding sites. Moreover,
these buffer radii demonstrate human populations under risk of bites of host seeking mosquito and
disease transmission. Although the sampled mosquitoes in the current study were gravid and not host
seeking, their density gives insight regarding the wild mosquito populations within 5-km radii around
sampling sites. The VHC ratios were estimated utilizing spatial and temporal density of WNV vector and human
population census within flight buffer radii (~5-km) of this mosquito vector. For the spatial analysis,
density of the mosquito vector (total number of mosquito vector/season/5-km) was estimated for
each sampling site, whereas in the temporal analysis, density was estimated on a monthly basis. Data
on human population census/housing block was imported from the NOLA census records of 2015
(data.nola.gov), and clipped within the buffer radii around vector sampling sites. Extraction of both
mosquito density and human population census were conducted using the Arc toolbox in ArcGIS
ver. 10.1 (Esri, Redlands, CA, USA). Accordingly, the spatio-temporal fluctuation of VHC ratios were
estimated in response to their predicted biophysical systems within the flight buffer radii. 2.1. Study Area New Orleans, Louisiana (NOLA) lies on the Mississippi River, near the Gulf of Mexico with a
total area of 1084 km2 inhabited by almost 1,262,888 people, with an average density of 1165/km2. NOLA is sub-tropical with an annual high temperature of 25 ◦C, an annual low of 16.8 ◦C, and average
annual precipitation of 162.3 cm. Average highest precipitation occurs in July (17.9 cm). 2.2. Data Layers 2.2. Data Layers 2.2.1. Mosquito Sampling and Socioeconomic Data 2.2.2. Bioclimatic Data In order to demonstrate the spatio-temporal fluctuation of VHC ratios in response to future
climate scenarios in NOLA, we utilized climate data from 2011–2030 (Table 1). Utilization of future
climate scenarios not only highlights the sampling time frame of WNV vector during 2015, but also
projects the future distribution of VHC ratios. Bioclimatic data layers were obtained from the General
Circulation Models (GCMs) for the optimistic IPCC Special Range of Emission Scenarios (SRES A1B). The A1B represents a medium and balanced scenario for the emission rate produced by Green House
Gases (GHG). This scenario was imported from the data base at Centro International de Agricultura
Tropical (CIAT) (http://www.ccafs-climate.org/data/) [30]. We also used the data based on the global 4 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 circulation model CSIRO-Mk3.5.0. For projections, a spatial resolution of 30 arc sec (~1 km) was
applied. The layers were clipped to match dimensions of NOLA and saved as ASCII grids using Model
Builder in ArcGIS ver. 10.1 (Esri, Redlands, CA, USA). Table 1. Proposed thirty-three variables in prediction model of WNV mosquito vectors in the city of
New Orleans, LA. Table 1. Proposed thirty-three variables in prediction model of WNV mosquito vectors in the city of
New Orleans, LA. 2.2.2. Bioclimatic Data Variable
Variable Name
Data Source
Units
Alt
Elevation in meters
WorldClim 1
Meter
Aspect
Aspect ratio
Generated 2
Degrees
Bio01
Annual Mean Temperature
WorldClim 1
Degree Celsius
Bio02
Mean Diurnal Range (Mean of monthly (max temp −min temp))
WorldClim 1
Degree Celsius
Bio03
Isothermality (BIO2/BIO7) (* 100)
WorldClim 1
Dimensionless
Bio04
Temperature Seasonality (standard deviation * 100)
WorldClim 1
Degree Celsius
Bio05
Max Temperature of Warmest Month
WorldClim 1
Degree Celsius
Bio06
Min Temperature of Coldest Month
WorldClim 1
Degree Celsius
Bio07
Temperature Annual Range (BIO5-BIO6)
WorldClim 1
Degree Celsius
Bio08
Mean Temperature of Wettest Quarter
WorldClim 1
Degree Celsius
Bio09
Mean Temperature of Driest Quarter
WorldClim 1
Degree Celsius
Bio10
Mean Temperature of Warmest Quarter
WorldClim 1
Millimeter
Bio11
Mean Temperature of Coldest Quarter
WorldClim 1
Millimeter
Bio12
Annual Precipitation
WorldClim 1
Millimeter
Bio13
Precipitation of Wettest Month
WorldClim 1
Millimeter
Bio14
Precipitation of Driest Month
WorldClim 1
Millimeter
Bio15
Precipitation Seasonality (Coefficient of Variation)
WorldClim 1
Fraction
Bio16
Precipitation of Wettest Quarter
WorldClim 1
Millimeter
Bio17
Precipitation of Driest Quarter
WorldClim 1
Millimeter
Bio18
Precipitation of Warmest Quarter
WorldClim 1
Millimeter
Bio19
Precipitation of Coldest Quarter
WorldClim 1
Millimeter
Curvature
Curvature
Generated 2
Degrees
DFL
Deciduous forest land
USGS 3
Integer values
FW
Forested wetland
USGS 3
Integer values
Hill shade
Hill shade
Generated 2
Degrees
ICS
Industrial and commercial services
USGS 3
Integer values
NFWL
Non-forested wetland
USGS 3
Integer values
OUBL
Other urban and build-up land
USGS 3
Integer values
Population census
Population census per block
NOLA 5
No. household/block
RU
Residential and urban settings
USGS 3
Integer values
SCLRE
Streams, canals, lakes, reservoirs and estuaries
USGS 3
Integer values
Slope
Slope
Generated 2
Degrees
TD
Tree density
Lewis et al. 4
No. trees/area
1 WorldClim Global Climate database v1.4, available at: http://www.ccafs-climate.org/data/ (accessed on 7 March
2016); 2 Digital elevation model using the surface spatial analyst tool in Arc tool box of ArcGIS ver. 10.1; 3 USGS
available at: http://water.usgs.gov/GIS/dsdl/ds240/ (accessed on 3 March 2016); 4 Lewis et al. (In Review) [31];
5 data.nola.gov (accessed on 7 March 2016) All layers of variables data used in producing species distribution model
gridded to ~1 km spatial resolution and projected into World Geodetic System (WGS) 1984. The DEMs representing slope, aspect ratio, curvature, and hill shade were highlighted in previous
studies to predict land geomorphology, temporary water accumulation and probable breeding sites for
mosquitoes [25,32–35]. 2.2.3. Land Use-Land Cover Data (LULC)
2 2 3 Land Use-Land Cover Data (LULC) Since mosquitoes depend on the human population as a source of blood meal [36], an urban areas
layer was included as a predictor (Table 1). Urban areas were categorized into three classes to represent
degree of urbanization: (1) residential and urban, in which housing predominates in two different
forms; (2) industrial and commercial services, which represents industrial settings and fewer housing
structures; and (3) other urban and built-up land with the least housing and human populations. (
)
Since mosquitoes depend on the human population as a source of blood meal [36], an urban areas
layer was included as a predictor (Table 1). Urban areas were categorized into three classes to represent
degree of urbanization: (1) residential and urban, in which housing predominates in two different forms;
(2) industrial and commercial services, which represents industrial settings and fewer housing structures;
and (3) other urban and built up land with the least housing and human populations Vegetation at the site level (data from USDA Forest Service and Tulane University), representing
resting places and sugar meal sources for adult mosquitoes, was included in our model [37–39]. Additionally, vegetation reflected habitat quality for nesting birds [40,41], which are reservoir hosts
of WNV. Therefore, four classes of vegetation types were extracted from the USGS and literature [31]
to build up our model: (1) non-forested wetland, (2) forest wetland, (3) deciduous forestland, and (4)
tree density. and (3) other urban and built-up land with the least housing and human populations. Vegetation at the site level (data from USDA Forest Service and Tulane University), representing
resting places and sugar meal sources for adult mosquitoes, was included in our model [37–39]. Additionally, vegetation reflected habitat quality for nesting birds [40,41], which are reservoir hosts of
WNV. Therefore, four classes of vegetation types were extracted from the USGS and literature [31] to build
up our model: (1) non-forested wetland, (2) forest wetland, (3) deciduous forestland, and (4) tree density. Streams canals lakes reservoirs and estuaries of different sizes (> and ≤1 km) were also included Streams, canals, lakes, reservoirs and estuaries of different sizes (> and ≤1 km) were also included
to represent permanent water bodies, as possible breeding sites for Cx. quinquefasciatus. All LULC data
layers were imported from a US Geological Survey (USGS) data set. These data were built during
the 1970s and 1980s and updated and released during 2007 [42]. 2.2.2. Bioclimatic Data Accordingly, these land surface indicators were generated from a 30 arc-seconds
DEM to be included in our investigation. Land geomorphology and temporary water accumulations
within 1 km were not highlighted in our study, because of two reasons: (i) resolution of all data layers
were resampled to match worldclim data (~1 km), (ii) Cx quinquefasciatus has been reported to fly for
longer distances within ~5 km seeking suitable host(s) and breeding sites. Int. J. Environ. Res. Public Health 2017, 14, 892 5 of 20 2.3. Variables Selection A total of 33 bioclimatic, LULC, socioeconomic and DEM data layers (Table 1) were clipped to
NOLA and extracted within each 5-km buffer radii around mosquito sampling sites in preparation
for collinearity analysis to: (i) reduce redundancy between influential factors, and (ii) select the
significant explanatory variables to be included in MaxEnt (Figure 2) [25,27]. In this regard, a stepwise
linear regression model (RM) was carried out for three purposes: (i) to test the spatial dependency of
vector-host contact ratios on their predicting variables within the flight range radii of this mosquito
vector around their sampling sites, (ii) to characterize monthly resilience of Cx. quinquefasciatus to their
predicting variables, (iii) to overcome redundancy and exclude the linearly correlated variables. This
analysis was carried out using JMP pro statistical package ver. 10.0.0 [43]. The minimum corrected
Akaik Information Criterion (AICc) and R2 values were used to select the significant predicting
variables (p < 0.05) [25,44–47]. 2.2.3. Land Use-Land Cover Data (LULC)
2 2 3 Land Use-Land Cover Data (LULC) For comparison and confirmation of
the USGS data, areas of LULC from zoning district data layers were imported from the City of New
Orleans Enterprise GIS Database during 2016. Streams, canals, lakes, reservoirs and estuaries of different sizes (> and ≤1 km) were also included
to represent permanent water bodies, as possible breeding sites for Cx. quinquefasciatus. All LULC
data layers were imported from a US Geological Survey (USGS) data set. These data were built during
the 1970s and 1980s and updated and released during 2007 [42]. For comparison and confirmation of
the USGS data, areas of LULC from zoning district data layers were imported from the City of New
Orleans Enterprise GIS Database during 2016. Although sampling sites were randomly selected to represent all LULC classes within the buffer Although sampling sites were randomly selected to represent all LULC classes within the buffer
radii, urban areas were extensively highlighted in our study to predict human population under risk
of increased biting rate (Figure 1, Table 2). Additionally, the area percentages of each LULC class to the
total sampled areas within 5-km buffer radii were estimated (Table 2). Although sampling sites were randomly selected to represent all LULC classes within the buffer
radii, urban areas were extensively highlighted in our study to predict human population under risk
of increased biting rate (Figure 1, Table 2). Additionally, the area percentages of each LULC class to
the total sampled areas within 5-km buffer radii were estimated (Table 2). Figure 1. The seven LULC classes and sampling sites in NOLA. Figure 1. The seven LULC classes and sampling sites in NOLA. Figure 1. The seven LULC classes and sampling sites in NOLA. Figure 1. The seven LULC classes and sampling sites in NOLA. 6 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 Table 2. Number of traps and area percentage of LULC classes within 5-km buffer radii in NOLA. LULC Class
Area % LULC Class
No. Traps/Class
Deciduous forest
7.18
2
Forested wetland
8.01
2
Industrial and commercial services
9.56
4
Non forested wetland
7.72
1
Other urban and built-up land
4.61
3
Residential-Urban
28.29
25
Streams, canals, lakes, reservoirs
and estuaries
24.93
0 Table 2. Number of traps and area percentage of LULC classes within 5-km buffer radii in NOLA. 2.4. Habitat Suitability Modeling of WNV Vector The maximum likelihood of habitat suitability for Cx. quinquefasciatus was modeled using MaxEnt
software v. 3.3 (http://www.cs.princeton.edu/~schapire/maxent/, New York, NY, USA), [48–50]. This
analysis uses the occurrence records of mosquito vectors in association with the selected predicting
variables from RM to generate suitability risk maps. Accordingly, the Jackknife test was used to
evaluate the permutation importance of independent variables in our model. The generated risk
probability was categorized into five classes using the natural area breaks in ArcGIS utilizing WNV
minimum infection rate (0.8/1000) recorded by Godsey et al. (2005) [5]: very low (0–0.2), low (>0.2–0.4),
medium (>0.4–0.6), high (>0.6–0.8), and very high (>0.8). The 37 collection sites were used as spatio-temporal replicates for the mosquito vector distribution. These records were randomly partitioned for model evaluation into two subsamples: 75% of the records
were used for training and building the model, and 25% of the records were used for testing the model’s
accuracy. The duplicate records of WNV mosquito vectors within ~1-km of the same cell size were
excluded [51]. During data training, a matrix of spatial correlations between sampling points and
their associated predicting variables were created. Accordingly, the habitat suitability maps were
created for sampled and unsampled areas based on the habitat similarity between sampled and
unsampled regions. Five replicate runs were assigned in running the model to generate the average, maximum,
minimum and median of the distribution range of mosquito vectors. Prediction models were evaluated
using the cross-validation method, by systematically removing each data point from our training data
set and predicting the removed point based on the remaining data points. Two thresholds have been
used to examine the performance accuracy of our model [49]: (i) the extrinsic omission was evaluated
at a fixed threshold (10 percentile training presence), and (ii) the area under the curve (AUC) of the
receiver operating characteristics (ROC). 7 of 20
of 19 Int. J. Environ. Res. Public Health 2017, 14, 892
Int J Environ Res Public Health 2017 14 89 Int. J. Environ. Res. Public Health 2017, 14, 892
7 of 19
Figure 2. West Nile Virus transmission model, and expected outcomes in response to proposed predicting variables. Figure 2. West Nile Virus transmission model, and expected outcomes in response to proposed predicting variables. Figure 2. West Nile Virus transmission model, and expected outcomes in response to proposed predicting variables. Figure 2. 3. Results 3.1. Variables Selection 3.1. Variables Selection 2.4. Habitat Suitability Modeling of WNV Vector West Nile Virus transmission model, and expected outcomes in response to proposed predicting variables. 8 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 To increase the potential of the habitat suitability model and maximize the sampling effort of
extracted mosquito vectors, a separate ASCII file generated from the 5-km buffer zones was included
and weighted to the corresponding VHC ratios [25,52]. Accordingly, the habitat suitability of the
gravid mosquito vector will be predicted in regard to their flight range around human hosts, breeding
habitats and in response to their predicting variables. Therefore, the generated risk map reflects the association between Cx. quinquefasciatus, available
avian or human blood meal, and water habitats. The MaxEnt evaluates different correlations between
the presence records of extracted mosquito vector data and their predicting variables within the
sampled areas utilizing logistic regression analysis. In our study, we weighted the presence records
to VHC ratios 5-km around sampling localities and attached these as ASCII bias files. Since the
habitat suitability for WNV transmission generated by MaxEnt was produced at the threshold of
WNV minimum infection rate, our risk maps highlighted human populations under risk of infective
mosquito bites. 2.5. Model Validation To evaluate the generated risk probability maps, a total of 18 independent field validation points
were sampled biweekly. The validation points were randomly selected to represent areas with high
mosquito and human population density. Female mosquitoes (~4–100) sampled from each locality
were pooled according to their date of collection in order to be used for WNV testing. The sampling
sites were identified as WNV positive as long as one pool was reported positive from the same locality
during the season 3.1.1. Spatial Analysis The vector-host contact ratios showed variation in their response to the 32 variables used in RM. The increase in VHC ratios showed significant correlations with 12 predicting variables (AICc = 505.01,
R2 = 81.62, p < 0.01) (Table 3). The LULC related variables were found to be the key predictors,
especially non-forested wetland (NFWL) (r(13) = 1.91, AICc = 505.01, R2 = 81.62, p < 0.01). This land
cover type alongside with tree density (TD) positively correlated with the vector-host contact ratios. However, the increase in residential and urban settings shared a reduced negative influence on the
spatial distribution of WNV mosquito vector (Table 4). Table 3. Predicting variables used in building up the spatial and temporal models. Model
Variables
Test AUC
R2
AICc
Spatial Model
Bio 1, 2, 4, 6, 7, 11, 13, 17, 18, NFWL, RU, TD
0.71
0.82
505.01
April
Bio 11, 12, 14, 15, 8
0.77
0.75
79.05
May
Alt, Bio 8, 11, 12, 14, 15, NFWL
0.74
0.85
71.53
June
Alt, Bio 11, 14, 2, 8, OUBL
0.73
0.81
80.57
July
bio14, 15, 8, 9, OUBL
0.77
0.83
73.28
August
bio11, 12, ,15, 8, 9, OUBL, RU
0.8
0.93
60.67
September
Bio 8, 11, 12
0.79
0.58
88.26
October
Bio 1, 8, 12
0.75
0.55
81.30
November
Bio 2, 8
0.78
0.52
84.34
December
Bio 8, 12
0.71
0.42
80.95 Table 3. Predicting variables used in building up the spatial and temporal models. Three of the predictors were related to seasonal precipitation and temperature variables namely:
precipitation of wettest month (Bio13), and precipitation of driest (Bio17) and warmest quarters
(Bio18). The coefficient estimates in RM demonstrated a negative association between WNV mosquito
vector and Bio17 and Bio18. Additionally, six temperature related variables correlated with VHC 9 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 ratios namely: mean annual temperature (Bio1), mean diurnal range (Bio2), temperature seasonality
(Bio4), minimum temperature of coldest month (Bio6), temperature annual range (Bio7), and mean
temperature of coldest quarter (Bio11). Temperature related variables had varied correlations with
VHC ratios. Although the increased contact ratios showed a positive association with warm sampling
localities (Bio1, Bio4, and Bio11), Bio2, Bio6 and Bio7 showed negative correlations (Table 4). Table 4. Percent contribution of predicting variables on spatial distribution of WNV mosquito vector
during 2015 in City of New Orleans, LA. 3.1.1. Spatial Analysis I
J E
i
R
P bli H
l h
14 892
1
f 19 Table 4. Percent contribution of predicting variables on spatial distribution of WNV mosquito vector
during 2015 in City of New Orleans, LA. Variable
Linear Regression Analysis
% Contribution (Jackknife’s Test)
Coefficient
R2
p
AICc
Bio 1
3.08
0.65
8
635.73 **
1.1
Bio 11
4.74
0.46
4
722.22 **
8.8
Bio 13
0.77
0.79
10
532.48 **
0.1
Bio 17
-0.24
0.08
2
834.61 *
0.1
Bio 18
-0.25
0.73
9
579.02 **
37.2
Bio 2
-0.83
0.81
12
514.95 *
0.2
Bio 4
0.07
0.11
3
828.82 **
1.6
Bio 6
-2.99
0.49
5
711.32 *
0.1
Bio 7
-1.74
0.57
6
676.71 *
0.3
NFWL
1.91
0.82
13
505.01
28.9
RU
-1.24
0.60
7
662.57 **
20.9
TD
0.60
0.80
11
523.11 **
0.7
* Significant at p < 0.05; ** Significant at p < 0.01; Best predictor, significant (p < 0.01). Int. J. Environ. Res. Public Health 2017, 14, 892
15 of 19
Table 4. Percent contribution of predicting variables on spatial distribution of WNV mosquito vector
during 2015 in City of New Orleans, LA. Variable
Linear Regression Analysis
% Contribution (Jackknife’s Test)
Coefficient
R2
p
AICc
Bio 1
3.08
0.65
8
635.73 **
1.1
Bio 11
4.74
0.46
4
722.22 **
8.8
Bio 13
0.77
0.79
10
532.48 **
0.1
Bio 17
-0.24
0.08
2
834.61 *
0.1
Bio 18
-0.25
0.73
9
579.02 **
37.2
Bio 2
-0.83
0.81
12
514.95 *
0.2
Bio 4
0.07
0.11
3
828.82 **
1.6
Bio 6
-2.99
0.49
5
711.32 *
0.1
Bio 7
-1.74
0.57
6
676.71 *
0.3
NFWL
1.91
0.82
13
505.01
28.9
RU
-1.24
0.60
7
662.57 **
20.9
TD
0 60
0 80
11
523 11 **
0 7 3.1.2. Temporal Analysis
* Signifi Mean temperature of wettest quarter (Bio8) shared reduced prediction power with Bio11 through the
whole season and reached its maximum in December. However, a negative correlation was recorded
with the mean temperature of the driest (Bio9) and wettest (Bio8) quarters during July–August and
September, respectively. Table 5. Percent contribution of predicting variables on temporal distribution of vector-host contact
ratios of WNV in the City of New Orleans, LA. 3.1.2. Temporal Analysis
* Signifi The temporal distribution of WNV mosquito vector showed ecological resilience in terms of
month-to-month response to their predicting variables. This resilience was demonstrated as the
temporal changes of predicting variables and did not affect monthly vector-host contact ratios
(20.16 ± 0.02) (Figure 3). 3.1.2. Temporal Analysis
The temporal distribution of WNV mosquito vector showed ecological resilience in terms of month-
to-month response to their predicting variables. This resilience was demonstrated as the temporal changes
of predicting variables and did not affect monthly vector-host contact ratios (20.16 ± 0.02) (Figure 3). Figure 3. Monthly mosquito WNV infection rate in correlation with vector-host contact ratios in NOLA. 0
1
2
3
4
5
6
7
8
9
10
11
12
19.80
19.90
20.00
20.10
20.20
20.30
20.40
20.50
20.60
20.70
Mosquito WNV infection rate
Vector-Host Contact ratio
Month
VHC ratio
Mosquito WNVinfection rates
Figure 3. Monthly mosquito WNV infection rate in correlation with vector-host contact ratios in NOLA. Figure 3. Monthly mosquito WNV infection rate in correlation with vector-host contact ratios in NOLA. Figure 3. Monthly mosquito WNV infection rate in correlation with vector-host contact ratios in NOLA. Generally, temperature related variables were the key factors in predicting monthly distribution
of WNV mosquito vector (Table 5). These variables were manifested as: mean temperature of coldest
(Bio11), wettest (Bio8) and driest (Bio9) quarters, mean annual temperature (Bio1), and mean diurnal
range (Bio2). The distribution of WNV mosquito density was shown to be positively associated with
the increase of all temperature parameters during sampling time. The increase in density of WNV
Generally, temperature related variables were the key factors in predicting monthly distribution
of WNV mosquito vector (Table 5). These variables were manifested as: mean temperature of coldest
(Bio11), wettest (Bio8) and driest (Bio9) quarters, mean annual temperature (Bio1), and mean diurnal Int. J. Environ. Res. Public Health 2017, 14, 892 10 of 20 range (Bio2). The distribution of WNV mosquito density was shown to be positively associated
with the increase of all temperature parameters during sampling time. The increase in density of
WNV mosquito vector during April–September was found to be positively associated with Bio11. This correlation was demonstrated as maximum prediction probability of vector-host contact ratios
during September (r(4) = 0.96, AICc = 88.26, R2 = 58.49, p < 0.01). This finding was confirmed by
the percent contribution of (Bio11) generated by the Jackknife’s test for this month (88.5%) (Table 5). 3.1.2. Temporal Analysis
* Signifi Month
Linear Regression Model
% Contribution (Jackknife’s Test)
Variable
Coefficient
R2
p
AICc
April
Bio 11
1.5671996
0.7468
6
79.0541
73.6
Bio 12
−0.1904792
0.6252
5
83.8586 **
1.7
Bio 14
0.580292
0.4581
3
85.311 *
0.8
Bio 15
0.9505776
0.5683
4
83.3859 *
1.9
Bio 8
1.549815
0.292
2
88.5009 **
21.9
May
Alt
0.2054192
0.6929
5
74.2539 *
2.2
Bio 11
1.2170901
0.8465
8
71.5334
51.1
Bio 12
−0.1428952
0.7531
7
77.6814 **
1.7
Bio 14
−0.0756836
0.5338
3
77.4397 *
0.9
Bio 15
0.8079636
0.6232
4
75.555 **
1.2
Bio 8
1.9098991
0.3773
2
81.4792 **
15.4
NFWL
1.6682811
0.726
6
75.5791 **
27.6
June
Alt
0.2648213
0.8139
7
80.5656
1.6
Bio11
1.0789617
0.7693
6
81.1173 **
57.9
Bio14
−1.0029246
0.5241
3
87.6001 **
1.1
Bio2
1.4828419
0.5889
4
87.3124 **
0.5
Bio8
2.3433611
0.2854
2
94.4485 **
38.8
OUBL
1.5141391
0.6708
5
85.5914 **
0.1
July
Bio14
−0.6971647
0.5415
3
86.6717 **
2.1
Bio15
1.5743201
0.7435
5
79.5723 **
1.5
Bio 8
2.4390573
0.3209
2
93.1952 **
31
Bio 9
−0.6412268
0.8334
6
73.2771
65.3
OUBL
1.9151789
0.6321
4
84.6186 **
0.1
August
Bio 11
1.0996856
0.8687
6
65.7127 **
35.1
Bio12
−0.0854343
0.6302
4
82.893 **
1.2
Bio15
1.5403677
0.8289
5
68.006 **
0.3
Bio8
1.8883324
0.1999
2
95.2837 **
9.7
Bio9
−0.7676054
0.9091
7
61.4863 *
16.1
OUBL
2.9633858
0.4018
3
91.2107 **
1.3
RU
0.2968421
0.9294
8
60.6681
36.3
September
Bio 8
−0.1073224
0.2915
2
95.6155 **
10.1
Bio 11
0.9622917
0.5849
4
88.2612
88.5
Bio 12
−0.1073224
0.4927
3
90.1222 **
1.4
October
Bio 1
1.2929084
0.5465
4
81.2964
56.6
Bio 8
1.431466
0.1947
2
89.6387 **
37.7
Bio 12
−0.0983597
0.4436
3
83.2546 **
5.7
November
Bio 2
0.9214511
0.5155
3
84.3401
0.1
Bio 8
1.6743075
0.2768
2
91.4944 **
99.9
December
Bio 8
1.591142
0.1993
2
85.9884 **
84.9
Bio 12
−0.0493324
0.4161
3
80.9488
15.1
* Significant at p < 0.05; ** Significant at p < 0.01; Best predictor, significant (p < 0.01). Table 5. Percent contribution of predicting variables on temporal distribution of vector-host contact
ratios of WNV in the City of New Orleans, LA. 11 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 Precipitation related variables, LULC and elevation showed less influence in predicting
Cx. quinquefasciatus distributions and VHC ratios. 3.2. Habitat Suitability Modeling of West Nile Virus Vector 3.2. Habitat Suitability Modeling of West Nile Virus Vector 3.1.2. Temporal Analysis
* Signifi Precipitation variables showed negative influence
on the distribution of WNV mosquito vector during April–September, especially annual precipitation
(Bio12) and precipitation of the driest month (Bio14). However, the seasonal precipitation (Bio15),
during April–August, demonstrated a positive correlation with the distribution of Cx. quinquefasciatus. The prediction power of LULC was demonstrated during May–August. Unlike the spatial model, both
“Other Urban and Built-up Land” (OUBL) and “Residential-Urban” (RU) settings were found to be
positively associated with vector-host contact ratios and the onset of mosquito WNV infection rates
during June (Table 5, Figure 3). Similarly, elevation shared a subtle positive prediction power during
May and June. Spatial and Temporal Analysis A total of 37 sampling points were included in both spatial and temporal models. Nine and
28 points were used for testing and training the habitat suitability models, respectively. For the spatial
model, the average predictive performance was found to be high with an AUC value of 0.85 and 0.71 for
training and testing occurrence records respectively, with a standard deviation of 0.07. The specificity
of the model was demonstrated as the fractional predicted area. This area at a 10-percentile training
presence was found to be 0.36, which were classified as significantly no better than random (p < 0.05). The average likelihood of predicting very high risk areas was ~107 km2, which is ~9.87% of the total
area of the city of New Orleans (Figure 4). The Jackknife test confirmed the findings we retrieved from RM analysis. The LULC related
variables (NFWL, RU, and TD) significantly maximized the predictability of vector-host contact (50.5%). The highest training gain was shared with precipitation related variables (37.4%). Temperature related
variables shared a reduced training gain (12.1%) in our model (Table 4). Although RM showed
a negative correlation between Cx. quinquefasciatus and residential-urban settings, the maximum
likelihood of the vector-host contact ratio was predicted at urban areas with less housing structures
with an AUC training gain of 0.68 (Figure 5). For the monthly habitat suitability model, the average predictive performance for the nine months
was found to be high with an AUC value of 0.82 and 0.76 for training and testing occurrence records,
respectively (Table 3). The fractional predicted area at a 10-percentile training presence was found to
be no better than random (p < 0.05). The average likelihood of predicting very high suitable habitat
was almost ~10.87% of the total area of NOLA. This habitat suitability ranged from ~13.8 and 8.13%
during the early and late seasons. The percentage contribution of predicting variables generated by
the Jackknife test for each month is summarized in (Table 5). Int. J. Environ. Res. Public Health 2017, 14, 892
Int J Environ Res Public Health 2017 14 892 12 of 20
12
f 19 Figure 4. Distribution risk maps for WNV in NOLA representing average, median, maximum, and minimum habitat suitability and sampling localities. Average Risk
Probability
Median Risk
Probability
Max. Risk
Probability
Min. Risk
Probability
Figure 4. Distribution risk maps for WNV in NOLA representing average, median, maximum, and minimum habitat suitability and sampling localities. Spatial and Temporal Analysis Average Risk
Probability Median Risk
Probability Average Risk
Probability Min. Risk
Probability Max. Risk
Probability senting average, median, maximum, and minimum habitat suitability and sampling localities. LA representing average, median, maximum, and minimum habitat suitability and sampling localities. 4. Distribution risk maps for WNV in NOLA representing average, median, maximum, and minimum habita
Figure 4. Distribution risk maps for WNV in NOLA representing average, median, maximum, and minimu WNV in NOLA representing average, median, maximum, and minimum habitat suitability and sampling lo
maps for WNV in NOLA representing average, median, maximum, and minimum habitat suitability and sa 13 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 Figure 5. Response curve of spatial distribution of VHC ratio to predicting variables in the Jackknife test. . Model Validation
Figure 5. Response curve of spatial distribution of VHC ratio to predicting variables in the
Jackknife test. J. Environ. Res. Public Health 2017, 14, 892
13 o
Figure 5. Response curve of spatial distribution of VHC ratio to predicting variables in the Jackknife test. Figure 5. Response curve of spatial distribution of VHC ratio to predicting variables in the Jackknife test. Model Validation
Figure 5. Response curve of spatial distribution of VHC ratio to predicting variables in the
Jackknife test. Figure 5. Response curve of spatial distribution of VHC ratio to predicting variables in the Jackknife test. 4. Discussion In our model, we generated habitat suitability estimates for the spatio-temporal likelihood of
VHC ratios in NOLA. Since the relationship between mosquito population density and human hosts
is important in determining the infective biting rate and transmission risk of arboviruses, density of
Cx. quinquefasciatus was linked to the human population census in order to generate risk maps for
areas under risk of increased VHC. Additionally, we predicted the habitat suitability for the likelihood
of VHC within flight ranges of Cx. quinquefasciatus (~5-km) around their sampling sites [29,53]. The
significant explanatory variables were evaluated and selected using minimum AICc values using
stepwise RM. The potentiality of the current prediction model was proven by the high AUC and R2
values produced by MaxEnt and RM. These thresholds indicate that occurrence records were likely
assigned a higher probability of presence than background sites. Additionally, the generated risk map
was validated using 18 independent field collected sampling points and tested for mosquito WNV
infection rates during the season. g
The human population in NOLA is centralized in the western areas of the city. However, the
likelihood of VHC ratios demonstrated heterogeneous distributions in this side (Figure 4). Although
the monthly predicting variables showed some variations, especially the climate, in terms of their
percent contribution, the number of these variables declined gradually toward the end of the season. However, the changes in these predicting variables had a consistent influence on the distribution of
VHC likelihood of the same high risk areas in the west side of the city. This may reflect the temporal
resilience of this mosquito vector to their predicting climate variables in these habitats. This resilience
gives the WNV vector the ability to develop and survive in close vicinity to WNV reservoir bird
host(s), which was confirmed by the positive WNV mosquito pools during our study [29,53]. However,
multi-year mosquito data are recommended to be included in further investigations. During June and early August 2002, WNV was identified in pools of Cx. quinquefasciatus
mosquitoes in southeastern Louisiana with the possibility of Cx. salinarius acting as a secondary
vector [6]. Although other mosquito vectors were incriminated in amplification and transmission
potentials, the selective feeding preference on both human and avian blood and vectorial capacity
experiments emphasized that Cx. quinquefasciatus is the competent vector in transmitting WNV in LA. The Cx. A total of 715 m
3.3. Model Validation
3.3. Model Validation mosquito pools were WNV positive during June–December, confirming our results in the temporal
analysis. Thirteen and five collection sites were recorded as WNV positive and negative, respectively,
representing different habitat suitability classes (Figure 6). A total of 715 mosquito pools were tested for WNV representing 18 collection sites. Only
30 mosquito pools were WNV positive during June–December, confirming our results in the temporal
analysis. Thirteen and five collection sites were recorded as WNV positive and negative, respectively,
representing different habitat suitability classes (Figure 6). A total of 715 mosquito pools were tested for WNV representing 18 collection sites. Only 30
mosquito pools were WNV positive during June–December, confirming our results in the temporal
analysis. Thirteen and five collection sites were recorded as WNV positive and negative, respectively,
representing different habitat suitability classes (Figure 6). Figure 6. Average habitat suitability of infective mosquito showing field validation points. Discussion
Figure 6. Average habitat suitability of infective mosquito showing field validation points. Figure 6. Average habitat suitability of infective mosquito showing field validation points. ssion
Figure 6. Average habitat suitability of infective mosquito showing field validation points. Figure 6. Average habitat suitability of infective mosquito showing field validation points. Int. J. Environ. Res. Public Health 2017, 14, 892 14 of 20 14 of 20 4. Discussion The varied correlations between temperature-related variables
and VHC explain the association of WNV mosquito distribution with warmer areas during the
coldest months. This was confirmed by the negative correlation between VHC and Bio6, which
represents the minimum temp of the coldest months. Similarly, Bio6 predicts timing and distribution
of the nesting/roosting bird hosts during early spring. In a field study, severe winter caused
delay in birds nesting, which explains the variation in timing of host feeding shifts. The VHC
showed a negative correlation with precipitation during the driest (Bio17) and warmest (Bio18)
quarters [25,55,56]. This negative correlation may be attributed to the flush of limited numbers of
mosquitoes from breeding habitats due to rainfall during dry and wet seasons. Subsequently, this
reduced the abundance/distribution of WNV mosquito vector during these periods. q
g
p
In the temporal analysis, we attempted to characterize the ecological resilience of WNV mosquito
vector in response to seasonal temperature and precipitation related variables, in association with
other LULC variables. This resilience was demonstrated by a decrease in the number of variables
that predicted VHC ratios during the late season. The lagged influence of mean temperature of the
coldest quarter (Bio11) had a positive association with the increased development/distribution of
WNV vector during April–September [25]. This was manifested as maximum prediction probability
of VHC ratios during September (R2 = 58.49, p < 0.01). This lagged influence may cause the increase
in the development rate of mosquito vectors in affected areas during the amplification phase of the
WNV pathogen during April–May. Meanwhile, neotropical bird migrants, mainly passerines, tend
to nest during April–May or roost through July, which is crucial for the amplification phase [55,59]. Accordingly, this may accelerate the disease transmission during June–September. Moreover, blood
meal preference may shift from birds to mammals including humans that are temporally associated
with distribution of nesting/roosting birds, thereby enhancing human risk of arboviruses [55,56,58]. This shift in mosquito feeding preference may be influenced by the temperature-related variables
during dry and wet seasons, i.e., negative correlations between VHC and temperature-related variables
during dry and wet seasons. The increase in these temperatures reflects the reduction in water bodies
that may allow breeding and nesting habitats for mosquito vectors and birds, respectively. Similarly, the
negative influence of precipitation variables during April–September, especially annual precipitation
(Bio12) and precipitation of the driest month (Bio14), shared a reduced influence toward the prediction
of distributions of Cx. 4. Discussion quinquefasciatus mosquito is well known as exophilic and exophagic and the breeding habitats
range from ditches, woodland pools, and freshwater marshes of a semi-permanent or permanent
nature [25]. As much as Cx. quinquefasciatus maintains and amplifies WNV within reservoir host
bird(s) [15,16], it is responsible for the urban transmission cycle of WNV in southern and southeastern
parts of the USA [17–19]. In the spatial analysis, the RM demonstrated a significant association between NFWL and VHC
ratios (R2 = 82, p < 0.01). The NFWL habitats were dominant in the eastern side of the city with
significantly low human population census. Although this side has not been extensively sampled
(No. traps = 1), it is worthy to be highlighted in further investigations to understand the temporal
association between WNV vector and reservoir host(s). Other LULC related variables such as TD,
OUBL and RU showed a reduced contribution in predicting the likelihood of VHC. These LULC
habitats provide both sugar and blood meals, and are favorable to WNV maintenance by enhancing
maintenance and amplification phases between mosquito vector and their nesting/roosting reservoir
bird hosts, especially the passerines [17]. This finding was confirmed by the selective feeding preference
of this mosquito vector in NOLA, their contribution in both enzootic and epidemic transmission cycle
of WNV [5,17,54–57], and the extended transmission season due to the milder climatic conditions of
the Gulf Coast as manifested in mosquito WNV infection rates (Figure 3). Similar reports of increases
in mosquito WNV infection rates have been made in 2005 and 2006 in Chicago [58]. Moreover, both
the Jackknife test in MaxEnt (28.9%) and temporal analysis emphasized the association between LULC
types during amplification and early transmission phases (May–August) (Tables 3 and 5). Although no WNV human cases were included in our model, the transmission potential still
exists due to the high VHC ratios during September and high suitable habitats. In addition, the lack Int. J. Environ. Res. Public Health 2017, 14, 892 15 of 20 of data on vector competence, survival rate, and the gonotrophic cycle period for NOLA prevented
inclusion of this information in our model. However, the high risk probability was generated utilizing
WNV minimum infection rates (0.8/1000) [5]. The climate variables shared reduced contributions in predicting likelihood of VHC in the spatial
analysis [55,56]. However, climate was demonstrated as the key predicting factor in determining
temporal distribution of WNV vectors. 5. Conclusions In the current study we modeled the spatio-temporal distribution of VHC ratios in response
to future climate scenario, LULC, human population census, and DEM. Vector-host contact (VHC)
ratios were estimated as a potential entomological indicator for the likelihood of biting rate and
transmission potential of WNV. The VHC ratios were estimated within 5-km buffer zones around
mosquito sampling sites representing their average flight range utilizing mosquito density and
population census/house block. The likelihood of VHC ratio was first predicted in response to
the biophysical systems using stepwise multiple regression model (RM). Accordingly, we used the
significant predicting variables from RM to highlight the spatio-temporal distribution of areas under
risk of increased VHC emphasizing the likelihood of infective mosquito bites. p
g
q
The interaction between these different biophysical systems showed heterogeneous influences on
the spatio-temporal distribution of VHC ratios. In the spatial analysis, 12 variables were associated
with the distribution of VHC ratios, and NFWL showed the highest prediction gain (R2 = 81.62). Although NFWL has not been sampled extensively during our study (1), to complete our objective,
this variable needs to be highlighted rigorously in a separate investigation. Seasonal precipitation- and
annual temperature-related variables shared reduced significant associations with VHC ratios. The
average likelihood of predicting very high risk areas was ~107 km2, which is ~9.87% of the total area of
NOLA. Although neither the temporal distribution of VHC ratios nor their estimates were significantly
changed from month-to-month (except during September), their monthly response showed resilience to
the number and type of the influential factors. The highest VHC ratio was reported during September,
which was associated with the peak positive WNV mosquito pools. Seasonal temperature-related
variables showed the highest influence on monthly likelihood of VHC in comparison with seasonal
precipitation, LULC and DEM variables. This finding was confirmed by both RM (R2 = 58.49) and
Jackknife’s test (88.5%). The influence of LULC on likelihood of VHC was demonstrated during
May–August. The NFWL showed a positive association with the increased VHC ratio during May,
with no positive WNV mosquito pools. Meanwhile, both OUBL and RU settings were associated with
the onset of mosquito WNV infection rates during June. This may reflect the distribution of WNV
vector in close vicinity to reservoir host(s) during May, during the virus amplification phase, and the
virus beginning to build up inside mosquito bodies during June–August. 4. Discussion quinquefasciatus. This may help stimulate blood feeding during these times. The seasonal precipitation (Bio15) during April–August increased both available water habitats and
distribution of WNV vector. Our findings showed heterogeneity in the temporal distribution of Cx. quinquefasciatus in response
to LULC during May–August. This reflects the influence of some LULC classes on monthly flux and
distribution patterns of mosquito populations. The heterogeneity in monthly distributions of mosquito
vectors can have a large impact on virus amplification during the early season, especially when it is
in close vicinity to reservoir bird hosts. Although no WNV positive mosquito pools were reported
during April and May, NFWL was positively correlated with VHC during May (R2 = 72.6). This may
reflect the association between nesting/roosting reservoir bird hosts and VHC ratios in May. During
June–August, WNV seemed to build inside mosquito bodies to the detectable level that can cause
potential transmission. Both OUBL and RU settings were associated with the onset of mosquito WNV
infection rates during June. Other models reported that WNV transmission was either associated with
forested and urban land [18,60] or socioeconomic status [61]. However, these correlations may vary
spatially or temporally [62]. 16 of 20 16 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 Some previous studies improved our understanding about biology and ecology of
Cx. quinquefasciatus and epidemiology [16,21,63]. Nevertheless, their findings did not highlight the
interaction between different systems and their overall influence on mosquito vector distribution at a
local scale. Moreover, these models predicted the geographic distribution of WNV vectors utilizing
mosquito density as sampling points rather than the flight range area and vector-host contact ratios. Land geomorphology and topography were used in predicting suitable habitats for mosquito
breeding [25,34,35,62]. Four potential indicators were rigorously investigated: aspect ratio, slope,
land surface curvature and hill shade [25,34,35,62]. The sampled gravid mosquito vectors reflect the
proximity of water habitats to collected samples. Although these indicators showed potentiality in
predicting WNV mosquito vectors in other areas [25,35], only relative high altitude demonstrated
temporal influence on increased VHC ratios during May and June. References 1. Centers for Disease Control and Prevention. Guidelines for surveillance, prevention and control of West
Nile virus infection—United States. MMWR Morb. Mortal. Wkly. Rep. 2000, 49, 25–28. 1. Centers for Disease Control and Prevention. Guidelines for surveillance, prevention and control of West
Nile virus infection—United States. MMWR Morb. Mortal. Wkly. Rep. 2000, 49, 25–28. 2. Steele, K.E.; Linn, M.J.; Schoepp, R.J.; Komar, N.; Geisbert, T.W.; Manduca, R.M.; Calle, P.P.; Raphael, B.L.;
Clippinger, T.L.; Larsen, T.; et al. Pathology of fatal west Nile virus infections in native and exotic birds
during the 1999 outbreak in New York City, New York. Vet. Pathol. 2000, 37, 208–224. [CrossRef] [PubMed] 2. Steele, K.E.; Linn, M.J.; Schoepp, R.J.; Komar, N.; Geisbert, T.W.; Manduca, R.M.; Calle, P.P.; Raphael, B.L.;
Clippinger, T.L.; Larsen, T.; et al. Pathology of fatal west Nile virus infections in native and exotic birds
during the 1999 outbreak in New York City, New York. Vet. Pathol. 2000, 37, 208–224. [CrossRef] [PubMed] 3. Campbell, G.L.; Marfin, A.A.; Lanciotti, R.S.; Gubler, D.J. West Nile virus. Lancet Inf. Dis. 2002, 2, 519–529. [CrossRef] 3. Campbell, G.L.; Marfin, A.A.; Lanciotti, R.S.; Gubler, D.J. West Nile virus. Lancet Inf. Dis. 2002, 2, 519–529. [CrossRef] [CrossRef]
4. Balsamo, G.; Michaels, S.; Sokol, T.; Lees, K.; Mehta, M.; Straif-Bourgeois, S.; Hall, S.; Krishna, N.; Talati, G.;
d
l
d
h
[
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4. Balsamo, G.; Michaels, S.; Sokol, T.; Lees, K.; Mehta, M.; Straif-Bourgeois, S.; Hall, S.; Krishna, N.; Talati, G.;
Ratard, R. West nile epidemic in Louisiana in 2002. Ochsner J. 2003, 5, 13–15. [PubMed] 5. Godsey, M.S.; Nasci, R.; Savage, H.M.; Aspen, S.; King, R.; Powers, A.M.; Burkhalter, K.; Colton, L.;
Charnetzky, D.; Lasater, S.; et al. West Nile virus—Infected mosquitoes, Louisiana, 2002. Emerg. Infect. Dis. 2005, 11, 1399–1404. [CrossRef] [PubMed] 5. Godsey, M.S.; Nasci, R.; Savage, H.M.; Aspen, S.; King, R.; Powers, A.M.; Burkhalter, K.; Colton, L.;
Charnetzky, D.; Lasater, S.; et al. West Nile virus—Infected mosquitoes, Louisiana, 2002. Emerg. Infect. Dis. 2005, 11, 1399–1404. [CrossRef] [PubMed] 6. Palmisano, C.T.; Taylor, V.; Caillouet, K.; Byrd, B.; Wesson, D.M. Impact of west Nile virus outbreak upon St. tammany parish mosquito abatement district. J. Am. Mosq. Control Assoc. 2005, 21, 33–38. [CrossRef] 6. Palmisano, C.T.; Taylor, V.; Caillouet, K.; Byrd, B.; Wesson, D.M. Impact of west Nile virus outbreak upon St. tammany parish mosquito abatement district. J. Am. Mosq. Control Assoc. 2005, 21, 33–38. [CrossRef] 7. 5. Conclusions During September–December,
reduced numbers of positive WNV mosquito pools were recorded, which may explain the reduced
viremia in wild Cx. quinquefasciatus. The independent field collected sampling points were consistent with both likelihood of VHC
ratios and spatio-temporal distribution of increased VHC ratios. However, multi-year mosquito,
spatial projections of LULC and human population census data are recommended to be included in
further investigations. Moreover, due to data limitation of reservoir host(s), human cases, mosquito
vector survival rates, vector capacity parameters, and gonotrophic periods, we did not have the chance
to include these variables in our study. 17 of 20 17 of 20 Int. J. Environ. Res. Public Health 2017, 14, 892 Acknowledgments: Authors would like to express their deep gratitude to City of New Orleans for the logistic
support, especially mosquito surveillance and data entry team. Author Contributions: Sarah R. Michaels and Claudia Riegel carried out the experimental design and data
sampling. Mohamed F. Sallam carried out geo-database and model building, data analysis and writing the first
draft of the manuscript. Wayne Zipperer, B. Graeme Lockaby, Roberto M. Pereira and Philip G. Koehler helped in
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© 2017 by the authors. Licensee MDPI, Basel, Switzerland. References This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). 60. Ruiz, M.O.; Walker, E.D.; Foster, E.S.; Haramis, L.D.; Kitron, U.D. Association of West Nile virus illness and
urban landscapes in Chicago and Detroit. Int. J. Health Geogr. 2007, 6. [CrossRef] [PubMed] 61. Rochlin, I.; Turbow, D.; Gomez, F.; Ninivaggi, D.V.; Campbell, S.R. Predictive mapping of human risk for
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geographic distribution of West Nile virus in Georgia, USA: 2002–2004. Vector Borne Zoonotic Dis. 2006, 6,
73–82. [CrossRef] [PubMed] 63. Lord, C.C.; Day, J.F. Simulation studies of St. Louis encephalitis and West Nile Viruses: The impact of bird
mortality. Vector Borne Zoonotic Dis. 2001, 1, 317–329. [CrossRef] [PubMed] © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Bone Marrow Mesenchymal Cells Improve Muscle Function in a Skeletal Muscle Re-Injury Model
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RESEARCH ARTICLE Bone Marrow Mesenchymal Cells Improve
Muscle Function in a Skeletal Muscle Re-
Injury Model Bruno M. Andrade1,2☯, Marcelo R. Baldanza1☯, Karla C. Ribeiro2, Anderson Porto1,
Ramon Peçanha1, Fabio S. A. Fortes2, Gisele Zapata-Sudo3, Antonio C. Campos-de-
Carvalho2, Regina C. S. Goldenberg2, João Pedro Werneck-de-Castro1* 1 Laboratório de Biologia do Exercício, Instituto de Biofísica Carlos Chagas Filho e Escola de Educação
Física e Desportos, Universidade Federal do Rio de Janeiro, Rio de Janeiro, RJ, Brasil, 2 Instituto de
Biofísica Carlos Chagas Filho, Centro de Ciências e Saúde, Universidade Federal do Rio de Janeiro, Bloco
G, Ilha do Fundão, Rio de Janeiro, RJ, Brasil, 3 Departamento de Farmacologia Básica e Clínica,
Universidade Federal do Rio de Janeiro, Centro de Ciências e Saúde, Bloco J, Ilha do Fundão, Rio de
Janeiro, Brasil ☯These authors contributed equally to this work. * joaopedrowerneck@yahoo.com.br ☯These authors contributed equally to this work. * joaopedrowerneck@yahoo.com.br Data Availability Statement: All relevant data are
within the paper. Data Availability Statement: All relevant data are
within the paper. Funding: The study was supported by research
grants from CAPES (Coordenação de
Aperfeiçoamento de Pessoal de Nível Superior),
FAPERJ (Fundação de Amparo à Pesquisa do
Estado do Rio de Janeiro) and CNPq (Conselho
Nacional de Desenvolvimento Científico e
Tecnológico). The funders had no role in study
design, data collection and analysis, decision to
publish, or preparation of the manuscript. OPEN ACCESS Citation: Andrade BM, Baldanza MR, Ribeiro KC,
Porto A, Peçanha R, Fortes FSA, et al. (2015) Bone
Marrow Mesenchymal Cells Improve Muscle Function
in a Skeletal Muscle Re-Injury Model. PLoS ONE 10
(6): e0127561. doi:10.1371/journal.pone.0127561 Skeletal muscle injury is the most common problem in orthopedic and sports medicine, and
severe injury leads to fibrosis and muscle dysfunction. Conventional treatment for succes-
sive muscle injury is currently controversial, although new therapies, like cell therapy, seem
to be promise. We developed a model of successive injuries in rat to evaluate the therapeu-
tic potential of bone marrow mesenchymal cells (BMMC) injected directly into the injured
muscle. Functional and histological assays were performed 14 and 28 days after the injury
protocol by isometric tension recording and picrosirius/Hematoxilin & Eosin staining, re-
spectively. We also evaluated the presence and the fate of BMMC on treated muscles; and
muscle fiber regeneration. BMMC treatment increased maximal skeletal muscle contraction
14 and 28 days after muscle injury compared to non-treated group (4.5 ± 1.7 vs 2.5 ± 0.98
N/cm2, p<0.05 and 8.4 ± 2.3 vs. 5.7 ± 1.3 N/cm2, p<0.05 respectively). Furthermore, BMMC
treatment increased muscle fiber cross-sectional area and the presence of mature muscle
fiber 28 days after muscle injury. However, there was no difference in collagen deposition
between groups. Immunoassays for cytoskeleton markers of skeletal and smooth muscle
cells revealed an apparent integration of the BMMC within the muscle. These data suggest
that BMMC transplantation accelerates and improves muscle function recovery in our ex-
tensive muscle re-injury model. Academic Editor: Eva Mezey, National Institutes of
Health, UNITED STATES Academic Editor: Eva Mezey, National Institutes of
Health, UNITED STATES Received: November 10, 2014
Accepted: April 16, 2015
Published: June 3, 2015
Copyright: © 2015 Andrade 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: © 2015 Andrade 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. ☯These authors contributed equally to this work.
* joaopedrowerneck@yahoo.com.br Bone Marrow Cells Improve Muscle Function associated with the extent of residual scar tissue in the muscle [2] induced by a previous dam-
age. The SKM healing process comprises degeneration and inflammation, regeneration, and fi-
brosis in a complex and well-orchestrated series of events [3,4]. SKM regenerative capacity is
due to the presence of a tissue-specific population of myogenic stem cells termed satellite cells,
so-called due to its peripheral location on the skeletal muscle myofibre where it lies between
the sarcolemma of the myofibre cell and its surrounding basal lamina [5]. Competing Interests: The authors have declared
that no competing interests exist. However, depending on the severity and frequency of the injury, the regeneration process of
skeletal muscle is very slow and incomplete, resulting in strength loss, fibrosis and a high rate
of re-injury at the site of the prior injury [3]. Fibrosis is triggered mainly by the expression of
transforming growth β (TGF- β) which stimulates fibroblast proliferation and collagen synthe-
sis; and, concomitantly, inhibits both satellite cell proliferation and differentiation into myo-
tubes [6,7]. Therefore, complete recovery of injured skeletal muscle appears to be hindered by
fibrosis and usually leads to incomplete muscle healing [3]. The resultant disorganized scar tis-
sue that often replaces damaged myofibers may contribute to muscle injuries recurrence [8]. Therapeutic intervention to treat skeletal muscle injury is controvertial. Common treat-
ments for SKM injuries are RICE (rest, ice, compression, and elevation), nonsteroidal anti-in-
flammatory drugs, pulsed ultrasound and immobilization. However, none of them treats the
main problem, e.g. SKM cell loss and scar tissue formation. Also, routine treatments do not im-
prove satellite cells number, proliferation and differentiation. Therefore, efforts to develop
treatments to promote faster and more complete recovery after muscle injury should be fo-
cused on the enhancement of muscle regeneration and/or the prevention of fibrosis. Because fast and complete repair of the injured muscle is the obvious target, especially in
athletes, attempts should be made to find clinically feasible modalities to enhance the prolifera-
tion phase of muscle regeneration. Cell transplantation has been used to overcome the loss of
cells induced by lesions in many organs such as liver [9],, heart [10,11] and skeletal muscle
[12,13]. Introduction Skeletal muscle (SKM) injuries are very commonly diagnosed in sports medicine and, more im-
portant, the incidence of re-injury remains very high [1]. The risk of recurrent injury is 1 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Furthermore, in SKM injuries, a variety of cell types have been tested: myoblasts,
which is the most used cell type [14], muscle-derived stem cells [15], hematopoietic stem cells
[16,17], bone marrow-derived human mesenchymal stem cells [18], adipose-derived stem cells
[13] and BMMC [12,19]. BMMC have been reported to differentiate in vitro into contractile
myotubes or convert into myogenic linage in vivo in response to physiological stimuli [17,20–
22]. The search for new therapeutic alternatives requires the development of adequate animal
models of muscle lesion. In this perspective, the availability of an animal model that mimics
the characteristics of human muscle injury is crucial to study the pathophysiological mecha-
nisms of regeneration and possible therapies. Many animal models of muscle injury have been
proposed such as injection of cardiotoxin [23,24], mdx transgenic mice, crioinjury, manual
clamping, laceration, strain and induced by exercise but none reproduces re-injuries which are
the most common type of damage in the orthopedic field. Thus, the main purpose of this study was to investigate whether BMMC injected directly
into damaged muscles could improve muscle function in a rat model with repetitive
muscle injuries. Cell transplantation and experimental groups Three days after the injury protocol the rats were randomized for treatment with BMMC or ve-
hicle (non-treated group). Under anesthesia, the soleus muscle was exposed and 3 X 106 labeled
BMMC were injected with a tuberculin syringe along the border and the center of the scar tis-
sue. To improve retention, cells were suspended in 40 μl of a three-dimensional gel of reconsti-
tuted basement membrane (Matrigel Matrix BD Biosciences, USA) and BSS in a proportion of
1:3 [10,13]. Non-treated rats received only Matrigel in BSS (vehicle). After treatment, the leg
was stitched closed, and the animals were monitored for 48hs. Cell isolation and culture procedures The isolation and primary culture of BMMC from femoral and tibial bones of donor rats were
performed as described by Fidelis-de-Oliveira et al. [25]. BMMC were cultured in high glucose
DMEM supplemented with 10% fetal bovine serum (GIBCO-BRL), 2 mM L-glutamine
(Sigma), and antibiotics (100 U/ml penicillin G and 100 μg/ml streptomycin; GIBCO-BRL). BMMC were grown in 75 cm2 flasks and maintained at 37°C in a 5% CO2 incubator for 1 week
during which medium was changed, at least twice, washing away all floating hematopoietic
cells. At ~ 80–90% confluence, the cells were detached from the culture flasks with 0.25% tryp-
sin-EDTA (Sigma) and replated. After the third replating, BMMC were resuspended in
DMEM without serum, and labeled with 5μg/ml Hoescht 33342 (Sigma- Aldrich) for 20 min-
utes. The cells were rinsed and centrifuged six times in balanced salt solution (BSS) to remove
unbound Hoescht 33342 and kept in warm DMEM for a few minutes before transplantation. This labeling procedure was very efficient, ensuring ~90–95% labeling of cell nuclei. Cell viabil-
ity was tested after labeling and was never lower than 95%. These cells are capable of differenti-
ation in osteoblasts and adypocites. Muscle re-injured model Animals were anesthetized with ketamine (50 mg/kg) and xylazine (5 mg/kg ip). An incision
was made in the skin overlying the lateral portion of the gastrocnemius muscle. The soleus
muscle of the right limb was exposed along its entire length and lacerated (crunched 40 times)
through 50% of its width and 100% of its thickness with a surgical blade type Basket (0.6mm). Twenty crunches were repeated 7 and 14 days after the first surgical procedure. The contralat-
eral soleus was used as control muscle. Methods
Animals Male inbred Wistar rats (200–250g) were obtained from the Centro de Pesquisa Gonçalo
Muniz (Fiocruz-Bahia/Brasil). Animals were housed at controlled temperature (23°C) with
daily exposure to a 12:12-h light-dark cycle and free access to water and standard rat chow. Iso-
genic rats were used as donors and recipients of bone marrow-derived stromal cells. The Rio de 2 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Bone Marrow Cells Improve Muscle Function Janeiro Federal University Institutional Committee for Animal Use in Research (CEUA—CCS
—EEFD 07) approved this study, which was in accordance with the International Guiding
Principles for Biomedical Research Involving Animals (Geneva, Switzerland). The surgery was
done under anesthesia with ketamine (50 mg/kg, i. p.) and xylazine (5mg/kg, i. p.) and the ani-
mals were killed by cervical dislocation after being anesthetized. All efforts were made to
minimize suffering. Tissue architecture and collagen deposition Soleus muscles were fixed in 10% buffered formalin and embedded in paraffin. Longitudinal
and cross sections of 5μm thickness were obtained and mounted on glass slides. Slides were
dewaxed and rehydrated with distilled water. Thereafter the samples were stained with heama-
toxilin and eosin to provide an overall view of the tissue and with picrosirius stain for collagen
deposition evaluation. For the picrosirius staining procedure the slides were incubated in 0.2%
Phosphomolybdic acid (Sigma-Aldrich Ltd) for 1 minute following incubation at room tem-
perature for 90 minutes in sirius red solution (0.6g in 600 mL of saturated picric Acid), (Sigma-
Aldrich Ltd). The slides were then incubated in 0.01N Hydrochloric Acid (Sigma-Aldrich Ltd)
for 2 minutes, dehydrated, cleared in xylene, and mounted with Entellan. Slides were examined
in a light Axiovert 100 microscope (Zeiss). For fibrosis quantification (BMMC, 14d n = 3 / 28d
n = 4 and vehicle, 14d n = 6 / 28d n = 5), 20 random fields (20X original magnification) were
taken. The acquisition was standardized using ImagePro 5.0 and no modifications in the im-
ages were done after acquisition. Images were analyzed using ImagePro 5.0 to quantify the red
area and the total area. The area of fibrosis was considered the ratio between the red area /
total area. Centronucleated fibers and fiber cross sectional area quantifications In order to quantify skeletal muscle hypertrophy, we measured muscle fiber cross-sectional
area (BMMC, n = 4 and non-treated, n = 3) 28 days after muscle injury as previously described
[26]. Hematoxylin and eosin stained images taken on the microscope were analyzed on Image J
program and the area of 500 fibers per soleus was measured. We counted the number of cen-
tronucleated regenerating myofibers at 28 days after muscle injury (BMMC, n = 4 and non-
treated, n = 3) in 103 fibers as previously described [13]. At least ten fields were analyzed for
each muscle, and the average number of regenerating myofibers per 103 total fibers was com-
pared between groups. Nuclei with no discernible surrounding cytoplasm were discarded. Maximal tension developed in isolated soleus muscle Fourteen and twenty-eight days after the last injury, BMMC (14d n = 6 / 28d n = 9) and non-
treated rats (vehicle- 14d n = 6/ 28d n = 7) rats were anesthetized with isoflurane and soleus
muscles were dissected for isometric tension recording. Muscles were mounted in vertical
chambers filled with Ringer solution (NaCl 135 mM, KCl 5.0 mM, MgCl2 1.0 mM, Na2HPO4
1.0 mM, NaHCO3 25 mM, CaCl2 1.25 mM, glucose 5 mM) and continuously oxygenated with
carbogen gas (95% O2 /5% CO2) at 37°C. One muscle end was attached to a force transducer 3 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Bone Marrow Cells Improve Muscle Function (Grass, model FT-03) and the other end to a hook fixed at the bottom of the experimental
chamber. Soleus muscles were field stimulated (Grass S88) at a rate of 0.2 Hz with pulses of 2
ms duration. The transducer’s electrical signal was amplified (Cyberamp, Axon Instruments),
digitized (Digidata 1200, Axon Instruments), displayed and stored on a computer using Axo-
scope software (Axon Instruments). After stabilization (30 min), maximal isometric tension
was obtained by stimulation at 50 Hz. The amplitude of maximal contractile response was nor-
malized to the cross-sectional area (CSA) of the muscle using the equation: Tension (N/cm2) =
Force/CSA. CSA (cm2) was obtained by the formula: weight (g)/length (cm) 1.06 g/cm3
(muscle density) (54). PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Muscle function Our repetitive injury model resulted in great muscle function impairment. Soleus isometric de-
veloped force decreased ~70% at day 14 (2.5 ± 0.98 N/cm2, p<0.001; Fig 1A) and remained
~33% below non-injured muscles at day 28 (5.7 ± 1.3 N/cm2, p<0.001; Fig 1B) days after inju-
ry, when compared with the contralateral uninjured muscle (8.4 ± 0.95 N/cm2). BMMC treat-
ment increased muscle force at both 14 (4.5 ± 1.7 vs. 2.5 ± 0.98 N/cm2, p<0.01) and 28
(8.4 ± 2.3 vs. 5.7 ± 1.3 N/cm2, p<0.001) days after injury compared to the vehicle group (non-
treated). Moreover, no statistical difference was found between the BMMC-treated and normal
muscles at day 28 (8.4 ± 2.3 vs. 8.7 ± 0.68 N/cm2, respectively; Fig 1A). These results demon-
strate that BMMC can improve muscle function even after severe damage produced by the re-
petitive injury protocol employed. Statistical analyses Values are presented as mean ± SD. Differences between the BMMC-treated, vehicle-treated
and the contralateral normal muscles in all time points were evaluated by one-way ANOVA
followed by Tukey´s post hoc test. Values were considered different when P<0.05. Bone Marrow Cells Improve Muscle Function Fig 1. Maximal isometric tension of soleus muscle after BMMC treatment. (A) Maximal isometric force in normal (non-injured), BMMC and vehicle-
treated groups 14 days after injury. (B) Same as in (A) except that animals were analyzed 28 days after injury. Normal group values are from contralateral
non-injured muscle. Values are means ± SD. *** p<0.001 * p<0.05. BMMC (14d n = 6 and 28d n = 9) and vehicle-treated rats (14d n = 6 and 28d n = 7) Fig 1. Maximal isometric tension of soleus muscle after BMMC treatment. (A) Maximal isometric force in normal (non-injured), BMMC and vehicle-
treated groups 14 days after injury. (B) Same as in (A) except that animals were analyzed 28 days after injury. Normal group values are from contralateral
non-injured muscle. Values are means ± SD. *** p<0.001 * p<0.05. BMMC (14d n = 6 and 28d n = 9) and vehicle-treated rats (14d n = 6 and 28d n = 7) doi:10.1371/journal.pone.0127561.g001 doi:10.1371/journal.pone.0127561.g001 Axiocam HR charge-coupled device videocamera (Zeiss) was used to obtain differential inter-
ference contrast and fluorescence images from regions of the injured soleus muscle displaying
nuclear and cytoskeletal markers. Images were overlaid and processed using Photoshop 7 soft-
ware (Adobe). Immunohistochemistry/Identification of cell transplanted Soleus muscles were taken from BMMC (n = 5) and non-treated (n = 3) animals 28 after re-
peated injuries. In order to perform immunohistochemistry, muscles were cryoprotected,
cooled in liquid nitrogen, and 10μm consecutive cryostat sections were obtained. Tissue sec-
tions were stained with antibodies against smooth muscle myosin heavy chain (MHC (G-4)
1:100—Santa Cruz Biotechnology—sc-6956) and troponin I (1:100—clone 5C5, Sigma). Goat
anti-mouse secondary antibodies were used as follows: IgG FITC conjugate (1:50—catalog no. F-2012, Sigma) and IgM FITC conjugate (1:50—catalog no. F-9259, Sigma). Thereafter, sec-
tions were washed with PBS and mounted with PPD solution (89% glycerol, 10% PBS and 1%
p-phenylene diamine—PPD). Grafted BMMC were identified by Hoescht 33342-labeled nuclei
excited at 351 nm by UV laser. An Axiovert 135 microscope coupled to a high-resolution 4 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Collagen content, number of centronucleated myofibers and soleos
cross-sectional area Soleus muscle collagen content and the presence of transplanted BMMC were carefully exam-
ined in postmortem histological evaluation. Normal muscles presented parallel fibers with
multiple nuclei located in the periphery and a perfect arrangement of myofibrils giving rise to
muscle striations (Fig 2A1 and 2A2). Twenty-eight days after injury, although the vast majority 5 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Bone Marrow Cells Improve Muscle Function Fig 2. Histological sections stained by heamatoxylin & eosin. (A1) H&E staining image of a rat non-injured soleus muscle 28 days after surgery; (A2)
same as in A1 except that vehicle-treated muscle is shown; (A3) same as in A1 but BMMC-treated animal is presented; (A2, A3 and A4) Details of A1, A2 an
A3 animals are shown in greater magnification, respectively; (A3) Picrossírius staining image of a rat non-injured soleus muscle 28 days after surgery;; (B3)
same as in A3 except that vehicle-treated muscle is shown; (C3) same as in A3 but BMMC-treated animal is presented and (A4, B4 and C4) Details of A3, B3
and C3 animals are shown in greater magnification, respectively; Histological analysis reveals that both groups submitted to muscle injury present wide
spread collagen deposition (A3-C4) independent of treatment. Note the central aligned disposition of the muscle fiber nuclei indicating recent muscle fiber
regeneration (arrows in B2). Bars correspond to 300 μm in A1-C1 and A3-C3 and correspond to 50μm in A2-C2 and A4-C4. Fig 2. Histological sections stained by heamatoxylin & eosin. (A1) H&E staining image of a rat non-injured soleus muscle 28 days after surgery; (A2)
same as in A1 except that vehicle-treated muscle is shown; (A3) same as in A1 but BMMC-treated animal is presented; (A2, A3 and A4) Details of A1, A2 and
A3 animals are shown in greater magnification, respectively; (A3) Picrossírius staining image of a rat non-injured soleus muscle 28 days after surgery;; (B3)
same as in A3 except that vehicle-treated muscle is shown; (C3) same as in A3 but BMMC-treated animal is presented and (A4, B4 and C4) Details of A3, B3
and C3 animals are shown in greater magnification, respectively; Histological analysis reveals that both groups submitted to muscle injury present wide
spread collagen deposition (A3-C4) independent of treatment. Note the central aligned disposition of the muscle fiber nuclei indicating recent muscle fiber
regeneration (arrows in B2). Bone Marrow Cells Improve Muscle Function Table 1. Quantification of collagen content. 14 days
28 days
Normal (n=9)
Non-treated (n=6)
BMMC (n=3)
Normal (n=9)
Non-treated (n=5)
BMMC (n=4)
0.14 ± 0.02
0.34 ± 0.04***
0.29 ± 0.03***
0.14 ± 0.02
0.30 ± 0.04***
0.26 ± 0.04***
Quantification of collagen content in longitudinal sections by picrosirius staining in BMMC-treated and non-treated groups soleus muscle 14 and 28 days
after injury. Normal group values are contralateral non-injured muscle. Values are means ± SD of collagen area/total area ratio. *** p<0,001 compared to normal. Table 1. Quantification of collagen content. 14 days
28 days
Normal (n=9)
Non-treated (n=6)
BMMC (n=3)
Normal (n=9)
Non-treated (n=5)
BMMC (n=4)
0.14 ± 0.02
0.34 ± 0.04***
0.29 ± 0.03***
0.14 ± 0.02
0.30 ± 0.04***
0.26 ± 0.04***
Quantification of collagen content in longitudinal sections by picrosirius staining in BMMC-treated and non-treated groups soleus muscle 14 and 28 days
after injury. Normal group values are contralateral non-injured muscle. Values are means ± SD of collagen area/total area ratio. *** p<0,001 compared to normal. Table 1. Quantification of collagen content. Table 1. Quantification of collagen content. Quantification of collagen content in longitudinal sections by picrosirius staining in BMMC-treated and non-treated groups soleus muscle 14 and 28 days
after injury. Normal group values are contralateral non-injured muscle. Values are means ± SD of collagen area/total area ratio. *** p<0,001 compared to normal. Quantification of collagen content in longitudinal sections by picrosirius staining in BMMC-treated and non-treated groups soleus muscle 14 and 28 days
after injury. Normal group values are contralateral non-injured muscle. Values are means ± SD of collagen area/total area ratio. *** p<0,001 compared to normal. doi:10.1371/journal.pone.0127561.t001 doi:10.1371/journal.pone.0127561.t001 2A3–2C4). There was no difference in the amount of collagen deposition after 28 days of treat-
ment in vehicle- and cell-treated groups (Fig 2 and Table 1). We also assessed collagen deposi-
tion on soleus cross sections and still found no difference between BMMC and non-treated
groups (0.26 ± 0.06 vs 0.31 ± 0.08, respectively). At 28 days after injury, the BMMC-treated had fewer fibers with centrally located nuclei
compared to non-treated rats (Fig 3A) suggesting a late stage of regeneration with more mature
muscle fibers. Furthermore, BMMC increased muscle fiber cross-sectional area compared to
non-treated muscles (580.1 ± 55.1 μm2 vs 390.0 ± 68.3 μm2, respectively; Fig 3B). Collagen content, number of centronucleated myofibers and soleos
cross-sectional area Bars correspond to 300 μm in A1-C1 and A3-C3 and correspond to 50μm in A2-C2 and A4-C4. Fig 2. Histological sections stained by heamatoxylin & eosin. (A1) H&E staining image of a rat non-injured soleus muscle 28 days after surgery; (A2)
same as in A1 except that vehicle-treated muscle is shown; (A3) same as in A1 but BMMC-treated animal is presented; (A2, A3 and A4) Details of A1, A2 and
A3 animals are shown in greater magnification, respectively; (A3) Picrossírius staining image of a rat non-injured soleus muscle 28 days after surgery;; (B3)
same as in A3 except that vehicle-treated muscle is shown; (C3) same as in A3 but BMMC-treated animal is presented and (A4, B4 and C4) Details of A3, B3
and C3 animals are shown in greater magnification, respectively; Histological analysis reveals that both groups submitted to muscle injury present wide
spread collagen deposition (A3-C4) independent of treatment. Note the central aligned disposition of the muscle fiber nuclei indicating recent muscle fiber
regeneration (arrows in B2). Bars correspond to 300 μm in A1-C1 and A3-C3 and correspond to 50μm in A2-C2 and A4-C4. doi:10.1371/journal.pone.0127561.g002 of the muscle presented as normal muscle tissue arrangement, few areas with disarranged tissue
organization, sites of inflammation and fibers with centralized nuclei were still present in the
vehicle group (Fig 2B1 and 2B2) and BMMC-treated groups (Fig 2C1 and 2C2). Quantitative analysis of picrosirius staining revealed a significant increase in the amount of
fibrosis in both groups at both time points when compared to control muscle (Table 1). This fi-
brosis was predominantly perivascular and interstitial in most of the tissue of both groups (Fig 6 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Muscle and vessel markers in transplanted BMMC One of the proposed mechanisms for cell therapy benefit is the differentiation of transplanted
cells into host tissue cells, e.g. muscle fiber and/or vessel cells in skeletal muscle tissue. Thus, we
stained skeletal muscle tissue with troponin I (Fig 4) or smooth muscle myosin (Fig 5) to deter-
mine the fate of the transplanted cells previously stained with Hoestch 33342 and found labeled
cells in all treated skeletal muscle although in few muscle fibers and vessels. Merged images of Fig 3. Centronucleated muscle fiber and cross-sectional area determination 28 days after muscle
injury. (A) Number of centronucleated muscle fibers per 103 fibers in normal (non-injured), vehicle- and
BMMC-treated groups; (B) muscle fiber cross-sectional area in same groups as A; (C) Cross-sectional image
a normal soleus muscle stained with H&E; (D) Same as in C but vehicle muscle is shown and (E) same as in
C but BMMC soleus muscle is presented. Normal group values are from contralateral non-injured muscle. Values are means ± SD. *** p<0.001 * p<0.05. BMMC (n = 4) and vehicle-treated rats (n = 3). Centronucleated muscle fibers are shown by arrow reads. doi:10.1371/journal.pone.0127561.g003 Fig 3. Centronucleated muscle fiber and cross-sectional area determination 28 days after muscle
injury. (A) Number of centronucleated muscle fibers per 103 fibers in normal (non-injured), vehicle- and
BMMC-treated groups; (B) muscle fiber cross-sectional area in same groups as A; (C) Cross-sectional image
a normal soleus muscle stained with H&E; (D) Same as in C but vehicle muscle is shown and (E) same as in
C but BMMC soleus muscle is presented. Normal group values are from contralateral non-injured muscle. Values are means ± SD. *** p<0.001 * p<0.05. BMMC (n = 4) and vehicle-treated rats (n = 3). Centronucleated muscle fibers are shown by arrow reads. doi:10.1371/journal.pone.0127561.g003 doi:10.1371/journal.pone.0127561.g003 7 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Bone Marrow Cells Improve Muscle Function Fig 4. Skeletal muscle troponin immunolocalization in soleus muscle treated with BMMC 28 days
after repeated injuries. (A) and (D) Differential interference contrast images; (B) and (E) overlay images of
Hoestch (in blue) and troponin I (green); (C) and (F) troponin I staining alone. Green fluorescence indicates
typical striated skeletal muscle labelling pattern while nuclei are shown by blue Hoescht staining. Arrows
denote nuclei position. Bars correspond to 20μm. Fig 4. Skeletal muscle troponin immunolocalization in soleus muscle treated with BMMC 28 days
after repeated injuries. Muscle and vessel markers in transplanted BMMC (A) and (D) Differential interference contrast images; (B) and (E) overlay images of
Hoestch (in blue) and troponin I (green); (C) and (F) troponin I staining alone. Green fluorescence indicates
typical striated skeletal muscle labelling pattern while nuclei are shown by blue Hoescht staining. Arrows
denote nuclei position. Bars correspond to 20μm. doi:10.1371/journal.pone.0127561.g004 Hoestch and troponin I staining indicate that donor cells engrafted skeletal muscle (Fig 4). Nu-
clei of transplanted cells were located either in the peripheral (Fig 4A–4C) or central position
(Fig 4D–4F) in skeletal muscle fibers. Regarding the distribution of Hoescht-labeled nuclei in
blood vessel structures, Fig 5 shows sectioned vessels harboring typical heavy myosin smooth
muscle labelling pattern of the tunica media with concomitant nuclei Hoescht staining. A dis-
continuous labelling of the vessel smooth muscle marker can be readily noticed in the space oc-
cupied by the nuclear compartment indicating that the labelled nuclei could belong to the
smooth muscle cells (Fig 5). Hoestch and troponin I staining indicate that donor cells engrafted skeletal muscle (Fig 4). Nu-
clei of transplanted cells were located either in the peripheral (Fig 4A–4C) or central position
(Fig 4D–4F) in skeletal muscle fibers. Regarding the distribution of Hoescht-labeled nuclei in
blood vessel structures, Fig 5 shows sectioned vessels harboring typical heavy myosin smooth
muscle labelling pattern of the tunica media with concomitant nuclei Hoescht staining. A dis-
continuous labelling of the vessel smooth muscle marker can be readily noticed in the space oc-
cupied by the nuclear compartment indicating that the labelled nuclei could belong to the
smooth muscle cells (Fig 5). Altogether, immunostaining data suggest that transplanted BMMC could engraft into host
muscle and express both myofiber and vessel markers. However, not all Hoestch-stained nuclei
were present in skeletal muscle or vessel cells. We carefully counted 267 labeled nuclei of three
BMMC-treated soleus and determine their position in the host tissue. Among the 267 stained
nuclei, the majority (73%) was found in myofibers or smooth muscle cells (195 out of 267). On
the other hand, 27% of the labeled nuclei were found to be in the interstitial space. PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Bone Marrow Cells Improve Muscle Function and 30% of the normal value on day 14 and 28 after muscle injuries, respectively. In the cell
treated group muscle tension development was significantly higher than in the vehicle group at
both time points and recovery to control muscle tension values was observed 28 days after cell
injection (Fig 1). This demonstrates that local injection of bone marrow mesenchymal cells
(BMMC) significantly improves functional capacity of soleus muscle 14 and 28 days after re-
injuries in comparison to vehicle-treated group. It is possible that longer observation times
would result in complete recovery of tension development even in the vehicle group; this re-
mains to be investigated and will allow distinction between an accelerated repair mechanism
after cell therapy and a gain of function improvement induced by the cells. Muscle injury and, mostly, re-injuries are a challenge for sports medicine and orthopedics
[1,2]. Despite the great regenerative capacity of skeletal muscle, completely lacerated muscle re-
covers only approximately 50% of their strength and 80% of their ability to shorten [27]. Anti-
inflammatory drugs, ultrasound therapy, ice and superficial heat do not target the main prob-
lem of muscle damage: cell loss. Cell transplantation suits this requirement and has been useful
in muscle damage treatment. In the current work we injected the adherent fraction of bone
marrow mononuclear cells, a population of CD34-/CD45- cells [10,11], the BMMC, directly
into damaged soleus muscles. Our group has shown that these adherent bone marrow cells are
capable of differentiating in mesenchymal lineage such as adipogenic, osteogenic and chrondo-
genic [28]. To optimize retention, BMMC were injected in matrigel, which is a reconstituted
basement membrane, containing predominantly laminin-1, collagen IV, and perlecan, a hepa-
rin sulfate proteoglican (Matrigel) that supports cells adhesion and can prevent cell loss due to
diffusion [29]. BMMC have been reported to contribute to muscle regeneration [20] and improve func-
tional capacity [12,19,30] after muscle lesion. More important, Palermo et al (2005) demon-
strated that bone marrow cells migrate to skeletal muscle in response to physiologic stress [21]. The differentiation and fate of transplanted donor-derived cells in skeletal muscle repair is still
a controversial issue. In contrast to Natsu et al (2004), we did find transplanted cells in host
muscle tissue, as described by others [17,20,21,23,31–35]. PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Discussion Our model of repeated injuries in rat soleus muscle markedly impaired muscle function and
caused wide spread scar tissue formation. Maximal developed tension was reduced to about 66 Fig 5. Immunolocalization of smooth muscle myosin as vessel marker in soleus muscle treated with
BMMC 28 days after repeated injuries. A) and (D) Differential interference contrast images; (B) and (E)
overlay images of Hoestch (in blue) and smooth muscle myosin (green) staining; (C) and (F) smooth muscle
myosin alone. Green fluorescence indicates typical vessel shape labelling pattern while nuclei are shown by
blue Hoescht staining. Arrows denote nuclei position. Bars correspond to 20μm. d i 10 1371/j
l
0127561 005 Fig 5. Immunolocalization of smooth muscle myosin as vessel marker in soleus muscle treated with
BMMC 28 days after repeated injuries. A) and (D) Differential interference contrast images; (B) and (E)
overlay images of Hoestch (in blue) and smooth muscle myosin (green) staining; (C) and (F) smooth muscle
myosin alone. Green fluorescence indicates typical vessel shape labelling pattern while nuclei are shown by
blue Hoescht staining. Arrows denote nuclei position. Bars correspond to 20μm. doi:10.1371/journal.pone.0127561.g005 doi:10.1371/journal.pone.0127561.g005 8 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Blue nuclei indicate that BMMC,
previously stained with the Hoestch dye, were present in the damage tissue and some of these
cells showed immunoreactivity for smooth muscle myosin and skeletal muscle troponin (Figs 4
and 5). Matziolis et al (2006) also performed a crunch model, but lesion was induced by only
seven manual clamping one week before cell transplant. Unfortunately, they did not show any
imuno and/or histological analisys [12]. However, we cannot exclude a paracrine effect of the
transplanted cells inducing functional improvement. Given that the frequency of donor cells in
host tissue 28 days after muscle cell injections is low, we cannot rule out other possible benefi-
cial effects of BMMC treatment such as a paracrine mechanism. Indeed, we recently demon-
strate that soluble factors secreted by BMMC improve cardiac function in infarcted rat hearts
[25]. Also, we reported that mesenchymal cells from adipose tissue improve muscle function
even with no cell found in the host tissue 4 weeks after injetion [13]. The functional improvement did not correlate with scar tissue formation. We found that in-
jection of BMMC in crunched muscles did not decrease the amount of fibrosis and scar forma-
tion at the re-injured site (Table 1 and Fig 2). Despite its high regeneration capacity, muscle
lesion always leads to extracellular matrix expansion, collagen deposition and formation of a fi-
brotic scar. This process is strictly related to the level of muscle contusion. Moreover, successive
injuries would exacerbate scar formation. In this context, both mononuclear and mesenchymal
cells form bone marrow did not reverse liver fibrosis [28,36] and cells from adipose tissue were
not capable of decreasing fibrosis in SKM laceration model [13]. Accordingly, antifibrotic ther-
apy has been tested after muscle injury [35,37–44] and was able to improve cell-based therapies
[45–47]. 9 / 13 PLOS ONE | DOI:10.1371/journal.pone.0127561
June 3, 2015 Bone Marrow Cells Improve Muscle Function During muscle regeneration, new skeletal muscle fiber exhibit their nuclei centrally located
and then finally matures to periphery nucleated fibers [3]. Thus the number of fiber with cen-
trally located nuclei imputes an immature muscle and/or in regeneration phase. The matura-
tion constitutes the third and last phase of the degeneration/regeneration cycle and is
characterized by fiber hypertrophy and gradual recovery functional properties of the muscle
[3,48]. Treatment with BMMC increased soleus muscle cross-sectional area and decreased the
number of fiber with centrally located nuclei suggesting a more mature phenotype of treated
muscles. Therefore, increasing the pool of cells capable of differentiating into skeletal muscle
cells is a promising tool to help in the treatment of serious and recidivous/recurrent injuries as
in sports, aging and car accidents. Taken together, our results suggest that bone marrow in-
jected cells might contribute to myotube formation process (repairing damaged muscle fibers)
and/or form new muscle fibers regardless of fibrosis. Alternatively, as mentioned above, para-
crine secretion of growth and angiogenic factors might result in improved function through
hypertrophy and angiogenesis [49]. In conclusion, bone marrow stromal cells accelerate muscle regeneration and restore sol-
eous muscle function despite scar tissue development in a severe re-injury protocol which is
commonly found in recreational and elite sports due to insufficient regeneration. Author Contributions Conceived and designed the experiments: BMA MRB JPSWC RCSG. Performed the experi-
ments: BMA MBR AP RP FSAF KCR. Analyzed the data: BMA JPSWC RCSG ACCC. Contrib-
uted reagents/materials/analysis tools: GZS ACCC RCSG JPSWC. Wrote the paper: BMA
MBR. PLOS ONE | DOI:10.1371/journal.pone.0127561
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Identification of TP53BP2 as a Novel Candidate Gene for Primary Open Angle Glaucoma by Whole Exome Sequencing in a Large Multiplex Family
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Molecular neurobiology
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Identification of TP53BP2 as a Novel Candidate Gene for Primary Open Angle Glaucoma by
Whole Exome Sequencing in a Large Multiplex Family
Micheal, S.; Saksens, N.T.M.; Hogewind, B.F.T.; Khan, M.I.; Hoyng, C.B.; Hollander, A.I. den
2018, Article / Letter to editor (Molecular Neurobiology, 55, 2, (2018), pp. 1387-1395)
Doi link to publisher: https://doi.org/10.1007/s12035-017-0403-z Version of the following full text: Publisher’s version
Downloaded from: http://hdl.handle.net/2066/190014
Download date: 2024-10-24 Note: To cite this publication please use the final published version (if applicable). Mol Neurobiol (2018) 55:1387–1395
DOI 10.1007/s12035-017-0403-z Identification of TP53BP2 as a Novel Candidate Gene for Primary
Open Angle Glaucoma by Whole Exome Sequencing in a Large
Multiplex Family Shazia Micheal1,2 & Nicole T.M. Saksens1 & Barend F. Hogewind1 &
Muhammad Imran Khan3 & Carel B. Hoyng1 & Anneke I. den Hollander1,3 Shazia Micheal1,2 & Nicole T.M. Saksens1 & Barend F. Hogewind1 &
Muhammad Imran Khan3 & Carel B. Hoyng1 & Anneke I. den Hollander1,3 Received: 11 May 2016 /Accepted: 12 January 2017 /Published online: 1 February 2017
# The Author(s) 2017. This article is published with open access at Springerlink.com Abstract Primary open angle glaucoma (POAG) is a major
type of glaucoma characterized by progressive loss of retinal
ganglion cells with associated visual field loss without an iden-
tifiable secondary cause. Genetic factors are considered to be
major contributors to the pathogenesis of glaucoma. The aim of
the study was to identify the causative gene in a large family
with POAG by applying whole exome sequencing (WES). WES was performed on the DNA of four affected family mem-
bers. Rare pathogenic variants shared among the affected indi-
viduals were filtered. Polymerase chain reaction and Sanger
sequencing were used to analyze variants segregating with the
disease in additional family members. WES analysis identified
a variant in TP53BP2 (c.109G>A; p.Val37Met) that segregated
heterozygously with the disease. In silico analysis of the sub-
stitution predicted it to be pathogenic. The variant was absent in
public databases and in 180 population-matched controls. A
novel genetic variant in the TP53BP2 gene was identified in a
family with POAG. Interestingly, it has previously been dem-
onstrated that the gene regulates apoptosis in retinal ganglion
cells. This supports that the TP53BP2 variant may represent the
cause of POAG in this family. Additional screening of the gene
in patients with POAG from different populations is required to
confirm its involvement in the disease. Keywords Primary open angle glaucoma . Whole exome
sequencing . TP53BP2 * Anneke I. den Hollander
Anneke.denHollander@radboudumc.nl 1
Department of Ophthalmology, Donders Institute for Brain,
Cognition and Behaviour, Radboud University Medical Center,
Nijmegen, the Netherlands
2
Department of Clinical Genetics, Academic Medical Centre,
Amsterdam, the Netherlands
3
Department of Human Genetics, Donders Institute for Brain,
Cognition and Behaviour, Radboud University Medical Center,
Nijmegen, the Netherlands Introduction Glaucoma is a leading cause of irreversible blindness world-
wide, affecting more than 60 million people around the world
[1]. Glaucoma comprises a group of heterogeneous optic neu-
ropathies, characterized by progressive optic nerve degenera-
tion. The diagnosis of glaucoma is usually late, since the loss of
vision often starts in the periphery and progression to the loss of
central vision is late. Due to this, glaucoma is also called a silent
thief of sight, with devastating consequences to the patient’s
quality of life. Glaucoma is classified into two main types:
primary and secondary glaucoma. Among primary glaucoma
subtypes, primary open angle glaucoma (POAG) represents the
major type of glaucoma affecting about 35 million people
worldwide and is characterized by a juvenile or adult onset. Patients with POAG have characteristic glaucomatous optic
nerve damage with corresponding visual field defects and an
open anterior chamber angle at gonioscopy, but no other
(congenital) anomalies [2, 3]. One of the significant risk factors
for POAG is elevation of intraocular pressure (IOP). However,
POAG also occurs in patients without elevated IOP, and an
elevated IOP does not necessarily lead to POAG [4]. The grad-
ual loss of the retinal ganglion cells (RGCs) is a hallmark of the
disease along with the increased IOP, but the exact pathophys-
iological mechanisms of the disease are not fully understood. Well-studied risk factors associated with POAG include age,
family history, gender, ethnicity, central corneal thickness, and
myopia. In addition, genetic factors play an important role in
the disease etiology. * Anneke I. den Hollander
Anneke.denHollander@radboudumc.nl * Anneke I. den Hollander
Anneke.denHollander@radboudumc.nl To date, more than 15 loci have been identified for glauco-
ma, and the causative gene has been identified for 5 of these Mol Neurobiol (2018) 55:1387–1395 1388 loci: GLC1A (MYOC/TIGR) [5, 6], GLC1E (OPTN) [7, 8],
GLC1F (ASB10) [9, 10], GLC1G (WDR36) [11], and
GLC1H (EFEMP1) [12, 13]. In addition, mutations in the
CYP1B1 [14] gene were identified in primary congenital, ju-
venile onset and adult onset POAG [15–17]. Finding the
genes that cause glaucoma is the first step in improving early
diagnosis and treatment of patients suffering from glaucoma. However, only less than 10% of POAG cases have pathogenic
mutations in these disease-causing genes. Introduction It is therefore likely
that the hereditary aspect of many of the remaining cases of
POAG is either in the unidentified genes or due to the com-
bined effects of several single nucleotide polymorphisms
(SNPs). In recent years, several genome-wide association
studies (GWAS) have identified several SNPs at different loci
including CAV1/CAV2 [18], TMCO1 [19], CDKN2B-AS1
[20], CDC7-TGFBR3 [21], SIX1/SIX6 [22], GAS7, ATOH7,
TXNRD2, ATXN2, and FOXC1 [23], to be associated with
POAG, but they explain only a fraction of the disease herita-
bility. In addition, the mechanisms how the associated loci
influence the development of disease are often unclear. Therefore, additional genetic studies are required to explain
the heritability, to gain a better understanding in the disease
etiology, and to define new targets for treatment. the optic disk was carried out by the Heidelberg Retina
Tomograph II (HRT II; Heidelberg Engineering, Heidelberg,
Germany), as described elsewhere [25]. An ophthalmic pho-
tographer masked to the results of the previous tests conducted
the examination. The HRT Moorfields regression analysis
(MRA) was used for classification of the optic disk [26]. The diagnosis of POAG was made when the following criteria
were met: IOP higher than 22 mmHg (as measured by
applanation tonometry in both eyes), glaucomatous optic neu-
ropathy present in both eyes at funduscopy, visual field loss
consistent with assessed optic neuropathy in at least one eye,
and an open anterior chamber angle by gonioscopy. Whole Exome Sequencing and Analysis To identify the underlying genetic cause of the disease in this
large family with POAG, WES was performed using genomic
DNA of four affected individuals (III:1, III:5, III:6, and III:8)
(Fig. 1). Enrichment of exonic sequences was achieved by
using the SureSelectXT Human All Exon V.2 Kit (50 Mb)
(Agilent Technologies, Inc., Santa Clara, CA, USA). Sequencing was performed on a SOLiD 4 sequencing plat-
form (Life Technologies, Carlsbad, CA, USA). The hg19 ref-
erence genome was aligned with the reads obtained using
SOLiD LifeScope software V.2.1 (Life Technologies). The goal of the current study was to identify the genetic
cause of POAG in a large multiplex family using whole ex-
ome sequencing (WES). To identify the causative variant, only the variants shared
by the four affected individuals were included for further anal-
ysis. All variants present within intergenic, intronic, and un-
translated regions and synonymous substitutions were exclud-
ed. Variants present in the public genetic variant databases,
including the Exome Variant Server (http://evs.gs. washington.edu/EVS/), dbSNP132 (http://www.ncbi.nlm. nih.gov/projects/SNP/snp_summary.cgi?build_id=132), and
1000 Genomes (http://www.1000genomes.org/) with an
allele frequency >0.5%, were excluded. Linkage Analysis grade III) and normal results of corneal thickness evaluation. The mean age at diagnosis was 54.8 years (range 49–60 years),
with a mean IOP of 13.2 ± 2.2 mmHg (after use of IOP low-
ering medications). All individuals had bilateral glaucoma:
they had glaucomatous optic neuropathy on funduscopy with
reproducible compatible glaucomatous visual field loss, and
all individuals showed abnormal results on Heidelberg Retina
Tomograph II testing. A representative color photo of the optic
disk of individual III-9 with POAG, with the corresponding
superior arcuate scotoma on Humphrey visual field testing
is shown in Fig. 2. From the medical chart, we distilled that
the mean highest IOP recorded on diurnal testing was
23.6 ± 4.7 mmHg. Microsatellite markers with a genetic heterogeneity >60%
were selected from the UCSC database. Microsatellite
markers D1S2655, D1S2891, D1S2629, and D1S229 were
amplified with M13 tailed primers, followed by a second
PCR with fluorescently labeled M13 primers. Fluorescent am-
plification products were visualized on the ABI-310 genetic
analyzer, and the size of the alleles was determined with
500LIZ (Applied Biosystems, Bleiswijk, the Netherlands)
and analyzed with the GeneMapper software version 3.7
(Applied Biosystems, Bleiswijk, the Netherlands). Multipoint linkage analysis was performed for informative
markers to determine the logarithm of the odds (LOD) score
using the GeneHunter program (version 2.1).11 in the
easyLINKAGE Software package (http://nephrologie. uniklinikum-leipzig.de/nephrologie.site,postext,easylinkage,a_
id,797.html). For linkage analysis, autosomal dominant
inheritance was assumed, with a disease-allele frequency of
0.0001 and 95% penetrance. Clinical Evaluation 1 Pedigree of a family with individuals affected by POAG. The
(c.109G>A; p.Val37Met) variant in the TP53BP2 gene is indicated with
M2, the variant (c.305G >A; p.Arg102His) in the MAPKAPK2 gene is
indicated with M1, and the wild type allele is indicated with WT for both genes together with microsatellite markers haplotype. All affected
individuals carry both variants heterozygously, while the unaffected
individuals do not carry the variant Fig. 1 Pedigree of a family with individuals affected by POAG. The
(c.109G>A; p.Val37Met) variant in the TP53BP2 gene is indicated with
M2, the variant (c.305G >A; p.Arg102His) in the MAPKAPK2 gene is
indicated with M1, and the wild type allele is indicated with WT for both Clinical Evaluation A large family with eight individuals affected by POAG and
one unaffected individual was ascertained. Affected and unaf-
fected individuals were examined by an ophthalmologist at the
Radboud University Medical Center in Nijmegen, the
Netherlands. The study adhered to the principles of the
Declaration of Helsinki and was approved by the Institutional
Ethical Review Board of the Radboud University Medical
Center in Nijmegen, the Netherlands. Blood samples were
drawn from the family members, after obtaining written in-
formed consent. DNA was extracted using standard methods. q
y
To evaluate the pathogenicity of the variants obtained from
WES, bioinformatic analysis was performed using the PhyloP
(nucleotide conservation in various species) and Grantham
scores (difference in physicochemical nature of amino acid
substitutions). Functional predictions were performed using
publically available tools, i.e., SIFT (http://sift.bii.a-star. edu.sg/ Sorting Intolerant from Tolerant), MutationTaster
(http://www.mutationtaster.org/), and PolyPhen-2
(http://genetics.bwh.harvard.edu/pph2/ Polymorphism
Phenotyping). Confirmation of variants and segregation
analysis in all available family members was performed
using PCR and Sanger sequencing. Sequencing was
performed using the Big Dye Terminator Cycle Sequencing-
Ready Reaction Kit (Applied Biosystems) on a 3730 DNA
automated sequencer (Applied Biosystems, Foster City, CA,
USA) using standard protocols. Segregating variants were an-
alyzed in 180 population-matched controls by restriction frag-
ment length analysis. Clinical characterization of the affected individuals includ-
ed slit-lamp examination for iris diaphany, funduscopy, and
IOP measurement with Goldmann applanation tonometry. Assessment of visual field defects was performed with a
Humphrey Visual Field Analyzer (Carl Zeiss Humphrey
Systems, Dublin, CA, USA). The decisions about
glaucomatous damage on visual fields were based on the di-
agnostic criteria of the Hodapp et al. classification [24]. Evaluation of the anterior chamber angle was performed by
gonioscopy, and corneal thickness was calculated by ultra-
sound pachymetry. In addition, a morphometric analysis of 1389 Mol Neurobiol (2018) 55:1387–1395 Fig. 1 Pedigree of a family with individuals affected by POAG. The
(c.109G>A; p.Val37Met) variant in the TP53BP2 gene is indicated with
M2, the variant (c.305G >A; p.Arg102His) in the MAPKAPK2 gene is
indicated with M1, and the wild type allele is indicated with WT for both
genes together with microsatellite markers haplotype. All affected
individuals carry both variants heterozygously, while the unaffected
individuals do not carry the variant genes together with microsatellite markers haplotype. All affected
individuals carry both variants heterozygously, while the unaffected
individuals do not carry the variant Fig. Mutation Detection In Table 2, the number of variants that passed the various
filtering steps per individual for the four affected individuals,
as well as the variants shared by all four affected individuals is
shown. The mean coverage of the WES data was 100X. Filtering for variants shared between all four affected individ-
uals (III:1, III:5, III:6, and III:8) resulted in nine variants for
further analysis (Table 3). Segregation analysis was performed
for nine variants with a phyloP >2.7 or a Grantham score >80
(Table 3). Two novel heterozygous variants in the TP53BP2
and MAPKAPK2 genes were found to be segregating with the
disease in the family (Fig. 1). The variant in the TP53BP2
gene (c.109G>A; p.Val37Met) was predicted to be deleterious
by SIFT, probably damaging by PolyPhen-2 and disease- Clinical Evaluation Table 1 provides detailed clinical information of the eight
affected family members diagnosed with POAG. All individ-
uals had open drainage angles on gonioscopy (at least Shaffer Mol Neurobiol (2018) 55:1387–1395 1390 Table 1
Clinical features of patients with primary open angle glaucoma with the TP53BP2 mutation
Patient
number
Gender Age at
participation
Age at
diagnosis
Presenting
IOP
Laterality
Iris
diaphany
Filtering
surgery
Visual field
loss at HFAa MRA grade at HRTb
Presenting MD
(dB) on Humphrey
perimetry*
Presenting CPSD
(dB) on Humphrey
perimetry*
III:1
Female 78
49
13
Bilateral
No
Yes
In both eyes
Outside normal limits ODS
−30.49
4.05
III:2
Female 66
53
15
Bilateral
Yes
Yes
In both eyes
Borderline OD/outside normal limits OS −24.58
11.00
III:3
Female 74
? 16
Bilateral suspect No
No
OD
Outside normal limits OD/borderline OS
−3.90
3.05
III:4
Male
71
54
11
Bilateral
No
Yes
In both eyes
Outside normal limits ODS
−30.69
4.00
III:5
Female 70
54
9
Bilateral
Yes
Yes
In both eyes
Outside normal limits ODS
−31.10
3.11
III:6
Female 68
50
14
Bilateral
No
No
In both eyes
Borderline OD/outside normal limits OS −15.82
12.87
III:7
Male
76
61
15
Bilateral
No
Yes
In both eyes
Outside normal limits ODS
−17.44
11.52
III:9
Female 79
63
13
Bilateral
No
No
In both eyes
Outside normal limits ODS
−9.99
8.02
Mean ± SD
72.7 ± 4.4
54.8 ± 4.8 13.2 ± 2.2
IOP as measured by applanation tonometry in both eyes, presence of typical glaucomatous optic neuropathy with compatible visual field loss, open drainage angels on gonioscopy, and the absence of a
secondary cause for glaucomatous optic neuropathy
IOP intraocular pressure, Presenting IOP highest IOP of two measurements in both eyes, HFA Humphrey Field Analyzer, MRA Moorfields regression analysis, HRT Heidelberg Retina Tomograph II, SD
standard deviation, OD right eye, OS left eye, ODS both eyes
*Of worst affected visual field
a Visual filed loss on HFA, as defined by the HODAPP classification [24]
b MRA has three grades: “within normal limits,” “borderline,” and “outside normal limits” Mol Neurobiol (2018) 55:1387–1395 1391 ype nucleo-
d the amino
mong verte-
ed with the
carry the disease haplotype that includes both genetic variants,
which indicates that both variants are in the same linkage
interval and are in cis configuration. Discussion In the current study, we used WES to identify the genetic
defect in a large family with POAG. We identified potentially
pathogenic variants in the TP53BP2 (c.109G>A; p.Val37Met)
and MAPKAPK2 (c.305G>A; p.Arg102His) genes. A disease
haplotype carrying both variants segregates with the disease,
with a maximum LOD score of 2.4. Variants in both TP53BP2
and MAPKAPK2 segregate with the disease, since both of
them are on the same haplotype. Therefore, segregation of
the MAPKAPK2 variant with the disease is a coincidental
finding. Since the inheritance pattern was not obvious from
the pedigree, we considered both recessive and dominant in-
heritance patterns during the variant prioritization process. However, no homozygous or compound heterozygous vari-
ants were identified among the putative pathogenic variants
that were shared between affected individuals, and this thus
does not support recessive inheritance. Since phenotype data
and DNA were not available from the deceased parents, we
can only speculate that the inheritance pattern may be autoso-
mal dominant. Clinical Evaluation carry the disease haplotype that includes both genetic variants,
which indicates that both variants are in the same linkage
interval and are in cis configuration. causing by Mutation Taster (Table 3). The wild type nucleo-
tide was highly conserved (phyloP score 4.08), and the amino
acid residue p.Val37 was completely conserved among verte-
brates (Fig. 3a). The second variant that segregated with the
disease in the family was identified in the MAPKAPK2 gene
(c.305G>A; p.Arg102His) (Fig. 1). This variant was also pre-
dicted to be deleterious by SIFT, probably damaging by
PolyPhen and disease-causing by Mutation Taster (Table 3). The wild type nucleotide was highly conserved (phyloP score
5.69), and the amino acid residue p.Arg102 is completely
conserved among vertebrates (Fig. 3b). Both variants were
not identified in 180 population-matched controls and were
not present in the Exome Variant Server, dbSNP132 and 1000
genomes. causing by Mutation Taster (Table 3). The wild type nucleo-
tide was highly conserved (phyloP score 4.08), and the amino
acid residue p.Val37 was completely conserved among verte-
brates (Fig. 3a). The second variant that segregated with the
disease in the family was identified in the MAPKAPK2 gene
(c.305G>A; p.Arg102His) (Fig. 1). This variant was also pre-
dicted to be deleterious by SIFT, probably damaging by
PolyPhen and disease-causing by Mutation Taster (Table 3). The wild type nucleotide was highly conserved (phyloP score
5.69), and the amino acid residue p.Arg102 is completely
conserved among vertebrates (Fig. 3b). Both variants were
not identified in 180 population-matched controls and were
not present in the Exome Variant Server, dbSNP132 and 1000
genomes. Linkage Analysis Twelve microsatellite markers were used for linkage analysis
of the genomic region encompassing the MAPKAPK2 and
TP53BP2 genes, but only four markers were informative. A
multipoint LOD score of 2.48 was obtained for markers
D1S2655 and D1S2891, which is suggestive of linkage and
is in accordance with the maximum LOD score that can be
achieved considering the structure of the pedigree. The
disease-associated haplotype encompasses markers
D1S2655, the MAPKAPK2 variant, D1S2891, D1S2629,
D1S229, and the TP53BP2 variant. All affected individuals Table 2
Number of variants identified per individual and shared between four affected individuals
Filtration steps
Individual 1
Individual 2
Individual 3
Individual 4
Variants shared
by all 4 individuals
Total number of variants
45.755
47.697
45.417
41.943
21.447
SNP frequency <0.5
28.789
30.381
28.614
26.252
9.065
In-house database frequency <0.5
2.152
2.529
2.503
2.373
55
Exonic and canonical splice site variants
796
873
961
987
33
Nonsynonmous variants
535
620
682
696
18
Grantham score >80
248
268
302
323
4
Phylop >2.7
22
31
24
22
9 Table 2
Number of variants identified per individual and shared between four affected individuals Mol Neurobiol (2018) 55:1387–1395 1392 Table 3
Rare variants shared by four affected individuals and segregation analysis
Gene ID
Protein isoform
cDNA
position
Amino acid
position
phyloP
Segregation
Grantham
score
SIFT
Mutation Taster
PolyPhen-2
TP53BP2
NM_001031685
109C>T
p.Val37Met
4.135
Yes
21
Deleterious
Disease causing
Probably damaging
MAPKAPK2
NM_032960
305G>A
p.Arg102His
5.691
Yes
29
Deleterious
Disease causing
Probably damaging
TGFBI
NM_000358
895G>A
p.Asp299Asn
5.884
No
23
Tolerated
Disease causing
Probably damaging
ADSSL1
NM_199165
578C>T
p.Ser193Phe
5.657
No
155
Deleterious
Disease causing
Probably damaging
NCEH1
NM_001146276
142C>T
p.Ala48Thr
5.305
No
58
Tolerated
Disease causing
Probably damaging
RNF157
NM_052916
1913C>G
p.Cys638Ser
5.254
No
112
Tolerated
Disease causing
Probably damaging
PHC3
NM_024947
1840C>T
p.Glu614Lys
3.961
No
56
Tolerated
Disease causing
Possibly damaging
SLITRK3
NM_014926
2581G>A
p.Arg861Cys
3.886
No
180
Deleterious
Disease causing
Possibly damaging
RYR2
NM_001035
8162 T>C
p.Ile2721Thr
3.683
No
89
Deleterious
Disease causing
Possibly damaging Table 3
Rare variants shared by four affected individuals and segregation analysis Both ASPP1 and ASPP2 are proapoptotic proteins involved
in the regulation of the apoptosis and are encoded by the
TP53BP2, and iASPP is encoded by PPP1R13B genes, TP53BP2 encodes a member of the ASPP (apoptosis-
stimulating protein of p53) family of p53-interacting proteins
comprised of three members: ASPP1, ASPP2, and iASPP. Fig. Linkage Analysis Taken together, these studies support the involvement of
the TP53BP2 gene in glaucoma and suggest that the genetic
variant identified by WES in the large POAG family may be
relevant to the disease. The second variant that segregates with the disease in the
family was identified in MAPK-activated protein kinase 2
(MAPKAPK2, also known as MK2), which is one of the
downstream targets of p38 MAPK. The Ocular Tissue
Database (OTDB, http://genome.uiowa.edu/otdb/)
demonstrates a minimal expression in the eye for
MAPKAPK2 in contrast to TP53BP2. Therefore, TP53BP2
gene seems to be the strongest candidate to be associated with
the disease in this particular family. In glaucoma cell death of the post-mitotic neurons, i.e.,
RGCs, occurs due to an increased rate of apoptosis. The
ASPP proteins are involved in the regulation of apoptosis
by activating p53. The expression of ASPP2 affects the
DNA binding activity of p53 on the Bax promoter or down-
stream targets involved in apoptosis [32]. In the current study,
we speculate that binding between ASPP2 and p53 may be
affected by an amino acid variant (c.109G>A; p.Val37Met) in
the ASPP2 protein, which leads to the increased accumula-
tion of p53, followed by an increase in cell death of the
RGCs, subsequently leading to glaucoma. Previously, it has
been reported that normal ASSP2 protein is required for the
activation of apoptosis in a controlled manner. It was ob-
served that the blockade of the ASPP-p53 pathway is impor-
tant for the survival of neurons after axonal injury [33]. The
results of Wilson et al. are further supported by a recent study
in an in vivo model of acute optic nerve damage, in which it
was shown that iASPP is expressed by injured RGCs and
short interference RNA (siRNA)-induced iASPP knockdown
exacerbates RGC death, while RGC survival was enhanced
by adeno-associated virus (AAV)-mediated iASPP expres-
sion. Increased expression of iASPP in RGCs downregulates
p53 activity and blocks the expression of proapoptotic targets
PUMA and Fas/CD95 [34]. Since iASPP is an inhibitor of
p53-mediated apoptosis, it is possible that the mutation in the
ASPP2 protein influences the expression of iASPP. Subsequently, it would not be able to perform actively in
the survival of retinal ganglion cells due to apoptosis. Linkage Analysis 3 a Evolutionary
conservation of valine at position
37 is represented by alignment of
the human TP53BP2 (ASPP2)
protein sequence to orthologous
protein sequences of various
vertebrate species. b Evolutionary
conservation of arginine at
position 102 is represented by
alignment of the human
MAPKAPK2 protein sequence to
orthologous protein sequences of
various vertebrate species Mol Neurobiol (2018) 55:1387–1395 1393 respectively [27]. ASPP2 is well known for its binding and
activation of the apoptotic function of p53, p63, and p73 by
selectively enhancing their DNA-binding and transactivation
activities on proapoptotic genes such as BAX and PIG3 [27,
28]. Apoptosis is tightly regulated during normal develop-
ment. In the case of abnormal regulation, it mediates cell death
of neuronal cells in neurodegenerative diseases such as
Alzheimer’s disease or Parkinson’s disease or death of
RGCs in glaucoma due to overexpression of p53 [29–31]. Recently, the role of ASPP1 and ASPP2 proteins in neuronal
apoptosis and their involvement in the regulation of adult
RGCs after injury have been investigated. The results indicat-
ed that both ASPP1 and ASPP2 are highly expressed in RGCs
and contribute to p53-dependent death of RGCs. respectively [27]. ASPP2 is well known for its binding and
activation of the apoptotic function of p53, p63, and p73 by
selectively enhancing their DNA-binding and transactivation
activities on proapoptotic genes such as BAX and PIG3 [27,
28]. Apoptosis is tightly regulated during normal develop-
ment. In the case of abnormal regulation, it mediates cell death
of neuronal cells in neurodegenerative diseases such as
Alzheimer’s disease or Parkinson’s disease or death of
RGCs in glaucoma due to overexpression of p53 [29–31]. Recently, the role of ASPP1 and ASPP2 proteins in neuronal
apoptosis and their involvement in the regulation of adult
RGCs after injury have been investigated. The results indicat-
ed that both ASPP1 and ASPP2 are highly expressed in RGCs
and contribute to p53-dependent death of RGCs. cytokines and interleukins, which mediate apoptosis of retinal
ganglion cells in glaucoma. In another recent study, the neu-
roprotective effect of minocycline in rats with glaucoma was
evaluated, and downregulation of TP53BP2 was observed up-
on treatment [36]. Minocycline is a tetracycline with anti-
inflammatory and anti-apoptotic properties. In previous stud-
ies, it has been shown that minocycline significantly delays
RGC death in models of experimental glaucoma and optic
nerve transaction [37]. Linkage Analysis In conclusion, through WES in a large POAG family, we
identified a novel genetic variant in the TP53BP2 gene, which
is predicted to be pathogenic and affects a highly conserved
amino acid residue. Since it has been demonstrated that the
gene regulates apoptosis in RGCs and is downregulated upon
minocycline treatment in a glaucoma rat model, TP53BP2
may represent a novel gene associated with POAG. Additional screening of the TP53BP2 gene in other familial
and sporadic patients with POAG from different populations
is required to confirm its involvement in the disease. Acknowledgements
This study was supported by the Stichting
Blindenhulp, a Shaffer grant from the Glaucoma Research Foundation
and the following foundations: Glaucoomfonds, Oogfonds, and
Algemene Nederlandse Vereniging ter Voorkoming van Blindheid, which
contributed through UitZicht. Compliance with Ethical Standards
The study adhered to the princi-
ples of the Declaration of Helsinki and was approved by the Institutional
Ethical Review Board of the Radboud University Medical Center in
Nijmegen, the Netherlands. In a recent study, it has been observed that siRNA interfer-
ing the expression of ASPP2 is involved in the development
of the proliferative vitreoretinopathy (PVR). Using epiretinal
membranes of PVR patients, they examined the expression of
ASPP2 using immunohistochemistry and observed reduced
expression of ASPP2 in PVR membranes. In addition, knock-
down of ASPP2 is involved in increased expression of cyto-
kines such as TGF-β, CTGF, VEGF, TNF-α, and interleukins
[35]. In glaucoma, the role of inflammatory cytokines is well
known, and it is possible that the amino acid variant identified
in the ASPP2 protein affects the expression of inflammatory Conflict of Interest
The authors declare that they have no conflict of
interest. Conflict of Interest
The authors declare that they have no conflict of
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The authors declare that they have no conflict of
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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 appro-
priate credit to the original author(s) and the source, provide a link to the
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CD95 activation in vivo. The Journal of neuroscience : the official
journal of the Society for Neuroscience 33(5):2205–2216. doi:10.1523/JNEUROSCI.2635-12.2013 dependent death of retinal ganglion cells through PUMA and Fas/
CD95 activation in vivo. The Journal of neuroscience : the official
journal of the Society for Neuroscience 33(5):2205–2216. doi:10.1523/JNEUROSCI.2635-12.2013 34. Wilson AM, Chiodo VA, Boye SL, Brecha NC, Hauswirth WW, Di
Polo A (2014) Inhibitor of apoptosis-stimulating protein of p53
(iASPP) is required for neuronal survival after axonal injury. PLoS One 9(4):e94175. doi:10.1371/journal.pone.0094175 35. Chen XL, Bai YJ, Hu QR, Li SS, Huang LZ, Li XX (2016) Small
interfering RNA targeted to ASPP2 promotes progression of exper-
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Applying Rare Earth Elements, Uranium, and<sup>87</sup>Sr/<sup>86</sup>Sr to Disentangle Structurally Forced Confluence of Regional Groundwater Resources: The Case of the Lower Yarmouk Gorge
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Geofluids
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Hindawi
Geofluids
Volume 2019, Article ID 6727681, 21 pages
https://doi.org/10.1155/2019/6727681 Christian Siebert
,1 Peter Möller,2 Fabien Magri
,3,4 Eyal Shalev
,5 Eliahu Rosenthal
,6
Marwan Al-Raggad,7 and Tino Rödiger8 The Inter-Islamic Network on Water Resources Development and Management (NWRDAM), Amman, Jordan
Dept. of Computational Hydrosystems, Helmholtz Centre for Environmental Research (UFZ), Leipzig, Germany 7The Inter-Islamic Network on Water Resources Development and Management (NWRDAM), Amman, Jordan
8Dept. of Computational Hydrosystems, Helmholtz Centre for Environmental Research (UFZ), Leipzig, Germany Correspondence should be addressed to Christian Siebert; christian.siebert@ufz.de Received 24 May 2019; Revised 23 September 2019; Accepted 3 October 2019; Published 3 December 2019 Guest Editor: Tanguy Robert Copyright © 2019 Christian Siebert 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. The conjoint discussion of tectonic features, correlations of element concentrations, δ18O, δD, and 87Sr/86Sr of groundwater leads to
new insight into sources of groundwater, their flow patterns, and salinization in the Yarmouk Basin. The sources of groundwater
are precipitation infiltrating into basaltic rock or limestone aquifers. Leaching of relic brines and dissolution of gypsum and calcite
from the limestone host rocks generate enhanced salinity in groundwater in different degrees. High U(VI) suggests leaching of U
from phosphorite-rich Upper Cretaceous B2 formation. Both very low U(VI) and specific rare earth element including yttrium
(REY) distribution patterns indicate interaction with ferric oxyhydroxides formed during weathering of widespread alkali olivine
basalts in the catchment area. REY patterns of groundwater generated in basaltic aquifers are modified by interaction with
underlying limestones. Repeated sampling over 18 years revealed that the flow paths towards certain wells of groundwater
varied as documented by changes in concentrations of dissolved species and REY patterns and U(VI) contents. In the Yarmouk
Gorge, groundwater with basaltic REY patterns but high U(VI) and low Sr2+ and intermediate sulfate concentrations mainly
ascends in artesian wells tapping a buried flower structure fault system crossing the trend of the gorge. Siebert, C., Möller, P., Magri, F., Shalev, E., Rosenthal, E., Al-Raggad, M., Rödiger, T. (2019): Applying
Rare Earth Elements, Uranium, and 87Sr/86Sr to Disentangle Structurally Forced Confluence of
Regional Groundwater Resources: The Case of the Lower Yarmouk Gorge. - Geofluids, 2019. DOI: http://doi.org/10.1155/2019/6727681 1. Introduction yttrium (henceforth termed REY), it was ascertained that
thermal groundwater discharging through springs in the
LYG is infiltrated in basaltic regions of the Hauran plateau,
Syria [1]. Parts of these waters are mixed in various propor-
tions with limestone water from Ajloun. The hot waters of
Hamat Gader and Meizar get salinized by either mixing with
relic seawater evaporation brines [2, 3] or leaching of evapo-
rites. The recent study is based on 18 years of repeated
sampling of wells and springs and reveals significant varia-
tions in REY patterns and element concentrations suggesting Since Roman times, the hot springs of Hamat Gader (HG),
Israel, and Ain Himma, Jordan, in the Lower Yarmouk Gorge
(LYG) were used for health care (Figure 1). At present, only
Ein Balsam at HG is publically in use. Hydrogeological and
hydrochemical studies of springs and well waters in the gorge
reveal that groundwater of widely different composition dis-
charges at short distances [1]. By major and minor elements
and distribution patterns of rare earth elements including Geofluids 2 Sampling location
Settlement/city
Drainage
Lake/dam
Border
Basalt (Cenozoic)
Quaternary
WC (Miocene)
WSC (B5)
URC (B4)
MCM (B3)
AHP (B2b)
ASL (B2a)
WUG (B1)
WSL (A7)
F/H/S undiff. (A3-A6)
L-Cretac./Kurnub (K)
Tayyasir basalt
Intrusions Mesozoic
J3-J7
J2
J1 Sampling location
Sampling location X (UTM)
Mukheibeh 1
753119
753241
753212
747753
753018
754257
755495
756312
753267
753845
754268
752652
752706
752725
749705
749859
750014
750190
750429
751661
763884
748804
756255
3622154 M1
3622342 M2
3622331 M4
3618570 M5
3622417 M6
3623142 M7
3624134 M8
3624296 M9
3622856 M10
3622588 M11
3623212 M13
3625884 Me1
3622894 Me2
3622926 Me2
3619324 EB
3619141 EM
3619198 EB
3619926 EB
3619424 EB
3621700 AH
3648639
3653081
3624301 YR
Groundwater wells
Mukheibeh 2
Mukheibeh 4
Mukheibeh 5
Mukheibeh 6
Mukheibeh 7
Mukheibeh 8
Mukheibeh 9
Mukheibeh 10
Mukheibeh 11
Mukheibeh 13
Meizer 1
Meizer 2
Meizer 3
Ein Balsam
Ein Makla
Ein Reach
Ein Sahina
Ain Saraya
Spring (Himma)
Ain Himma
Umm Abu ad Danar
Amphy spring
River
Yarmouk River
Spring (Golan Hieghts)
Spring (Hamat Gader)
Y (UTM)
Short
Settlement/city
Drainage
Lake/dam
Border
Basalt (Cenozoic)
Quaternary
WC (Miocene)
WSC (B5)
URC (B4)
MCM (B3)
AHP (B2b)
ASL (B2a)
WUG (B1)
WSL (A7)
F/H/S undiff. Figure 1: Overview of the study area, showing geological background (a) and sampling locations (b) including structural features recently
introduced by Inbar et al. [15] and Sneh (unpublished). 1. Introduction (A3-A6)
L-Cretac./Kurnub (K)
Tayyasir basalt
Intrusions Mesozoic
J3-J7
J2
J1
1: Overview of the study area, showing geological background (a) and sampling locations (b) including structural features
ed by Inbar et al. [15] and Sneh (unpublished). Sampling location X (UTM)
Mukheibeh 1
753119
753241
753212
747753
753018
754257
755495
756312
753267
753845
754268
752652
752706
752725
749705
749859
750014
750190
750429
751661
763884
748804
756255
3622154 M1
3622342 M2
3622331 M4
3618570 M5
3622417 M6
3623142 M7
3624134 M8
3624296 M9
3622856 M10
3622588 M11
3623212 M13
3625884 Me1
3622894 Me2
3622926 Me2
3619324 EB
3619141 EM
3619198 EB
3619926 EB
3619424 EB
3621700 AH
3648639
3653081
3624301 YR
Groundwater wells
Mukheibeh 2
Mukheibeh 4
Mukheibeh 5
Mukheibeh 6
Mukheibeh 7
Mukheibeh 8
Mukheibeh 9
Mukheibeh 10
Mukheibeh 11
Mukheibeh 13
Meizer 1
Meizer 2
Meizer 3
Ein Balsam
Ein Makla
Ein Reach
Ein Sahina
Ain Saraya
Spring (Himma)
Ain Himma
Umm Abu ad Danar
Amphy spring
River
Yarmouk River
Spring (Golan Hieghts)
Spring (Hamat Gader)
Y (UTM)
Short Figure 1: Overview of the study area, showing geological background (a) and sampling locations (b) including structural features recently
introduced by Inbar et al. [15] and Sneh (unpublished). 3 Geofluids variation of flow paths and associated interactions with host
k
d l
hi
id
l b i
d
it
[4–7]. The gorge seemingly acts as a complex conduit-
b
i
t
l
hi h
d
t
f
th G l
i
(a)
(b)
Deep seated brine
Intrusive bodies along LYG
Cenozoic graben fill
w/r-interaction with intrusiva
Conductive fault
Low-permeable zone
Groundwater flow
Valley floor (ground)
Drilling
Spring
Figure 2: Schematic geological cross sections (not to scale). Section (a) starts in the Lower Jordan Valley, continues through the LYG, and
branches into the Hauran NE-ward, while section (b) cuts from the Ajloun northward across the LYG and the Golan Heights into Mt. Hermon. The map shows the location of cross sections in red. (a)
Deep seated brine
Intrusive bodies along LYG
Cenozoic graben fill
w/r-interaction with intrusiva
Conductive fault
Low-permeable zone
Groundwater flow
Valley floor (ground)
Drilling
Spring (a) (b) (b) Figure 2: Schematic geological cross sections (not to scale). Section (a) starts in the Lower Jordan Valley, continues through the LYG, and
branches into the Hauran NE-ward, while section (b) cuts from the Ajloun northward across the LYG and the Golan Heights into Mt. Hermon. 2. Hydrogeological Setting The groundwater in the phreatic and shallow basaltic
aquifer mainly follows the morphology. Within the Golan
Heights, it flows W- and SW-ward towards the Hula Valley,
the Lake Tiberias, and the LYG [28, 33]. In the east, a subter-
ranean meridional ridge forms a water divide against the
Hauran [19] (Figure 2(a)). The thin lava flows east of the
water divide, hosts only modest amounts of groundwater,
and discharges locally into incised wadis, e.g., the Raqqad. The basaltic cover of the Hauran plateau is mainly recharged
at the elevated southeastern flanks of the Hermon Massif and
western piedmont of Jebel Druze, from where the groundwa-
ter flows SE- and W-ward, respectively. The groundwater
most probably converges in the central part of the Hauran
and flows from there SW-ward towards the LYG. There,
the observed groundwater of this study discharges either nat-
urally at the valley floor through springs in Hamat Gader,
Suraya, and Himma or artificially through the (mostly) arte-
sian wells of Mukheibeh and Meizar, located in the flanks of
the gorge, either north (Meizar wells) or south (Mukheibeh
wells) (Figure 1(b)). Geographically, the Yarmouk drainage basin comprises (i)
the volcanic Hauran plateau and the western flank of the
Jebel Druze volcano [18], (ii) the southern and southeastern
slopes of Hermon, (iii) the Golan Heights with numerous
volcanic cones, (iv) the northern plunges of the Ajloun anti-
cline, and (v) the Azraq-Dhuleil basin ENE of Ajloun
(Figure 1(a)). The Mediterranean climate in the Yarmouk basin causes
rainy and cool winters and hot and dry summers. The
distinct differences in altitude and the distance from the
Mediterranean force strong gradients in annual precipita-
tion. Highest values (up to 1300 mm/a) fall in the Hermon
Massif and the highest parts of Jebel Druze; medium elevated
regions such as the Hauran and Ajloun plateaus and the
Golan Heights receive 600-800 mm/a, while the low-lying
LYG and the xeric region SE of the surface drainage basin
receive <500 mm/a only (e.g., [18–21]). The resulting
recharge fractions are calculated to range from 0.06 to 0.1
[20, 22–24]. In the south of the Yarmouk River, geological formations
dip NW-ward (Figure 2). Here, the oldest hydrogeological
relevant formations comprise the highly karstified lime- and
dolostones of the Upper Cretaceous A7 aquifer and the over-
laying heavily fractured silicified limestones of the Eocene B2
aquifer, altogether forming the 160 m thick regional A7/B2
aquifer system (Figure 3). 1. Introduction The map shows the location of cross sections in red. variation of flow paths and associated interactions with host
rocks and leaching residual brines and evaporites. [4–7]. The gorge seemingly acts as a complex conduit-
barrier system, along which groundwater from the Golan in
the north and Ajloun in the south converges and drains
towards the Lower Jordan Valley (Figure 2). Flow paths in
the underground of the gorge possibly occur along faults ori-
ented perpendicular to the major axis of the gorge [5, 6, 8]. The chemical and isotopic composition of the large
amounts of fresh artesian groundwater produced in the Jor-
danian Mukheibeh well field contrasts with that of the saline
groundwater in the Meizar wells and the springs of Hamat
Gader. This gave rise to the conceptual model that the LYG
is the surface expression of a fault zone, preventing trans-
boundary flow [1]. 2D and 3D modelling supported that con-
cept of continuous groundwater aquifers with the absence of
transboundary groundwater exchange due to a zone of
high hydraulic anisotropy underneath the gorge’s centerline Based on stratigraphic data [9, 10], topographic data,
deep seismic survey data [11, 12], shallow fault mapping
[13], and thickness irregularities of the Turonian and Seno-
nian sequences in the study area [14–17] support the occur-
rence of strike-slip flower structure faults along and across
the gorge creating a series of structural fault blocks and 4 Geofluids numerous buried faults at close proximity to the Dead Sea
Transform Fault (DSTF) (Figure 1). Hermon, and eastward by Wadi Raqqad. The entire Golan
Heights is unconformably overlain by Plio-Pleistocene cover
basalts, which continue E- and SE-ward into the Hauran pla-
teau, Jebel Druze, and Azraq-Dhuleil Basin and form the
uppermost supraregional aquifer in the area [26, 27]. Within
the Golan Heights, the thickness of the basalts varies with
more than 750 m in the central part and less than 50 m along
the LYG (Figure 2(b)) and B3 layers form the impervious
base of the basaltic aquifer [28–30]. However, the basaltic
aquifer is connected to underlying aquifers at certain loca-
tions [31], either where B3 was already eroded or where
structurally prominent features of post-Pliocene age cut the
formations [12, 28, 32, 33]. 2. Hydrogeological Setting This system becomes efficiently
confined due to its descent and the appearance of the covering
B3 aquiclude. On top of the southern flank of the LYG,
remnants of the B4 sequence form a local limestone aquifer. 1. Introduction An aeromagnetic survey in
N Jordan revealed a SW-NE lineament branching from
the DSTF towards Hamat Gader in the LYG [34], which
was later proven to be a fault by geological mapping (Sneh
et al., unpublished) (Figure 1(b)). Applying REY distribution patterns, U(VI), 87Sr/86Sr,
and water isotopes in a new, complete, and synchronous set
of sampled spring and well waters in 2016, we aim for joint
discussion of hydrochemical and geological features to
improve the knowledge of the sources of groundwater and
of their flow paths. After the introduction (Section 1), we will present the
hydrogeological setting of the studied area (Section 2), the
sample acquisition and the techniques used to analyze
them (Section 3), the results on major and minor element,
particularly on REY and U(VI), and Sr isotopes (Section 4),
and a detailed discussion (Section 5). Section 6 concludes
this study. 3. Analytical Procedures The elements Ca2+, Mg2+, U(VI), and REY are determined
by ICP-MS (Elan DRC-e). K+ and Na+ were analyzed by
ICP-AES (Spectro Arcos) using matrix-adjusted standard
solution for calibration. Cl-, Br-, and SO4
2- are determined
with Dionex ICS (AS18 column). The alkalinity is titrated
to pH 4.3 with H2SO4 and given as HCO3
-. p
2
4
g
3
To determine REY and U(VI), preconcentration is
required. Therefore, about 4 l of sample is filtered in the
field by using a peristaltic pump coupled to 0.2 μm filters
(Sartorius, Germany). The samples are acidified by subboiled
(index sbb) HCl, and 1 ml of Tm spike solution is added. At
the same day, the samples are adjusted to pH = 2 using
HClsbb and subsequently passed through preconditioned
C18 Sep-Pak cartridges (Waters, USA), loaded with an ethyl-
hexyl phosphate (Merck, Germany) liquid ion exchanger, at a
rate of 1 l/h. Thereafter, each cartridge is washed with 50 ml
of 0.01 M HClsbb and subsequently eluted with 40 ml of 6 M
HClsbb at a rate of 3 ml/min. The eluates are evaporated to
incipient dryness, and the residues are dissolved in 1 ml of All formations older than B4 continue in the under-
ground of the Golan Heights syncline before they partly
resurface in the foothills of the Hermon anticline [25]. Underneath the Golan Heights, Jurassic limestones form
the base of the formations before they become uplifted in
the Hermon anticline in the north (Figures 1(a) and 2(b)). Since the drainage basin extends into three nations with dif-
ferent geological terminologies. Figure 3 compiles the rele-
vant parts of the stratigraphic columns for the entire region. Morphologically, the Golan Heights is restricted south-
ward by the LYG, westward by the Hula Valley and Lake
Tiberias, northward by Wadi Sa’ar at the foothills of Mt. 5 Geofluids System
Age
Period
GH/Mt.H
Ajloun
DB/H
GH/Mt.H
Ajloun
DB/H
Golan/Mt. Hermon
Ajloun
Quaternary
Quaternary
Yarmouk
Basalt
Alkaline-olivine basalt
Gravel, gipseous marl, siltite,
clay
Cover basalt
Sandstone, siltite
Bira/Gesher
Silicified limest., dolomite
Alternation congl., marl, limest. 3. Analytical Procedures Hordos
Waqqas conglomerate
(WC) - Jordan Valley
Conglomerates in
siltand clay matrice
Marl, sand
Limestone
Jeribe
Chilou
Lower basalt
Alkali olivine basalt
Conglomerates in limy matrix
Oligocene
Susita/Fiq
n1
Marlst., sandy dolomite
Marl, clay, conglomerates
Jaddala
Wadi Shallalah chalk
(WSC) (B5)
e5
Chalk, bituminous
Thick banked limestone, upper
part chalky, marly
Avedat
Maresha/
Adulam
Umm Rijam (URC) (B4)
e4
Marl, chalk,
limestone
chalky limest., chert beds
Massive limestone
Upper Maastricht-
Paleocene
Kermev
Bardeh
Taqiye
Muwaqqar chalk (MCM)
(B3)
e1-e3
Micritic limest., bituminous
(oil shale)
Alternating chak, marl
Masstrichtian
Ghareb
Al Hasa phosphorite (AHP)
(B2-b)
m1, m2
Calcareous, phosphorite beds,
limest., chalk, marl
Alternating chalk, marl, limest.,
cherts
Campanian
Mishash
Amman silicified
limestone (ASL) (B2a)
Limestone., dolomite, chalky,
phosphate, chert
Santonian
Menuha
Wadi Umm Ghudran
(WUG) (B1)
Massive chalk, limest.,
phosphatic sandst., chert
Turonian
Wadi Es Sir Limest. (WSL)
(A7)
t2
Dolomitic limest., sandst.,
cherts
Banked limestone
F/H/S-undifferentiated
Marl and gypsum
Shueib (S) (A5-6)
Siltstone, marly limest.,
dolomite
Dolomitic limestone
Dolomitic limestone, karstic
limestone
Karstic limest., chert
Fuheis (F) (A3)
Chalk beds, thin
dolost. Calcareous siltst., marly lime-/
dolost., chalk beds
Glauconitic sandstone
Limest., dolomite
Albian
Kurnub
Yagur
ab
Dolomite, limestone
Sandstone
Marly limestone
Yakhini
Sandstone
Banias, Tayassir
basalt
Basalts
Clayey sandstone, limestone
intercalated
Barremian
Hauterivian-
Berriasian
Aarda (K1)
J6-J7 (Nahal
Saar)
Limestone
Sandstone, siltstone, limestones
Limestone
J5 (Kidod)
Marl, shale
Marl
Dogger
J4 (Hermon/
Zohar)
j2-j4
Limestone
Dolomitic limestone at base,
limestone on top
Lias
J1-J3
j1
Dolomite, limestone
Marl lignite, dolomite, sand- and
limestone
GH = Golan Heights, Mt.H = Mount Hermon, DB = Damascus Basin, H = Hauran; Syrian geology taken from Brew et al. [26] and Wolfart [27]
Alkaline-olivine
basalt
Jurassic
Cretaceous
Paleogene
Neogene
Formation
Pliocene
Miocene
Mt. Scopus
Judea
Bina
Aptian
Malm
Arad
Zarqa
Azab
Hydrogeological properties
Group
basalts
Banked limestone, partly
dolomite
Chalk, marl
Plateau Basalts
Damascus Basin/Hauran
a1-a3
j5-j7
c
S
n3
n2
t1
Kefar
Giladi
Limestone, dolomite,
marly limest. Ajloun
Marly limestone,
bituminous, chert,
phosphorite
Eocene
Belqa
Cenomanian-
Turonian
Cenomanian
Saknin
Hummar (H) (A4)
Kurnub
Deir Hanna
Na’ur (NL) (A1-2)
Subeihi (K2)
Judea
Soukhne
Figure 3: Stratigraphic table of the hydrogeological formation in the Yarmouk Basin. Figure 3: Stratigraphic table of the hydrogeological formation in the Yarmouk Basin. 4. Results 5 M HNO3 sbb (Merck, Germany) and transferred into 10ml
volumetric flasks. 1 ml of spike solution is added which is
used, if necessary, for drift corrections of the response factors
during the ICP-MS measurements. Depending on the sampling location, the results are classified
in the following way: Mukheibeh well field (M1-M13), Ain
Himma (AH), Hamat Gader springs (HG), Meizar wells
(Me1-Me3), and the Yarmouk River (YR). Sampling loca-
tions, which have been repeatedly sampled, are indicated
by the year of sampling given in parentheses. The Hebrew
and Arabic term of springs is transliterated as Ein and
Ain, respectively. Stable isotopes of oxygen and hydrogen are determined
in separate filtered samples (0.2 μm) using laser cavity ring-
down spectroscopy (Picarro L2120-i, USA) without further
treatment of the water samples. The respective analytical pre-
cision is ±0.1‰ and ±0.8‰ for δ18O and δD, respectively. The results are reported relative to Vienna Standard Mean
Ocean Water (VSMOW). Analyses of 87Sr/86Sr in water samples were performed at
TUBAF, Freiberg, Germany. Samples were prepared and
analyzed after Tichomirova et al. [35] by applying TIMS
(Finnigan MAT 262) with an acceptable relative error of
±0.005% for 87Sr/86Sr. Sr-isotope ratios are given in respect
to NBS-987. To analyze Sr2+ in basaltic rock samples, rocks
have been powdered to <150 μm, pressed to pellets, and ana-
lyzed
applying
energy-dispersive
X-ray
fluorescence
(EDXRF) (Spectro XEPOS HE 2000). Chemical and isotopic
analyses are given in Tables 1–3. 4.1. Major and Minor Element Correlations with Cl-. From
the low-salinity Mukheibeh clusters, two (Figures 4(a)–4(f))
or one (Figures 4(g)–4(j)) mixing lines evolve with high-
salinity end members. They indicate that two end member
brines occur in the study area: one is salinizing the Meizar
wells and Ain Himma and the other the springs of Hamat
Gader (Ein Maqla, Ein Reach, Ein Balsam, and Ain Sarayah). The Ca2+ concentration in Ain Himma switches between the
two trends, probably because the access point to sample the
spring water within the increasingly ruined Himma resort 6 Geofluids Table 1: Compilation of groundwater analyses from the Lower Yarmouk Gorge and surrounding areas. ID
Source
Abbr. 4. Results X
Y
Sampling
pH
Eh
Temp
EC
Alk
Ca
Mg
K
Sr
Na
Cl
SO4
Br
HCO3
U
δ18O
δ2H
Date
mV
°C
μS/cm
mg/l mg/l mg/l mg/l mg/l mg/l mg/l mg/l
mg/l
nmol/l
VSMOW
Groundwater wells
01-128
Mukheibeh 1
M1 (01)
753119 3622154
#######
7
67
29.1
797
5.93
91.3
30
3.1
0.69
39
57.2
54.3
0.20
358
105.2
-5.65 -27.40
13/803
Mukheibeh 2
M2 (13)
753243 3622340
#######
7.12
65
28.14
809
5.18
96
30
3.02
0.54
38.7
58.4
57.2
0.09
312
88.2
-5.64 -26.40
16/08
Mukheibeh 2
M2 (16)
753241 3622342
#######
6.13
18
28.9
830
4.56
78
26
2.9
0.51
39
56.4
56.1
0.1
274
88.2
-5.38 -25.51
13/802
Mukheibeh 4
M4 (13)
753209 3622333
#######
7.1
63
28.8
807
5.18
96
29
3
0.51
38.5
55.4
54.7
0
312
96.6
-5.26 -25.40
16/09
Mukheibeh 4
M4 (16)
753212 3622331
#######
7.04
273
29.1
827
4.76
84
28
2.9
0.5
40
56.5
57.1
0.09
286
92.4
-5.50 -25.47
16/12
Mukheibeh 5
M5 (16)
747753 3618570
#######
7.32
162
40.9
876
5.08
71
24
3.8
0.94
47
57.2
36.3
0.11
305
4.6
-5.16 -24.54
16/10
Mukheibeh 6
M6 (16)
753018 3622417
#######
7.06
-40
31
667
5.08
86
29
3.4
0.66
49
73.3
59.8
0.26
306
58.8
-5.43 -26.28
16/14
Mukheibeh 7
M7 (16)
754257 3623142
#######
7.17
-17
38.5
774
4.8
84
29
2.9
0.54
40
60.5
35.5
288
63.0
-5.58 -27.04
13/804
Mukheibeh 8
M8 (13)
755490 3624127
#######
7.45 -123
44.9
701
4.72
68
20
5.25
1.4
53.3
64.5
27.8
0.12
283
0.0462
-6.28 -30.99
16/16
Mukheibeh 8
M8 (16)
755495 3624134
#######
7.16
-62
44.9
723
4.1
59
20
5.1
1.3
56
66.6
12.7
5.55
246
-6.09 -30.01
16/17
Mukheibeh 9
M9 (16)
756312 3624296
#######
7.2
-67
28.9
1157
7.6
54
29
16
5.3
120
82.6
21
0.19
459
-6.54 -32.16
16/11
Mukheibeh 10
M10 (16) 753267 3622856
#######
6.96 -117
39
710
4.34
72
25
3.7
0.96
47
59.9
39.5
261
5.0
-5.67 -27.37
16/13
Mukheibeh 11
M11 (16) 753845 3622588
#######
6.92
200
31.9
821
4.8
76
39
2.8
0.87
44
56.4
53.3
0.09
289
-5.34 -25.75
13/805
Mukheibeh 13
M13 (13) 754280 3623202
#######
7.38
-76
38.5
752
5.12
81
25
3.74
0.94
43.6
59.1
24.5
0.1
307
3.7
-5.69 -27.78
16/15
Mukheibeh 13
M13 (16) 754268 3623212
#######
7.12
-47
38.9
778
4.4
72
25
3.7
0.88
46
61.7
34
264
8.0
-5.65 -27.04
16/07
Meizar 1
Me1
752652 3625884
#######
7.38
-79
35.2
1630 3.64
52
17
13
2.1
230
386
12.7
2.39
217
-5.98 -29.13
01-166
Meizar 2
Me2 (01)
752700 3622914
#######
6.63 -102
60
1650 4.06
142
34.8
21.8
5.16
178
317
278
3.90
244
0.059
-5.90 -29.40
08/753
Meizar 2
Me2 (08)
752715 3622884
#######
6.75 -106
57.1
2060 3.76
178
42.1
24.6
5.8
201
373
328
4.44
225
0.063
-6.87 -36.61
16/02
Meizar 2
Me2 (16)
752706 3622894
#######
6.4
-77
60.6
2080 3.68
170
37
24
5.5
210
392
338
3.6
221
-6.89 -35.25
01-167
Meizar 3
Me3 (01)
752707 3622923
#######
7.09 -129
41.8
664
5.24
65.3
20.9
4.7
1.25
48.5
61.6
4
0.20
315
0.045
-6.84 -33.00
08/752
Meizar 3
Me3 (08)
752721 3622900
#######
6.6
-117
57.4
2090 3.72
177
42.2
24.2
5.8
200
365
306
3.97
223
0.078
-6.87 -36.61
16/01
Meizar 3
Me3 (16)
752725 3622926
#######
6.81 -120
42.2
810
5.48
71
25
3.9
1.1
53
78.7
19.3
0.35
330
-5.85 -28.29
Springs (Hamat Gader fresh)
16/03
Ein Sahina
ES
750190 3619926
#######
7.04
454
28
844
5
87
28
3.3
0.56
44
66.5
48.9
0.2
301
19.3
-5.57 -26.13
Springs (Hamat Gader thermohaline, incl. 4. Results Ain Saraya)
16/04
Ein Balsam
EB
749705 3619324
#######
6.76
11
41.9
1600
4.8
120
34
12
3.5
130
325
133
2.92
289
4.6
-5.84 -28.53
00-107
Ein Reach
ER (00)
750349 3619399
#######
6.85
-96
38
1728
6
142
39.5
12.2
2.94
143
309
115
3.82
362
9.1
-5.84 -29.90
04-585
Ein Reach
ER (04)
749985 3618816
#######
6.81 -147
41.5
1759 5.86
134
39.5
12.6
3.44
156
345
119
4.25
353
7.9
-5.99 -29.90
16/05
Ein Reach
ER (16)
750014 3619198
#######
6.69
-76
43.4
1860 4.84
130
37
14
4.2
160
376
128
3.37
291
7.6
-5.93 -28.59
00-108
Ein Makla
EM (00)
749909 3619091
#######
6.64 -131
47.3
2190 5.64
178
44.2
18
5.21
212
488
158
6.55
340
5.8
-6.00 -31.60
04-586
Ein Makla
EM (04)
749811 3618793
#######
6.73 -167
49.6
2160 5.42
152
42
17.2
5.19
209
465
151
5.98
327
5.7
-6.15 -31.30
16/06
Ein Makla
EM (16)
749859 3619141
#######
6.59 -116
49.5
2160 3.64
150
39
17
5.5
210
475
150
4.51
218
5.9
-6.08 -29.59
16/20
Ain Saraya
AS
750429 3619424
#######
6.83
-16
38.3
1655 4.54
130
38
12
3.8
160
342
120
3.02
273
8.0
-5.85 -28.56 7 Geofluids 7 Table 1: Continued. ID
Source
Abbr. X
Y
Sampling
pH
Eh
Temp
EC
Alk
Ca
Mg
K
Sr
Na
Cl
SO4
Br
HCO3
U
δ18O
δ2H
Date
mV
°C
μS/cm
mg/l mg/l mg/l mg/l mg/l mg/l mg/l mg/l
mg/l
nmol/l
VSMOW
Springs (Himma thermohaline)
01-12
Ein Himma
AH (01)
751665 3621722
#######
7.06 -145
41.5
1418 5.59
108
34.9
13.9
2.88
124
208
148
2.25
337
4.1
-6.08 -32.0
07/624
Ein Himma
AH (07)
751665 3621722
#######
7.02
-28
40
1433
113
34
13.8
3.7
122
244
212
2.9
330
2.3
-6.16 -31.1
11/140
Ein Himma
AH (11)
751568 3621767
#######
7.11
492
27.5
1071 5.56
105
34.5
8.7
82.3
143
124
0.97
335
9.3
-5.29 -23.8
13/807
Ein Himma
AH (13)
751600 3621710
#######
7.1
72
37.7
1130 4.84
118
32
8.89
1.9
84.4
150
125
1.06
291
8.4
-6.16 -31.1
16/19
Ein Himma
AH (16)
751661 3621700
#######
7.03
85
40
499
4.06
110
30
9.5
2
94
161
129
1.32
244
6.7
-6.13 -28.9
Springs (Golan Heights, cover basalt, fresh)
18/920
Umm Abu ad Dananir
763884 3648639
#######
6.68
468
17.8
349
22.4
13.7
5.69
0.25
23.8
25.7
11.8
128
0.06
-6.11
-27. 4. Results 18/921
Ayit fall
757703 3649486
#######
7.61
433
18
1010
85
43
4.47
0.83
64.5
108
24.9
408
0.02
-4.94
-21. 18/922
Amphy spring
748804 3653081
#######
7.69
460
18.6
363
26.1
15.4
4.31
0.21
25.5
17.3
5.7
168
0.05
-6.97
-30. Springs (Mt. Hermon, limestone, fresh)
08/786
Ein Dan
751017 3682076
#######
7.39
445
15.9
472
3.44
65.9
5.44
0.65
0.09
4.34
9.77
8.99
211
1.01
-7.36 -38.3
08/787
Ein Banyas
746939 3682079
#######
7.49
497
18.4
358
3.52
72.3
12.4
1.46
0.30
9.87
12.9
57.3
206
1.00
-7.29 -37.5
Average
69.1
8.92
1.06
7.11
11.3
33.1
River
16/18
Yarmouk River
YR
756255 3624301
#######
8.4
191
23.5
961
3.18
55
30
5.7
0.57
97
110
147
0.2
184
5.9
-4.32 -21.3 Geofluids 8 Table 2: REY composition of the discussed groundwater from the Lower Yarmouk Gorge. 4. Results ID
Location
Short
La
Ce
Pr
Nd
Pm
Sm
Eu
Gd
Tb
Dy
Y
Ho
Er
Tm
Yb
Lu
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
pmol/l
01-128
Mukheibeh 1 2001
M1 (01)
2.35
4.31
0.58
2.33
0.48
0.17
0.54
0.09
0.70
17.71
0.17
0.72
1.01
0.20
13/803
Mukheibeh 2 2013
M2 (13)
1.40
2.11
0.28
1.14
0.22
0.08
0.35
0.06
0.54
14.84
0.14
0.58
0.86
0.17
16-08
Mukheibeh 2 2016
M2 (16)
2.21
3.75
0.43
1.98
0.74
0.08
0.42
0.06
0.65
18.59
0.17
0.67
0.89
0.17
13/802
Mukheibeh 4 2013
M4 (13)
1.51
2.47
0.31
1.42
0.26
0.08
0.29
0.06
0.44
11.57
0.11
0.48
0.72
0.13
16-09
Mukheibeh 4 2016
M4 (16)
22.21
41.72
5.15
21.76
4.34
1.02
3.99
0.54
3.43
52.06
0.70
2.10
1.89
0.31
16-12
Mukheibeh 5 2016
M5 (16)
1.18
1.84
0.18
0.81
0.23
0.09
0.11
2.90
0.16
16-10
Mukheibeh 6 2016
M6 (16)
1.54
2.57
0.23
1.03
0.28
0.21
0.05
0.42
14.17
0.12
0.49
0.77
0.15
16-14
Mukheibeh 7 2016
M7 (16)
4.62
9.02
0.90
3.47
0.63
0.17
0.69
0.10
0.79
17.05
0.18
0.66
0.79
0.13
13/804
Mukheibeh 8 2013
M8 (13)
5.14
8.87
1.10
4.53
0.89
0.23
0.91
0.15
0.90
12.69
0.19
0.56
0.46
0.08
16-16
Mukheibeh 8 2016
M8 (16)
4.66
6.57
0.79
3.02
0.49
0.12
0.53
0.06
0.54
9.73
0.11
0.36
0.34
0.05
16-17
Mukheibeh 9 2016
M9 (16)
14.58
29.29
2.84
8.76
0.51
0.11
0.92
0.07
0.47
8.02
0.09
0.32
0.49
0.12
16-11
Mukheibeh 10 2016
M10 (16)
3.63
7.27
0.79
3.40
0.81
0.18
0.71
0.09
0.62
8.73
0.12
0.38
0.42
0.08
16-13
Mukheibeh 11 2016
M11 (16)
4.22
7.74
0.84
3.60
0.82
0.21
0.89
0.14
1.22
27.90
0.29
0.96
0.99
0.16
13/805
Mukheibeh 13 2013
M13 (13)
7.48
11.31
1.19
4.65
0.77
0.23
0.86
0.10
0.75
11.11
0.16
0.50
0.54
0.09
16-15
Mukheibeh 13 2016
M13 (16)
2.97
6.20
0.62
2.67
0.62
0.16
0.59
0.09
0.69
12.51
0.16
0.49
0.50
0.08
16-07
Meizar 1
Me1
1.40
2.21
0.18
0.96
0.42
0.28
0.53
0.18
3.23
0.14
01-166
Meizar 2 2001
Me2 (01)
4.38
10.32
1.33
4.80
1.03
0.23
1.05
0.14
0.88
15.75
0.17
0.49
0.40
0.06
08/753
Meizar 2 2008
Me2 (08)
7.17
18.48
3.23
15.86
5.48
1.40
6.32
0.84
4.18
34.51
0.75
1.91
1.21
0.15
16-02
Meizar 2 2016
Me2 (16)
6.14
10.28
1.14
4.51
0.85
0.22
1.09
0.16
1.15
24.60
0.25
0.72
0.51
0.07
01-167
Meizar 3 2001
Me3 (01)
9.98
18.14
2.48
10.12
2.24
0.56
2.25
0.31
1.81
23.87
0.35
1.02
0.86
0.14
08/752
Meizar 3 2008
Me3 (08)
30.39
86.80
17.80
96.20
31.56
7.83
36.36
4.79
23.55
140.96
3.97
8.98
5.48
0.77
16-01
Meizar 3 2016
Me3 (16)
1.33
2.39
0.25
1.03
0.20
0.20
0.04
0.22
4.63
0.05
0.17
0.25
0.05
16-03
Ein Sahina
ES
1.84
3.24
0.32
1.43
0.28
0.33
0.35
9.18
0.09
0.30
0.30
0.04
16-04
Ein Balsam 2016
EB
4.68
9.13
0.98
4.20
0.75
0.20
0.80
0.10
0.76
17.16
0.16
0.53
0.61
0.10
00- 108
Ein Makla 2000
ER (00)
12.49
25.59
1.87
11.20
1.81
0.49
2.16
0.33
2.26
50.15
0.55
1.91
2.03
0.35
04-586
Ein Makla 2004
ER (04)
10.31
14.67
1.81
7.43
1.28
0.38
1.83
0.31
1.99
47.02
0.48
1.84
1.92
0.33
16-06
Ein Makla 2016
ER (16)
8.81
11.05
1.44
6.23
1.26
0.38
1.70
0.27
2.23
50.26
0.52
1.84
2.03
0.36
00- 107
Ein Reach 2000
EM (00)
19.71
1.46
9.53
1.35
0.38
1.50
0.24
1.50
27.60
0.31
1.17
1.25
0.22
04-585
Ein Reach 2004
EM (04)
4.75
7.70
0.98
3.61
0.62
0.21
0.84
0.15
1.04
19.69
0.22
0.73
0.92
0.17
16-05
Ein Reach 2016
EM (16)
14.61
25.69
2.88
12.01
2.16
0.60
2.41
0.33
2.40
43.53
0.53
1.75
1.72
0.30
16-20
Ain Saraya
AS
12.27
18.80
2.33
7.34
0.49
0.11
0.84
0.08
0.64
15.98
0.16
0.62
0.85
0.17
01-12
Ain Himma 2001
AH (01)
4.31
23.39
3.48
13.06
2.98
0.78
3.38
0.52
3.33
51.76
0.73
2.21
2.02
0.34
07/624
Ain Himma 2007
AH (07)
16.34
65.43
3.42
14.15
3.38
0.92
4.19
0.68
4.29
62.85
0.93
2.79
2.57
0.42
13/807
Ain Himma 2013
AH (13)
4.06
7.58
0.74
2.91
0.53
0.13
0.53
0.09
0.61
13.83
0.16
0.52
0.66
0.11
16-19
Ain Himma 2016
AH (16)
43.50
61.06
8.54
25.95
0.76
0.19
2.11
0.12
0.92
19.85
0.21
0.80
1.05
0.23 9 Geofluids 9 Geofluids 10 Table 3: Sr2+ concentration and 87Sr/86Sr isotope signatures of
groundwater and rocks from the Lower Yarmouk Gorge and
surrounding areas. 4. Results ID
Well/spring
Sr (mg/l)
87Sr/86Sr
16/08
Mukheibeh 2
0.51
0.70769
16/09
Mukheibeh 4
0.5
0.70764
16/12
Mukheibeh 5
0.94
0.70770
16/10
Mukheibeh 6
0.66
0.70767
16/14
Mukheibeh 7
0.54
0.70757
16/16
Mukheibeh 8
1.3
0.70748
16/17
Mukheibeh 9
5.3
0.70778
16/11
Mukheibeh 10
0.96
0.70757
16/13
Mukheibeh 11
0.87
0.70767
16/15
Mukheibeh 13
0.88
0.70757
16/07
Meizar 1
2.1
0.70754
16/02
Meizar 2
5.5
0.70760
16/01
Meizar 3
1.1
0.70755
16/03
Ein Sahina
0.56
0.70763
16/04
Ein Balsam
3.5
0.70765
16/06
Ein Makla
5.5
0.70767
16/05
Ein Reach
4.2
0.70776
16/20
Ain Saraya
3.8
0.70771
16/19
Ain Himma
2
0.70759
18/920
Umm Abu ad Dananir
0.252
0.70458
18/922
Amphy spring
0.21
0.70457
16/18
Yarmouk
0.57
0.70708
ID
Rock sample
Sr (mg/kg)
87Sr/86Sr
18/A
Golan Heights 1
1934
0.70330
18/B
Golan Heights 2
1040
0.70350 ID
Well/spring
Sr (mg/l)
87Sr/86Sr
16/08
Mukheibeh 2
0.51
0.70769
16/09
Mukheibeh 4
0.5
0.70764
16/12
Mukheibeh 5
0.94
0.70770
16/10
Mukheibeh 6
0.66
0.70767
16/14
Mukheibeh 7
0.54
0.70757
16/16
Mukheibeh 8
1.3
0.70748
16/17
Mukheibeh 9
5.3
0.70778
16/11
Mukheibeh 10
0.96
0.70757
16/13
Mukheibeh 11
0.87
0.70767
16/15
Mukheibeh 13
0.88
0.70757
16/07
Meizar 1
2.1
0.70754
16/02
Meizar 2
5.5
0.70760
16/01
Meizar 3
1.1
0.70755
16/03
Ein Sahina
0.56
0.70763
16/04
Ein Balsam
3.5
0.70765
16/06
Ein Makla
5.5
0.70767
16/05
Ein Reach
4.2
0.70776
16/20
Ain Saraya
3.8
0.70771
16/19
Ain Himma
2
0.70759
18/920
Umm Abu ad Dananir
0.252
0.70458
18/922
Amphy spring
0.21
0.70457
16/18
Yarmouk
0.57
0.70708
ID
Rock sample
Sr (mg/kg)
87Sr/86Sr
18/A
Golan Heights 1
1934
0.70330
18/B
Golan Heights 2
1040
0.70350 All of the above patterns show positive Y anomalies. The
dissolution of REY-enriched HFO yields convex patterns of
type t5 with enhanced abundances of medium REE com-
pared to light and heavy REE and negative Y anomalies
(Figure 6(f)). These Y anomalies develop because Y prefers
to stay in the aqueous phase during the stage of REY adsorp-
tion by HFO [36]. The water from Ain Himma in 2001 and 2007 and well
Mukheibeh 4(16) shows REY patterns, typical of water from
limestone aquifers such as those of Ein Dan and Ein Banyas
in the Mt. Hermon Massif but without the negative Ce anom-
alies typical of spring waters from karstic limestones
(Figure 6(g)) or from Cretaceous limestones along the rift
valley [37]. 4. Results Note that the REY abundance in waters from
Mukheibeh 4(16) and Ain Himma from years 2000 and
2007 is lower than that in the spring waters of Dan and
Banyas, which may be a result of interaction with HFO. 4.4. 87Sr/86Sr. Although the waters show a wide spread in
Sr2+, their 87Sr/86Sr isotope ratios vary only between 0.7070
and 0.7077 (Figure 7). This corresponds with the range of
87Sr/86Sr in Cretaceous limestones of Israel, which is about
0.7070-07086 (Wilske et al., unpublished data). Only the
Yarmouk River with 0.70710 points to mixing with basaltic
rock drainage water which shows an
87Sr/86Sr value of
0.70455, slightly above Phanerozoic upper mantel alkali
olivine basalts from Israel with 87Sr/86Sr of 0.7033-07035
(Table 3). varied over the years. Hamat Gader brines are lower in
SO4
2- but higher in Cl- and Br- than Meizar brines. Waters
from wells such as Meizar 1 and Mukheibeh 8, 9, and
11 sometimes deviate from the indicated trend lines. The
Yarmouk
River
water
is
mostly
comparable
to
Mukheibeh water, but not in diagramms with Na+, Cl-
and SO4
2-. varied over the years. Hamat Gader brines are lower in
SO4
2- but higher in Cl- and Br- than Meizar brines. Waters
from wells such as Meizar 1 and Mukheibeh 8, 9, and
11 sometimes deviate from the indicated trend lines. The
Yarmouk
River
water
is
mostly
comparable
to
Mukheibeh water, but not in diagramms with Na+, Cl-
and SO4
2-. In the plot of Sr2+ vs. 87Sr/86Sr, Mukheibeh field
groundwater clusters at low Sr2+, whereas the samples
from Hamat Gader, Meizar 2, and Himma show a wide
spread. Mukheibeh 8 water fits into the Hamat Gader-
Meizar 2-Himma trend, whereas Meizar 3 approaches the
Mukheibeh field. 4.2. Uranium. U(VI) is correlated neither with any other ele-
ment mentioned before nor with Eh varying between -200
and +200 mV (Table 1). The Mukheibeh field splits into three
subgroups (Figure 5). U(VI) with 80-105 nmol/l has the
highest values in Mukheibeh groundwater. Groundwater
from wells Mukheibeh 5 and 11, Ain Himma, Hamat
Gader shows values between 3 and 10 nmol/l. The groundwa-
ter with <0.1 nmol/l and that with U(VI) below the detection
limit comprise all well waters from Meizar 2 and 3 and
Mukheibeh 1, 8, and 9. The lowest U(VI) values are either
in the lowest or in the highest sulfate groundwater
(Figure 5(b)). 4.5. δ18O vs. δD. 4. Results under oxidizing conditions. These colloids later aggregate
to gels on all solid surfaces along the pathways within and
below the basaltic layer. In aqueous systems, however, HREE
and Y are slightly fractionated. The REY patterns of samples
in this study are subdivided into 6 types. The first group (t1)
typifies groundwater derived from weathered alkali olivine
basalts. The patterns t2 and t3 show the results of increasing
mixing with limestone water (t4) (Figures 6(a)–6(d)). In
Figure 6(e), three REY patterns of type t2∗are compiled
which show very high LREE contents but low HREE and
Y. Otherwise, they resemble type t2. Another different feature
of t2∗is that positive Gd anomalies exceed those of Y. varied over the years. Hamat Gader brines are lower in
SO4
2- but higher in Cl- and Br- than Meizar brines. Waters
from wells such as Meizar 1 and Mukheibeh 8, 9, and
11 sometimes deviate from the indicated trend lines. The
Yarmouk
River
water
is
mostly
comparable
to
Mukheibeh water, but not in diagramms with Na+, Cl-
and SO4
2-. 4.2. Uranium. U(VI) is correlated neither with any other ele-
ment mentioned before nor with Eh varying between -200
and +200 mV (Table 1). The Mukheibeh field splits into three
subgroups (Figure 5). U(VI) with 80-105 nmol/l has the
highest values in Mukheibeh groundwater. Groundwater
from wells Mukheibeh 5 and 11, Ain Himma, Hamat
Gader shows values between 3 and 10 nmol/l. The groundwa-
ter with <0.1 nmol/l and that with U(VI) below the detection
limit comprise all well waters from Meizar 2 and 3 and
Mukheibeh 1, 8, and 9. The lowest U(VI) values are either
in the lowest or in the highest sulfate groundwater
(Figure 5(b)). 4.3. Rare Earths and Yttrium. Weathering of omnipresent
Table 3: Sr
concentration and
Sr/ Sr isotope signatures of
groundwater and rocks from the Lower Yarmouk Gorge and
surrounding areas. 4. Results The stable water isotopes in the LYG range
from low values of Meizar 2 in the southern Golan Heights
and springs and wells on the eastern plunge of the Mt. Hermon Massif towards the Hauran plateau to high values
in water of the Yarmouk River (Figure 8). All data from
the LYG are plotted between the Syrian and Mt. Hermon
meteoric water lines (MWL). The Mukheibeh waters like
the groundwater from the Hauran plateau nearly cover the
whole array, whereas the samples of Meizar, Hamat Gader,
and Himma cluster. Ein Sahina, located uphill of the Hamat
Gader group, is plotted among the Mukheibeh field. Ain
Sarayah, located close to Ein Reach of the Hamat Gader 4.3. Rare Earths and Yttrium. Weathering of omnipresent
alkali olivine basalts in the Yarmouk basin releases Fe(II)
which precipitates as colloidal ferric oxyhydroxides (HFO) 11 11 Geofluids 0
100
200
300
400
500
Cl (mg/l)
0
50
100
150
200
250
Na (mg/l)
Me1 (16)
M9 (16)
Hamat Gader
HG Ein Sahina
Ain Himma
Meizar wells
Mukheibeh wells
Yarmouk River
(a)
Cl (mg/l)
Ca (mg/l)
0
100
200
300
400
500
50
100
150
200
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(b)
Cl (mg/l)
K (mg/l)
0
100
200
300
400
500
0
5
10
15
20
25
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(c)
Cl (mg/l)
Sr (mg/l)
0
100
200
300
400
500
0
1
2
3
4
5
6
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(d)
Cl (mg/l)
SO4 (mg/l)
0
100
200
300
400
500
0
50
100
150
200
250
300
350
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(e)
Br (mg/l)
Rb (𝜇g/l)
0
1
2
3
4
5
6
7
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
M2 (16)
M8 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(f)
Figure 4: Continued. 4. Results Cl (mg/l)
Ca (mg/l)
0
100
200
300
400
500
50
100
150
200
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(b) 0
100
200
300
400
500
Cl (mg/l)
0
50
100
150
200
250
Na (mg/l)
Me1 (16)
M9 (16) Ca (mg/l) Cl (mg/l)
K (mg/l)
0
100
200
300
400
500
0
5
10
15
20
25
Me1 (16)
M9 (16) Cl (mg/l)
Sr (mg/l)
0
100
200
300
400
500
0
1
2
3
4
5
6
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(d) Sr (mg/l) K (mg/l) Cl (mg/l)
SO4 (mg/l)
0
100
200
300
400
500
0
50
100
150
200
250
300
350
Me1 (16)
M9 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(e)
Br (mg/l)
Rb (𝜇g/l)
0
1
2
3
4
5
6
7
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
M2 (16)
M8 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(f)
Figure 4: Continued. g/l)
300
400
500
Me1 (16)
Group: 4
Group: 5
Group: 6
Br (mg/l)
Rb (𝜇g/l)
0
1
2
3
4
5
6
7
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
M2 (16)
M8 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(f)
Figure 4: Continued. Br (mg/l)
Rb (𝜇g/l)
0
1
2
3
4
5
6
7
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
M2 (16)
M8 (16)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(f)
d SO4 (mg/l) Rb (𝜇g/l) Figure 4: Continued. 4. Results Meizar 2 and Meizar 3(08) show the lowest isotope values. cluster, is plotted among the heaviest Mukheibeh waters. Meizar 2 and Meizar 3(08) show the lowest isotope values. 4. Results 12 12 Geofluids Cl (mg/l)
Mg (mg/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
100
200
300
400
500
15
20
25
30
35
40
45
Me1 (16)
Me2 (16)
Me3 (16)
M8 (16)
M11 (16)
(g)
Sr (mg/l)
Rb (𝜇g/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
1
2
3
4
5
6
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
Me3 (16)
M2 (16)
M9 (16)
(h)
Cl (mg/l)
Br (mg/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
100
200
300
400
500
0
1
2
3
4
5
6
7
Me1 (16)
Me2 (16)
Me3 (16)
M8 (16)
(i)
Cl (mg/l)
Rb (𝜇g/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
100
200
300
400
500
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
Me3 (16)
M2 (16)
(j)
Figure 4: Crossplots of elements in the groundwater in the Lower Yarmouk Gorge. For details, refer to text. Sr (mg/l)
Rb (𝜇g/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
1
2
3
4
5
6
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
Me3 (16)
M2 (16)
M9 (16)
(h) ( )
Cl (mg/l)
Rb (𝜇g/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
100
200
300
400
500
0
5
10
15
20
25
30
35
Me1 (16)
Me2 (16)
Me3 (16)
M2 (16)
(j) Cl (mg/l)
Br (mg/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
100
200
300
400
500
0
1
2
3
4
5
6
7
Me1 (16)
Me2 (16)
Me3 (16)
M8 (16)
(i) (i) Figure 4: Crossplots of elements in the groundwater in the Lower Yarmouk Gorge. For details, refer to text. The water of Meizar 2(08) and Meizar 3(08) shows simi-
lar chemical and isotopic composition and the same type of
REY patterns (t5). Although showing similar U(VI) concen-
trations, Meizar 2(01) and Meizar 2(16) are dissimilar in REY
patterns (t4 and t5). This suggests that these types of ground-
water discharge from the same reservoir but the flow path of
recharging water differs over the years. cluster, is plotted among the heaviest Mukheibeh waters. 5. Discussion A second
mixing line is indicated by Ein Sahina and Mukheibeh wells 1
and 6; both lines only differ in the Mukheibeh end member. water is characterized by Na+/Cl−≫1 (Table 1) and typical
REY patterns of type t1 (Figure 6(a)). With increasing leach-
ing of halite from sedimentary rocks, the basaltic waters
approach the lowest Na+/Cl- value of about 1, whereas mix-
ing with evaporated seawater brines yields Na+/Cl−< 1
(Figure 9). Comparison of the Mukheibeh waters with those
of basaltic composition reveals that the former waters are
enriched in all elements (Table 1). The dissolution of anhy-
drite/gypsum by thermal waters of Meizar and Himma leads
to enhanced concentrations of Ca2+ and SO4
2- (Figure 4(b)). Ca2+ may also increase by dissolution of calcite at enhanced
temperatures and albitization of plagioclases in basalts. Mg2+, Rb+, Br-, and K+ may be gained by ion exchange
against Ca2+ in marly layers in the aquifers (Figures 3 and 4). A Br- increase may be gained by contact with the
bituminous-rich B2 formation. The correlations of Cl- with
SO4
2-, Ca2+, Mg2+, Sr2+, Rb+, and Br- reveal that, with few
exceptions, waters from Hamat Gader, Himma, and Meizar
are mixtures of basaltic water and remnants of brines from
the Triassic-Cretaceous Arabian carbonate platform. The
strong correlation of Rb+ and Sr2+ indicates a common source
but not necessarily the same mineral (Figure 4(h)). The two
trends in the correlation of Rb+ and Br- verify the different
sources of both elements (Figure 4(j)). 5.2. The Impact of HFO Precipitation on U and REY. U(VI) is
highly adsorbed onto the high surface area of HFO [40]. The
U content of alkali olivine basalts is in the range of 1 ppb [41]. The infiltrating basaltic groundwater with low U(VI) content
passes the growing HFO “filter” within and below the basaltic
cover of the Hauran plateau and elsewhere. During the alter-
ation of HFO to goethite, lepidocrocite, or hematite, the
adsorbed U(VI) is reduced to U(V) which is more resilient to
oxidation than uraninite (UO2) or adsorbed U(IV) [42, 43]. Adsorption of U(VI) in the pH range of 6.6-7.3 (Table 1) is
not affected by additional adsorption of phosphate [44]. y
The high U(VI) contents of 80 to 105 nmol/l in the
groundwater of Mukheibeh artesian wells 1, 2, 4, 6, and 7
are most probably supplied later from the phosphorite-rich
B2 aquifer. 5. Discussion 5.1. Sources of Groundwater. The stable isotopes of water and
the element correlations reveal different origins of fresh and
saline contributions to the groundwater in the LYG. Distinct
groups of stable isotopes suggest regional infiltration areas at
different elevations. The Meizar 2 groundwater from 2001 to
2016 with (i) light δ2H and δ18O signatures and (ii) REY pat-
terns of nearly limestone water shape and least affected by
HFO (t4 in Figure 6(d)) suggests infiltration of precipitation
on the outcropping Triassic to Cretaceous limestones of the
foothills of the Mt. Hermon Massif. The increase in Cl- is
higher than that in Na+ probably pointing to mobilization
of highly evaporated seawater brines and admix of these
brines to the limestone water. g
g
y
The groundwater with δ18O and δD of about -6‰ and
-30‰, respectively, typifies the groundwater from Hamat
Gader, Himma, Meizar 3 in 2001 and 2016, and the Mukhei-
beh field. Most of the Mukheibeh and Hauran groundwater
shows a trend of increasingly heavy stable isotopes of water,
suggesting evaporation of recharge prior to infiltration
(Figure 8). The effect of evaporation on stable isotope enrich-
ment is shown by heaviest δD and δ18O signatures in the
Yarmouk River. High molar values of Na+/Cl- and Ca2+/SO4
2- but low
Br-/Cl- and low concentrations of Na+, Cl-, Ca2+, Mg2+, K+,
Sr2+, and Br- typify the basaltic waters [31]. Pure basaltic 13 Geofluids .5
1.0
1.5
2.0
2.5
Na/Cl (mol/mol)
.01
.1
1
10
100
U (mmol/l)
Me1 (16) M8 (16)
LOD
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
(a)
U (mmol/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
50
100
150
200
250
300
350
SO4 (mg/l)
.01
.1
1
10
100
Me1 (16)
Me2 (08)
Me3 (08)
LOD
(b)
Figure 5: Crossplots of U(VI) and Na/Cl values in the groundwater of the Lower Yarmouk Gorge. U (mmol/l)
Group: 1
Group: 2
Group: 3
Group: 4
Group: 5
Group: 6
0
50
100
150
200
250
300
350
SO4 (mg/l)
.01
.1
1
10
100
Me1 (16)
Me2 (08)
Me3 (08)
LOD
(b)
i
th
d
t
f th L
Y
k G U (mmol/l) U (mmol/l) (b) Figure 5: Crossplots of U(VI) and Na/Cl values in the groundwater of the Lower Yarmouk Gorge. ing at SE shoreline of the Lake Tiberias [2, 38, 39]. 5. Discussion The phosphorites from the B2 formation in Syria,
Jordan, and Israel contain about 100 ppm U [45]. Assuming
that U(VI) is mobilized by phosphate as UO2(HPO4)2
2+
[46], the phosphate concentration should be in the range of
0.2 μmol/l or 6 μg/l which was much below our routine
detection limit of phosphate of 1 mg/l. g
j
The molar 1000Br-/Cl- vs. Na+/Cl- values show several
trends for groundwater in the Yarmouk basin and the trend
of evaporated seawater in salt pans (Figure 9). In this plot,
the springs of Hamat Gader, Himma, and well Meizar 2
define vertical trends which are only explainable by leaching
of Br- from the organic-rich B2 formation (Figure 3). Meizar
3 in 2001 and 2016 and all the groundwater with the lowest
Br-/Cl- values in the vertical groups suggest mixing between
Mukheibeh groundwater and seawater brine characterized
by Na+/Cl- and 1000Br-/Cl- of about 0.5 and 5.3, respectively. Such ratios resemble those of the Ha’On type of brine, emerg- Meizar 2 water has its source in the flanks of the Mt. Hermon Massif and in the western elevations of the
Hauran plateau, which agrees with light stable isotopes of
water. Although limestone waters contain 2-20 nmol/l
U(IV) from elsewhere in Israel (Siebert unpublished), Meizar
2 and Mukheibeh 8, 9, and 11 waters show less than
0.1 nmol/l U(VI) suggesting that these waters must have
had contact with HFO but did not interact with the B2 for-
mation. 5. Discussion Though having similar low U, considerably heavier
stable isotope signatures in Mukheibeh 8 and 9, the most 14 Geofluids –7
–6
–5
–4
Log (REY, C1-normalized)
M1 (01)
M2 (13)
M2 (16)
M4 (13)
M6 (16)
M11 (16)
Me3 (16)
AH (13)
ER (16)
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(a)
–7
–6
–5
–4
EM (00)
EM (04)
ER (00)
ER (04)
EM (16)
M7 (16)
M10 (16)
EB
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(b)
–7
–6
–5
–4
Log (REY, C1-normalized)
M8 (16)
M13 (13)
M13 (16)
ES
YR
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(c)
–7
–6
–5
–4
AH (01)
AH (07)
M4 (16)
M8 (13)
Me2 (01)
Me2 (16)
Me3 (01)
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(d)
–7
–6
–5
–4
Log (REY, C1-normalized)
M9 (16)
AH (16)
AS
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(e)
–7
–6
–5
–4
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
Me2 (08)
Me3 (08)
(f) –7
–6
–5
–4
Log (REY, C1-normalized)
M1 (01)
M2 (13)
M2 (16)
M4 (13)
M6 (16)
M11 (16)
Me3 (16)
AH (13)
ER (16)
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(a) –7
–6
–5
–4
EM (00)
EM (04)
ER (00)
ER (04)
EM (16)
M7 (16)
M10 (16)
EB
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(b) (b) –7
–6
–5
–4
Log (REY, C1-normalized)
M8 (16)
M13 (13)
M13 (16)
ES
YR
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(c) –7
–6
–5
–4
Log (REY, C1-normalized) –7
–6
–5
–4
AH (01)
AH (07)
M4 (16)
M8 (13)
Me2 (01)
Me2 (16)
Me3 (01)
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
(d) 7
–6
–5
–4 Log (REY, C1-normalized) –7
–6
–5
–4
Log (REY, C1-normalized)
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu –7
–6
–5
–4
L
C
P
Nd P
S
E
Gd Tb D
Y H
E T
Yb L Log (REY, C1-normalized) –7
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu (f) Figure 6: Continued. 5. Discussion Figure 6: Continued. 15 15 Geofluids –7
–6
–5
–4
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
Log (REY, C1-normalized)
AH (01)
AH (07)
EBY
ED
(g)
Figure 6: REY distribution patterns of groundwater in the Lower Yarmouk Gorge. The visual grouping of patterns shows their high
variability. –7
–6
–5
–4
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
Log (REY, C1-normalized)
AH (01)
AH (07)
EBY
ED
(g)
n patterns of groundwater in the Lower Yarmouk Gorge. The visual grouping of patterns shows their hi –7
–6
–5
–4
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
Log (REY, C1-normalized)
AH (01)
AH (07)
EBY
ED
(g)
e 6: REY distribution patterns of groundwater in the Lower Yarmouk Gorge. The visual grouping –7
–6
–5
–4
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
Log (REY, C1-normalized)
AH (01)
AH (07)
EBY
ED
(g) Figure 6: REY distribution patterns of groundwater in the Lower Yarmouk Gorge. The visual grouping of patterns shows their high
variability. Hamat Gader
HG Ein Sahina
Ain Himma
Meizar wells
Mukheibeh wells
Yarmouk River
Springs cover basalt (GH)
Model curve: SrBW = 0.05 mg/l; 87Sr/86SrBW = 0.70455
Srbrine = 79 mg/l; 87Sr/86Srbrine = 0.7078
Srbrine = 79 mg/l; 87Sr/86Srbrine = 0.7078
Model curve: SrBW = 0.21 mg/l; 87Sr/86SrBW = 0.70455
0
1
2
3
4
5
6
Sr (mg/l)
.7066
.7068
.7070
.7074
.7076
.7078
.7080
.7064
.7072
.7046
.7044
87Sr/86Sr
Me3 (16)
M9 (16)
M8 (16)
(a)
0
1
2
3
4
5
6
Sr (mg/l)
.7045
.7050
.7070
.7075
.7080
Me3 (16)
.7085
.7090
M8 (16)
M9 (16)
87Sr/86Sr
Hamat Gader
HG Ein Sahina
Ain Himma
Meizar wells
Mukheibeh wells
Yarmouk River
Springs cover basalt (GH)
Model curve: SrBW = 0.21 mg/l; 87Sr/86SrBW = 0.70455
Srbrine = 300 mg/l; 87Sr/86Srbrine = 0.7089
Srbrine = 300 mg/l; 87Sr/86Srbrine = 0.7078
Model curve: SrBW = 0.21 mg/l; 87Sr/86SrBW = 0.70455
(b)
Figure 7: Crossplots of Sr isotope ratios and Sr2+ in the groundwater from the Lower Yarmouk Gorge. 5. Discussion 0
1
2
3
4
5
6
S (
/l)
.7045
.7050
.7070
.7075
.7080
Me3 (16)
.7085
.7090
M8 (16)
M9 (16)
87Sr/86Sr Hamat Gader
HG Ein Sahina
Ain Himma
Meizar wells
Mukheibeh wells
Yarmouk River
Springs cover basalt (GH)
Model curve: SrBW = 0.05 mg/l; 87Sr/86SrBW = 0.70455
Srbrine = 79 mg/l; 87Sr/86Srbrine = 0.7078
Srbrine = 79 mg/l; 87Sr/86Srbrine = 0.7078
Model curve: SrBW = 0.21 mg/l; 87Sr/86SrBW = 0.70455
0
1
2
3
4
5
6
Sr (mg/l)
.7066
.7068
.7070
.7074
.7076
.7078
.7080
.7064
.7072
.7046
.7044
87Sr/86Sr
Me3 (16)
M9 (16)
M8 (16)
(a)
2 0
1
2
3
4
5
6
Sr (mg/l)
.7066
.7068
.7070
.7074
.7076
.7078
.7080
.7064
.7072
.7046
.7044
87Sr/86Sr
Me3 (16)
M9 (16)
M8 (16) (b) (a) Figure 7: Crossplots of Sr isotope ratios and Sr2+ in the groundwater from the Lower Yarmouk Gorge. northeastern samples in the LYG, refer to a recharge area dif-
fering from Meizar 2. phosphate and REY resulting in type t1 patterns. This
seems to be indicated in type t2∗, which is possibly due to
Y-phosphate precipitation (possibly churchite, Y, and
HREEPO4) due to which the light REE are released [47]. g
HFO scavenges not only U(IV) but also REY and
HPO4
2-. There may be some synergetic interaction between 16 Geofluids Hamat Gader
HG Ein Sahina
Meizar wells
Ain Himma
Mukheibeh wells
Yarmouk River
GW Hauran plateau
MWL Mt. Hermon
–20
–25
–30
𝛿2H (VSMOW)
–35
–40
–7.5
–7.0
–6.5
–6.0
–5.5
𝛿18O (VSMOW)
–5.0
–4.5
–4.0
MWL SW Syria
Figure 8: δD vs. δ18O in groundwater of the Lower Yarmouk Gorge ([1]; this study) and the Hauran plateau [18]. MWL for Mt. Hermon and
SW Syria are taken from Brielmann [52] and Al Charideh and Zakhem [53], respectively. –20
–25
–30
𝛿2H (VSMOW)
–35
–40
–7.5
–7.0
–6.5
–6.0
–5.5
𝛿18O (VSMOW)
–5.0
–4.5
–4.0 𝛿2H (VSMOW) Yarmouk River
GW Hauran plateau
MWL Mt. Hermon
MWL SW Syria Figure 8: δD vs. δ18O in groundwater of the Lower Yarmouk Gorge ([1]; this study) and the Hauran plateau [18]. MWL for Mt. Hermon and
SW Syria are taken from Brielmann [52] and Al Charideh and Zakhem [53], respectively. 5. Discussion .0
.5
1.0
1.5
2.0
2.5
Na/Cl
0
1
2
3
4
5
6
1000Br/Cl
Me1 (16)
M1 (01)
M9 (16)
Hamat Gader
HG Ein Sahina
Ain Himma
Meizar Wells
Mukheibeh Wells
Yarmouk River
MacCaffrey et al. (1995)
Ha’On (Moller et al. 2012)
Figure 9: Crossplots of 1000Br/Cl and Na/Cl of the groundwater from the Lower Yarmouk Gorge. .0
.5
1.0
1.5
2.0
2.5
0
1
2
3
4
5
6
1000Br/Cl
Me1 (16)
M1 (01)
M9 (16) 1000Br/Cl 1000Br/Cl Me1 (16) Figure 9: Crossplots of 1000Br/Cl and Na/Cl of the groundwater from the Lower Yarmouk Gorge. All groundwater in the gorge is produced from limestone
aquifers. When the REY poor basaltic water passes the lime-
stones at enhanced temperatures, some calcite dissolves and
thereby its aliquot of REY is released and mixed with REY load of the groundwater. More than 99% of the REY is
immediately adsorbed onto calcite surfaces [48]. This way,
the REY patterns of groundwater change from type t1 to t2,
t3, and finally t4 (Figures 6 and 10). At enhanced 17 Geofluids 17 –7
–6
–5
–4
La Ce Pr Nd Pm Sm Eu Gd Tb Dy Y Ho Er Tm Yb Lu
Log (REY, C1-normalized)
Me3 (01)
0.10
0.20
0.30
0.40
0.50
0.60
0.70
0.80
0.90
M4 (13)
Figure 10: Mixing of basaltic and limestone groundwater showing the change in rare earth distribution patterns. gure 10: Mixing of basaltic and limestone groundwater showing the change in rare earth distribution patterns. Figure 10: Mixing of basaltic and limestone groundwater showing the change in rare earth distribution patter 5.3. Tracing Mixing by Sr2+ and 87Sr/86Sr. The above dis-
cussed findings, which trace back the genesis of the ground-
water in the LYG by variable interactions of basaltic water
with late Tertiary brines of Ha’On type and with calcite
and limestone of the discharging Cretaceous/Paleogene
aquifers, can be fortified by model calculations, which try
to resemble the measured 87Sr/86Sr values in the ground-
water of the LYG by at least interaction of basaltic water
and brine (Figure 7). temperatures, release of LREE is faster than that of HREE and
Y because their Coulomb binding forces are less for the for-
mer bigger than the latter smaller ions. This may qualitatively
explain the change in REY patterns of groundwater in the
Yarmouk basin. 5. Discussion Although the groundwater of the Yarmouk Gorge is
produced from limestone aquifers, their REY patterns still
indicate that the groundwater originates from basaltic catch-
ment regions or, more precisely, has passed HFO layers. Although the patterns are similar in shape, the spring waters
of Dan and Banyas from limestones of the Mt. Hermon
Massif without contact with HFO show higher abundances
than the limestone-like waters from the Yarmouk Gorge
such as in Himma spring and Mukheibeh well 4(16)
(Figure 6(g)). Types t1 to t4 in Figure 5 represent the con-
tinuous change of REY patterns due to the interaction of
basaltic groundwater after passing the HFO filter t1 and
limestones resulting in changes according to t2-t4. These
types of patterns result from mixing limestone and basaltic
rock waters. It could well be that not the whole volume of
water changes due to the interaction but only parts of it
and mixing of various types yields the final patterns as
shown in Figure 10. Using the fraction εbrine of brine in the mixture of brine
and basaltic water, the mix of Sr2+ (Equation (1)) and the
mix of the Sr2+ isotope ratios (Equation (2)) are estimated. ð1Þ Srmix = εbrine × Srbrine + 1 −εbrine
ð
Þ × SrBW,
ð1Þ
87Sr/86Srmix = 87Sr/86Srbrine × εbrine × Srbrine/Srmix
+ 87Sr/86SrBW × 1 −εbrine
ð
Þ × SrBW/Srmix, Srmix = εbrine × Srbrine + 1 −εbrine
ð
Þ × SrBW,
ð1Þ 87Sr/86Srmix = 87Sr/86Srbrine × εbrine × Srbrine/Srmix
+ 87Sr/86SrBW × 1 −εbrine
ð
Þ × SrBW/Srmix, ð2Þ ð2Þ where index BW is the basaltic water. where index BW is the basaltic water. 2 Considering the analytical data on Sr2+ concentration of
groundwater in Table 3, brine, basaltic water, and dissolved
calcite and gypsum and their corresponding 87Sr/86Sr values
and the Sr2+ concentration of basaltic water must be below
0.5 mg/l, the lowest value in Mukheibeh water. Indeed, pure
basaltic water sampled from 2 springs in the cover basalt
of the Golan Heights shows Sr2+ = 0:2 mg/l. The Sr2+ con-
centration of the brine may be between 79 mg/l as ana-
lyzed in Ha’On brine [2] and 300 mg/l, depending on the
amount of dissolution of calcite from limestone with
assumed average Sr2+ concentrations of 100 mg/mol calcite
and about 25mg/mol gypsum from evaporites [49]. 5. Discussion The
87Sr/86Sr value of basaltic water is 0.70455 to 0.70457,
and that of the brine is assumed to be 0.7078, matching
the spread of data in Figure 7. The
87Sr/86Sr value of
0.7078 may result from mixing of Late Tertiary Tethys Type t5 (Figure 6(e)) is not showing dissolution of
phosphate minerals such as apatite but leachates of altering
HFO that loses REY at high levels. The difference between
the latter two is that the former should show a positive
Eu anomaly [36], whereas the latter is characterized by a
negative one. How does it come that these types of groundwater still
show REY patterns typical after infiltration in basaltic catch-
ment areas? The reason is that the REY in calcite surfaces
along the pathways in limestones equilibrate with the low
REY abundance from the basaltic catchment. Under steady-
state conditions, the groundwater from limestones shows
patterns achieved by the interaction with groundwater that
has passed HFO layers [31]. 18 Geofluids 3625000
3622000
3620000
3625000
3622000
3620000
3625000
3622000
3620000
3625000
3622000
3620000
747500
750000
752500
755000
757500
747500
750000
752500
755000
757500
747500
750000
752500
(a)
(b)
(c)
(d)
755000
757500
747500
750000
752500
755000
757500
(a)
(b)
Figure 11: Regional distribution of U(VI) (a), Sr2+ (b), rare earth distribution patterns (c), and sulfate (d) in the Lower Yarmouk Gorge. Legends given in (a) and (c) are representative for the entire Figure 11. 3625000
3622000
3620000
747500
750000
752500
755000
757500 3625000
3622000
3620000
747500
750000
752500
(b)
(d)
755000
757500
(b) Figure 11: Regional distribution of U(VI) (a), Sr2+ (b), rare earth distribution patterns (c), and sulfate (d) in the Lower Yarmouk Gorge. Legends given in (a) and (c) are representative for the entire Figure 11. (4) If 87Sr/86Sr values of brine are larger than 0.7078, nei-
ther the group of groundwater from Mukheibeh wells
and Meizar 3 nor the group of Hamat Gader, Meizar
2, and Ain Himma can be represented (Figure 7(b)) seawater of 0.7089 [50] and dissolved average Upper
Cretaceous limestone in Israel ranging between 0.7076
and 0.7078 (Wilske et al., unpublished data). 2 seawater of 0.7089 [50] and dissolved average Upper
Cretaceous limestone in Israel ranging between 0.7076
and 0.7078 (Wilske et al., unpublished data). 2 seawater of 0.7089 [50] and dissolved average Upper
Cretaceous limestone in Israel ranging between 0.7076
and 0.7078 (Wilske et al., unpublished data). 5. Discussion 2 The model curves in Figure 6 are fitted by varying Sr2+ in
basaltic water and in brine as well as the 87Sr/86Sr value of the
brine. Several information can be derived by the following
procedure. In summary, the 87Sr/86Sr of the groundwater in the LYG
is the result of relic brine, which is diluted by basaltic water
and subsequently dissolves calcite and gypsum and experi-
ences some exchange of Ca2+ against Mg2+, Na+, and K+ in
marly layers of the aquifers (Figure 3). Only Meizar 3 is
mainly limestone water. (1) The observed groundwater cannot be fitted by one
curve, and the results are sensitive to assumed values
of 87Sr/86Sr and the resulting εbrine (2) To fit most Mukheibeh groundwater and that of
Me3(16), the requested Sr2+ concentrations must be
0.05 mg/l, much lower than the observed 0.21mg/l
(Figure 7(a)). Hence, the positive shift of these types
of groundwater along the ordinate is assumed to
result from the interaction of the proposed fluid
mix with calcite and gypsum in the discharging lime-
stone aquifers, which show 87Sr/86Sr values as high as
0.7078 (Wilske et al., unpublished data) 5.4. Regional Distribution of Dissolved Species. The regional
distribution of U(VI), Sr2+, and REY shows comparable
structures, whereas SO4
2- behaves differently. High and low
U(VI) concentrations are present in the NE of the Lower Yar-
mouk Gorge (Figure 11(a)). The high values of 80-105 nmol/l
U mark the area in which Mukheibeh wells 1, 2, 4, 5, 6, and 7
produce artesian water from the phosphorite-rich B2 aquifer. These high U(VI) concentrations decrease to 20 nmol/l
SW-ward, downstream the Yarmouk River and to both
sides of the gorge. North of and NE-ward in the gorge
groundwater contain U(VI) below 1 nmol/l. Such low values
can only be established by adsorption of U(VI). In the case of 5.4. Regional Distribution of Dissolved Species. The regional
distribution of U(VI), Sr2+, and REY shows comparable
structures, whereas SO4
2- behaves differently. High and low
U(VI) concentrations are present in the NE of the Lower Yar-
mouk Gorge (Figure 11(a)). The high values of 80-105 nmol/l
U mark the area in which Mukheibeh wells 1, 2, 4, 5, 6, and 7
produce artesian water from the phosphorite-rich B2 aquifer. These high U(VI) concentrations decrease to 20 nmol/l
SW-ward, downstream the Yarmouk River and to both
sides of the gorge. 6. Conclusions Mukheibeh 8 and 9, this could be HFO in the Hauran pla-
teau; in the case of Meizar, saline groundwater contact with
dissolving HFO is documented in Figure 7(f) in the year
2008. According to Shimron [51], basaltic intrusions are
present in the Mt. Hermon anticline, being probably
responsible for the low U(VI). Additionally, the long path-
way through the limestone aquifers from Mt. Hermon to
the LYG altered the REY patterns in groundwater to type
t4. In 2016, Meizar 3 shows the REY pattern of type t1. However, in 2001, it resembled type t4 of Meizar 2 in
2001 and 2016. The conjoint study of major, minor, and trace elements,
δ18O, δD, and 87Sr/86Sr in the groundwater of the LYG
reveals the following: (i) Mixtures of water from basaltic rocks and limestones
are almost omnipresent in the LYG. A clear excep-
tion is Meizar 2 that produces groundwater that
was infiltrated at the flanks of Mt. Hermon Massif. The mixtures vary from nearly pure basaltic water
to nearly pure limestone water. In addition, leaching
of residual brines and evaporites enhances the salin-
ity of the various types of groundwater In the central part of the LYG, Sr2+ is about 0.55 mg/l
(Figure 11(b)), while it increases to 1 mg/l NE-ward, to
3 mg/l in Himma, to 4 mg/l in Hamat Gader, and to 5 mg/l
in both Meizar wells 2 and 3. (ii) The sources of salinization in limestone aquifers are
given by relic brines, leaching of gypsum, and disso-
lution of calcite. The origin of high sulfate concen-
trations could be either the Late Triassic gypsum
beds occurring at approximate depths of 2000m or
evaporites of the Late Tertiary rift brine of the inland
sea. For instance, groundwater in Meizar 2 and
Hamat Gader has leached different amounts of gyp-
sum/anhydrite and calcite. Ion exchange of Ca2+
against Mg2+, Na+, and K+ enhanced the concentra-
tions of the latter. Meizar 3 in 2008 resembles Meizar
2 in the same year. Their REY patterns show that
this groundwater had dissolved HFO on its altered
flow path. 6. Conclusions The regional distribution of U(VI),
Sr2+, and SO4
2- and REY distribution patterns
reveal that there is a zone with strongly confined
groundwater and the hydrochemical composition
changes systematically sideward and downstream
along the gorge (ii) The sources of salinization in limestone aquifers are
given by relic brines, leaching of gypsum, and disso-
lution of calcite. The origin of high sulfate concen-
trations could be either the Late Triassic gypsum
beds occurring at approximate depths of 2000m or
evaporites of the Late Tertiary rift brine of the inland
sea. For instance, groundwater in Meizar 2 and
Hamat Gader has leached different amounts of gyp-
sum/anhydrite and calcite. Ion exchange of Ca2+
against Mg2+, Na+, and K+ enhanced the concentra-
tions of the latter. Meizar 3 in 2008 resembles Meizar
2 in the same year. Their REY patterns show that
this groundwater had dissolved HFO on its altered
flow path. The regional distribution of U(VI),
Sr2+, and SO4
2- and REY distribution patterns
reveal that there is a zone with strongly confined
groundwater and the hydrochemical composition
changes systematically sideward and downstream
along the gorge A similar shell-like behavior is observable in the REY pat-
terns with t1 patterns in the center followed by t2 SW-ward
and t3 type SE-ward and patterns of t4 to t6 in the NW
(Figure 11(c)). The high-uranium water shows SO4
2- concentrations of
30-50 mg/l (Figure 11(d)). Outside that central part, the
groundwater shows either much higher SO4
2- concentra-
tions, such as in Hamat Gader (150 mg/l) and Meizar
(300 mg/l), or almost no dissolved sulfate as in the NE
(0.12 mg/l). The increasing SO4
2- outside the marked center
may prove depletion of gypsum in the central region of
ascending groundwater. Comparing spatial concentration
distribution patterns of Sr2+ and SO4
2- results in similar
patterns, though the concentration levels differ significantly. Leaching of brines and/or evaporites alters the chemical
composition of the initial basaltic water. The light signatures
of water isotopes of Meizar 2 support a catchment area at the
Mt. Hermon foothills or at elevated places in the Hauran. Meizar 3 water isotopes correspond with those of Hamat
Gader and Himma, which may be taken as an indirect proof
for its basaltic water. Their variable REY patterns of types t1,
t4, and t5 suggest various flow paths of the groundwater
including differing contacts with HFO. 6. Conclusions The shortest pathway
of groundwater flow is indicated by REY patterns of type t1
(Figure 6), while patterns of type t2 and t3 suggest a longer
pathway with more intense REY exchange with calcite in
limestones. The longest pathways are typified by REY pattern
type t4. The REY types and the concentrations of U(VI), Sr2+,
and SO4
2- characterize complex flow patterns of groundwater
towards the gorge. (iii) The regional variation of their chemical composition
of groundwater is related to a complex flower-
structured fault system crossing the gorge. Ground-
water flow in the gorge and the mixing between the
different water bodies are controlled by these struc-
tural features (iii) The regional variation of their chemical composition
of groundwater is related to a complex flower-
structured fault system crossing the gorge. Ground-
water flow in the gorge and the mixing between the
different water bodies are controlled by these struc-
tural features 5. Discussion North of and NE-ward in the gorge
groundwater contain U(VI) below 1 nmol/l. Such low values
can only be established by adsorption of U(VI). In the case of (3) The fitting curves are invariant in respect to varia-
tions of Sr2+ in the brine (compare red curve in
Figure 6(a) and blue curve in Figure 7(b)) 19 Geofluids Geofluids Conflicts of Interest The authors declare that they have no conflicts of interest. Data Availability All underlying data of the research study are included in the
manuscript in the form of Tables 1–3. The most distinct basaltic water is produced from the
B1/B2 limestone aquifers fractured by a complex fault system
crossing the LYG [15] (Figure 1(b)). This marks the most
important flow path of drainage water from the Hauran into
the LYG. The springs of Hamat Gader (including Ein Sahina)
and Himma are positioned on an uptilted block, whereby
both spring fields are separated from the Meizar field. The
deep aquifer which is tapped by Meizar 2 also produced
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Jordan Rift Valley, Jordan,” PhD. Thesis, Karlsruher Inst. für Technologie (KIT), 2011. [31] P. Möller, E. Rosenthal, N. Inbar, and F. Acknowledgments The research was partly funded by the German Science
Foundation (DFG) (grant MA4450/2) and the DESERVE
Virtual Institute (VH-VI-527) funded by the Helmholtz-
Association of German Research Centers. The authors thank
the Mekorot Co. Ltd. and the IDF and JAF for providing
access and security during sampling along the international
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https://openalex.org/W2985276039
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English
| null |
Age and Sex Influence the Neuro-inflammatory Response to a Peripheral Acute LPS Challenge
|
Frontiers in aging neuroscience
| 2,019
|
cc-by
| 9,811
|
ORIGINAL RESEARCH
published: 05 November 2019
doi: 10.3389/fnagi.2019.00299 Keywords: aging, neuroinflammation, microglia, astrocytes, 18 kDa translocator protein, triggering receptor
expressed on myeloid cells 2 Citation: Murtaj V, Belloli S, Di Grigoli G,
Pannese M, Ballarini E,
Rodriguez-Menendez V, Marmiroli P,
Cappelli A, Masiello V, Monterisi C,
Bellelli G, Panina-Bordignon P
and Moresco RM (2019) Age and
Sex Influence the Neuro-inflammatory
Response to a Peripheral Acute LPS
Challenge. Front. Aging Neurosci. 11:299. doi: 10.3389/fnagi.2019.00299 Age and Sex Influence the
Neuro-inflammatory Response to a
Peripheral Acute LPS Challenge
Valentina Murtaj 1,2, Sara Belloli 2,3, Giuseppe Di Grigoli 2,3, Maria Pannese 4,
Elisa Ballarini 5,6, Virginia Rodriguez-Menendez 5,6, Paola Marmiroli 5,6, Andrea Cappelli 7,
Valeria Masiello 2, Cristina Monterisi 6, Giuseppe Bellelli 8, Paola Panina-Bordignon 4,9*†
and Rosa Maria Moresco 2,6*† 1PhD Program in Neuroscience, School of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy, 2PET and
Nuclear Medicine Unit, San Raffaele Scientific Institute, Milan, Italy, 3Institute of Molecular Bioimaging and Physiology of
National Reasearch Council, Segrate, Italy, 4Neuroimmunology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific
Institute, Milan, Italy, 5Milan Center for Neuroscience, School of Medicine and Surgery, University of Milano-Bicocca, Monza,
Italy, 6Department of Medicine and Surgery, Tecnomed Foundation, University of Milano-Bicocca, Monza, Italy, 7Department
of Biotechnology, Chemistry and Pharmacy, University of Siena, Siena, Italy, 8Acute Geriatric Unit, School of Medicine and
Surgery, San Gerardo Hospital, University of Milano-Bicocca, Monza, Italy, 9School of Medicine and Surgery, San Raffaele
Vita-Salute University, Milan, Italy Reviewed by:
Tahir Ali, University of Calgary, Canada
Chan Young Shin,
Konkuk University, South Korea
Bernd L. Fiebich,
University of Freiburg, Germany *Correspondence:
Rosa Maria Moresco
moresco.rosamaria@hsr.it
Paola Panina-Bordignon
panina.paola@hsr.it *Correspondence:
Rosa Maria Moresco
moresco.rosamaria@hsr.it
Paola Panina-Bordignon
panina.paola@hsr.it †These authors have contributed
equally to this work as co-last authors Received: 24 June 2019
Accepted: 17 October 2019
Published: 05 November 2019 Aging is associated with an exaggerated response to peripheral inflammatory challenges
together with behavioral and cognitive deficits. Studies considering both age and
sex remain limited, despite sex dimorphism of astrocytes and microglial cells is
largely recognized. To fill this knowledge gap, we investigated the effect of a single
intraperitoneal lipopolysaccharide (LPS) administration in adult and aged mice. We
assessed the expression of different inflammatory mediators, and the microglial response
through binding of [18F]-VC701 tracer to translocator protein (TSPO) receptors in the
male and female brain. Aged female brain showed a higher pro-inflammatory response
to LPS compared to adult female and to aged male, as revealed by ex vivo binding to
TSPO receptors and pro-inflammatory mediator transcript levels. The highest astroglial
reaction was observed in the brain of aged females. Differently to the other groups of
animals, in aged males LPS challenge did not affect transcription of triggering receptor
expressed on myeloid cells 2 (TREM2). In conclusion, our study shows that in the
mouse’s brain the neuro-inflammatory response to an acute peripheral insult is sex-
and age-dependent. Moreover, our results might set the basis for further studies aimed
at identifying sex-related targets involved in the modulation of the aberrant neuro-
inflammatory response that characterizes aging. This knowledge could be relevant for
the treatment of conditions such as delirium and dementia. Edited by:
Diego Ruano,
University of Seville, Spain
Reviewed by:
Tahir Ali,
University of Calgary, Canada
Chan Young Shin,
Konkuk University, South Korea
Bernd L. Fiebich,
University of Freiburg, Germany
*Correspondence:
Rosa Maria Moresco
moresco.rosamaria@hsr.it
Paola Panina-Bordignon
panina.paola@hsr.it Edited by:
Diego Ruano,
University of Seville, Spain
Reviewed by:
Tahir Ali,
University of Calgary, Canada
Chan Young Shin,
Konkuk University, South Korea
Bernd L. Fiebich,
University of Freiburg, Germany Edited by:
Diego Ruano,
University of Seville, Spain INTRODUCTION However, most evidence on molecular and pathological
CNS effects induced by peripheral inflammatory challenges,
particularly during aging, derive from pre-clinical studies on
rodents (Cunningham and Maclullich, 2013). As shown in the
literature, aging is associated with an exaggerated response to
peripheral inflammatory challenges together with behavioral and
cognitive deficits (Hoogland et al., 2015; Schreuder et al., 2017). Indeed, in neurodegenerative disorders as well as in normal
aging, microglia cells lose their supportive role in neuroplasticity
and undertake a primed over-reactive phenotype promoting
cognitive decline and synaptic dysfunction (Godbout and
Johnson, 2006; Maclullich et al., 2008; Teeling and Perry, 2009). A recent gene expression profiling of microglia showed that aging
is associated with over-expression of immune-related genes with
an intermediate signature between acute and primed microglial
genes (Holtman et al., 2015). Translocator protein (TSPO) has been shown to be a
reliable biomarker of microglia activation in a large number
of studies of neuro-inflammation by pre-clinical imaging (Liu
et al., 2014). During brain injury or inflammatory insults, TSPO
is overexpressed in activated microglia cells. For this reason,
TSPO ligands for PET imaging have been extensively used
for the in vivo monitoring of microglia activation/macrophage
infiltration in different neuropsychiatric conditions as well as
in neurodegenerative and neuro-inflammatory animal models
(Liu et al., 2014). Currently, not only is there a lack of studies on the
inflammatory responses in males and females but also studies
considering both sex and age remain limited. For this reason, the
main goal of this study was to test whether sex and age influence
the early brain response to an acute peripheral inflammatory
challenge. This experimental setting could reproduce the
delirium syndrome, a transient and serious neurocognitive
disorder characterized by an acute onset and fluctuating course
(Inouye et al., 2014) To this aim, we investigated the effect of
a single intraperitoneal LPS administration in male and female,
adult and aged mice. The association between genes regulating monocytes or
microglial response with neurodegenerative disorders also
supports the major role that neuroinflammation exerts in
cognitive dysfunction. An example of this is the Triggering
Receptor Expressed on Myeloid (TREM), a key component
of innate and adaptive immunity, which is expressed by
a variety of innate cells of the myeloid lineage including
neutrophils, monocytes, osteoclasts, macrophages, dendritic cells
and microglia. In particular, TREM2 has been shown to bind
to poly-anionic ligands such as bacterial LPS and phospholipids
(Wang et al., 2015). INTRODUCTION Upon ligand binding, TREM2 signals
intracellularly through the adaptor protein DAP12, eventually
regulating different cellular functions like phagocytosis, cytokine
production, proliferation and survival (Thankam et al., 2016). Genetic studies have identified TREM2 variants that are
associated with an increased risk of Alzheimer’s disease (AD;
Zheng et al., 2018). Another protein of potential interest
is the TREM cells Like 2 (TREML2 also named TLT2). TREML2 is upregulated on B cells, neutrophils and macrophages
during inflammation, and recent data suggest a potential
modulatory role in pro-inflammatory responses (Thomas et al.,
2016). Indeed, a missense variant of TREML2 (rs3747742)
has been associated with a reduced susceptibility to develop INTRODUCTION The activation of the peripheral immune system is reflected by a pro-inflammatory milieu
in the central nervous system (CNS; Norden and Godbout, 2013). The mechanisms of
neuroinflammation are the subject of an intense pre-clinical research effort. However, most
studies focus only on male animals, as preferred sex. A recent systematic review showed that only November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org Age and Sex Influence Neuroinflammation Murtaj et al. 3 out of 51 publications included both male and female
mice or rats, and only a few of them focused on aged
animals (Hoogland et al., 2015). This issue is relevant since
ample evidence support sex-related differences in age-dependent
neurodegenerative disorders (Bouman et al., 2005; Marriott
and Huet-Hudson, 2006; Azad et al., 2007; Ycaza Herrera
and Mather, 2015; Vom Steeg et al., 2016). Precise regulation
of the immune responses maintains brain tissue homeostasis,
while a chronic inflammatory state may influence the loss of
neuronal function and plasticity (Besedovsky and Rey, 2008). In the presence of immune senescence, systemic inflammation
represents a major precipitating factor for cognitive disorders
(Perry, 2004; Costantini et al., 2018). AD (Benitez et al., 2014; Bhattacharjee et al., 2014; Zhao
and Lukiw, 2015). Females have a higher prevalence of
AD compared to males, thus sex is included among the
risk factors for dementia (McCarthy et al., 2012). Using
in vivo imaging, Mosconi et al. (2017) demonstrated the
presence of AD endo-phenotypes in the brain of asymptomatic
peri-menopausal or menopausal women when compared to
age-matched men. Sex dimorphism of astrocytes and microglial cells is largely
recognized and has been recently demonstrated by Villa et al. (2018). Adult female microglial cells carry a neuroprotective
phenotype even when transplanted into male brain (Amateau
and McCarthy, 2002; Hanamsagar et al., 2017; Villa et al., 2018). Interestingly, this protective phenotype seems to be in contrast
with what has been observed in aged subjects, as suggested
by a whole genome profile showing that old female brains
exhibit higher transcription of genes of the complement system
when compared to old males. The different neuro-inflammatory
signatures may explain the sex-specific susceptibility to cognitive
disorders (Mangold et al., 2017). A neuro-inflammatory response induced by peripheral
challenge with lipopolysaccharide (LPS) has been recently
demonstrated in the brain of adult healthy volunteers using
Positron Emission Tomography (PET) and a radio ligand
for in vivo imaging of brain inflammation (Sandiego et al.,
2015). Animals and LPS Challenge The two-way ANOVA following by Tukey post hoc test was used
to evaluate statistical significance between LPS-treated groups
while parametric unpaired Student’s t-test were used to compare
LPS-treated to control group. Genes and relative primer sets used
are listed in Table 2. homogenized in the supplied homogenization buffer and stored
at −80◦C. Total RNA was extracted with the Promega Maxwell®
16 LEV simplyRNA kit using the Maxwell® 16 Instrument
(Promega). cDNA synthesis was performed using 250 ng of total
RNA with the ThermoScript RT-PCR System (Invitrogen) and
Random Primers (Promega) in a final volume of 20 µl according
to the manufacturer’s instructions. The cDNA from each sample
was used to perform RT-qPCR using LightCycler 480 SYBR
Green I Master Mix (Roche) on the LightCycler 480 Instrument
(Roche). β-actin was used as housekeeping gene for sample
normalization. All analyses were performed in triplicate. The
2−∆∆CT method was used to calculate the relative changes in
gene expression in LPS-treated relative to vehicle-treated mice. The two-way ANOVA following by Tukey post hoc test was used
to evaluate statistical significance between LPS-treated groups
while parametric unpaired Student’s t-test were used to compare
LPS-treated to control group. Genes and relative primer sets used
are listed in Table 2. maintained until reaching the age of 17–18 months (aged)
and were further processed. A total number of 76 mice were
included in the study. For each experimental task, adult and aged
mice of both sexes were randomly assigned to LPS or vehicle
(saline) treatment as reported in Table 1 and in the diagram
below (Figure 1). Animals were intraperitoneally injected
with 0.63 mg/kg of LPS (Lipopolysaccharides of Escherichia
coli, serotype 055:B5; Sigma-Aldrich) freshly dissolved in
sterile saline prior to injection, or vehicle (2 mg/5 ml
saline), and neuro-inflammatory responses were evaluated 6 h
later (Biesmans et al., 2013). Ex vivo Binding of [18F]-VC701 to TSPO
Protein There were eight mice per group and treatment was dedicated
to ex vivo imaging studies. Microglia activation was evaluated
using the [18F]-labeled VC701, a TSPO radio ligand developed
in our facility (Di Grigoli et al., 2015; Belloli et al., 2018). This
radiopharmaceutical binds to 18 kDa TSPO. In this study, we
used the novel TSPO tracer [18F]-VC701 that allows to obtain
adequate signal to noise ratios for the measurements of TSPO
binding in mouse brain (Belloli et al., 2018). Binding of [18F]-
VC701 was evaluated ex vivo at 6 h after the intraperitoneal
administration of LPS or saline. Animals were injected with
4.55 ± 1.85 MBq (specific activity: 3.17 ± 1.4 Ci/µMole)
of [18F]-VC701 through the tail vein and sacrificed under
light anesthesia 120 min later. Blood samples were collected
and counted in a gamma counter (LKB Compugamma
CS1282, Wallac). Brains were rapidly removed and divided
into two hemispheres. Cortex, hippocampus and cerebellum
were collected and placed in pre-weighed tubes. Radioactivity
concentration was counted while the tissue used for RT-PCR
was stored at −80◦C for transcript measurement. After counting,
tissue and blood radioactivity concentration were corrected for
the half-life of [18F] (108.9 min) and expressed as percentage
of the injected dose per gram of tissue (%I.D./g). To avoid
a potential confounding effect due to differences in blood
circulating levels, binding data were also normalized to blood
uptake value. Animals and LPS Challenge g
Adult (2 months) and aged (17–18 months) non-breeding
male and female C57Bl/6J mice were purchased from Charles
River. Animals were maintained and handled in compliance
with our institutional guidelines for the care and use of
experimental animals (IACUC) and the national law for animals
used in research (Prot. N. SK552/2012 D.lsg. 116/1992 and
N. 722/2016-PR D.lsg. 26/2016). Mice were housed in the
San Raffaele Hospital animal facility, maintained in 12/12 h
light/dark cycle with access ad libitum to food and water. Following 1 week of acclimation, one group of 2 months old
mice (adult) were processed according to the experimental
tasks described below, whereas another group of mice was November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 2 Age and Sex Influence Neuroinflammation Murtaj et al. TABLE 1 | Age, body weight, sample size and treatment dosage of each experimental group. Experimental group
Age
Body weight (g)
[18F]-VC701 binding (n)
RT-PCR (n)
IHC (n)
Dosage (LPS/vehicle)
Adult males + LPS
2 months
26.9 ± 2.7
8
5/8
3
0.63 mg/kg
Adult males vehicle
2 months
26.1 ± 1.6
8
5/8
3
50 µl saline
Adult females + LPS
2 months
18.3 ± 3.6
8
4/8
3
0.63 mg/kg
Adult females vehicle
2 months
19.6 ± 1.1
8
5/8
3
30 µl saline
Aged males + LPS
17/18 months
35.5 ± 2.5
8
5/8
3
0.63 mg/kg
Aged male vehicle
17/18 months
36.4 ± 3.3
8
5/8
3
50 µl saline
Aged females + LPS
17/18 months
31.1 ± 4.2
8
5/8
3
0.63 mg/kg
Aged females vehicle
17/18 months
34.2 ± 6.6
8
5/8
3
50 µl saline homogenized in the supplied homogenization buffer and stored
at −80◦C. Total RNA was extracted with the Promega Maxwell®
16 LEV simplyRNA kit using the Maxwell® 16 Instrument
(Promega). cDNA synthesis was performed using 250 ng of total
RNA with the ThermoScript RT-PCR System (Invitrogen) and
Random Primers (Promega) in a final volume of 20 µl according
to the manufacturer’s instructions. The cDNA from each sample
was used to perform RT-qPCR using LightCycler 480 SYBR
Green I Master Mix (Roche) on the LightCycler 480 Instrument
(Roche). β-actin was used as housekeeping gene for sample
normalization. All analyses were performed in triplicate. The
2−∆∆CT method was used to calculate the relative changes in
gene expression in LPS-treated relative to vehicle-treated mice. November 2019 | Volume 11 | Article 299 Immunohistochemistry (IHC) Immunohistochemistry (IHC) and histopathologic analysis were
performed in distinct adult and aged female mice (n = 3 per
group and treatment). Mice were sacrificed 6 h after LPS
or vehicle challenge and perfused with PBS followed by 4%
paraformaldehyde (PFA). Brains were removed, post-fixed in
PFA 4% for 24 h, cryo-protected overnight in 20% sucrose
and 10 µm sections were cut on a cryostat for histological TABLE 2 | Genes and relative primer list used in gene expression analysis. Name
Primer sequence (5′-3′)
β-actin F
5′-gactcctatgtgggtgacgagg-3′
β-actin R
5′ catggctggggtgttgaaggtc-3′
Trem2 F
5′-gcacctccaggaatcaagag-3′
Trem2 R
5′-gggtccagtgaggatctgaa-3′
Trem2L F
5′-tggtggtggtgttgacatttcttcc-3′
Trem2L R
5′atccagggtttagcatagttgctgc-3′
Tspo F
5′-tcagcggctaccaacct-3′
Tspo R
5′-caggattcaggcatggtgat-3′
Il-1β F
5′-gcccatcctctgtgactcat-3′
Il-1β R
5′-aggccacaggtattttgtcg-3′
Tnf-α F
5′-cctgtagcccacgtcgtag-3′
Tnf-α R
5′-gggagtagacaaggtacaaccc-3′
Il4 F
5′-tcaacccccagctagttgtc-3′
Il4 R
5′-tgttcttcgttgctgtgagg-3′
Arg1 F
5′-ttgggtggatgctcacactg-3′
Arg1 R
5′-gtacacgatgtctttggcaga-3′
IL-6 F
5′-agttgccttcttgggactga-3′
IL-6 R
5′-tccacgatttcccagagaac-3′ Frontiers in Aging Neuroscience | www.frontiersin.org Statistical Analysis Statistical evaluation of [18F]-VC701 tracer uptake was carried
out using two-way ANOVA for Multiple Comparisons with
a Tukey post hoc correction with gender, aging and treatment
as covariates. Data representing radio ligand uptake in each
LPS-treated and vehicle group were analyzed through parametric
unpaired Student’s t-test. For gene expression studies, data
were normalized to housekeeping gene followed by a fold
change evaluation comparing data to internal control group. Data derived from comparison of LPS-treated groups were
statistically analyzed using two-way ANOVA for Multiple
Comparisons
with
a
Tukey
post
hoc
correction,
while
for those reported on Supplementary Figures, data were
statistically evaluated using parametric unpaired Student’s Peripheral Exposure to LPS Influences
Sex- and Age-Dependent Microglia
Activation TSPO expression in different brain areas of adult and aged
untreated and LPS-treated male and female mice was evaluated
by ex vivo binding of [18F]-VC701 to TSPO, 6 h after LPS/vehicle
injection. LPS treatment induced a statistically significant
increase (p < 0.05) of tracer’s uptake in the cortex and cerebellum
of aged males, and in cortex and hippocampus of aged females
(Supplementary Figure S1). Higher uptake of [18F]-VC701 was
observed in the cortex of aged vs. adult LPS-treated females
(Figure 2). This age-dependent effect was not observed in males. The percentage of tracer’s uptake in the cortex and hippocampal
areas was significantly higher in LPS-treated aged females
compared to age-matched vehicle (cortex 51.6%, p ≤0.017;
hippocampus 86.4% p ≤0.010; cerebellum ns, 36.1%, data not
shown). Tissue to blood ratio of tracer’s uptake in LPS-treated
females, expressed as % of injected dose per gram of tissue
(%I.D./g), is shown in Table 3. RNA Extraction and RT-qPCR Analysis RNA Extraction and RT-qPCR Analysis
RT-PCR analysis was performed on five out of the eight
animals/group that was used for the [18F]-VC701 experiments. One mouse in the adult female LPS-treated group was
excluded due to insufficient mRNA availability. The brain areas
(cortex, striatum, hippocampus and cerebellum) were dissected, Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 3 Murtaj et al. Age and Sex Influence Neuroinflammation FIGURE 1 | Schematic diagram of the experimental design and readouts. | Schematic diagram of the experimental design and readouts. t-test. Immunohistochemical analyses were performed using
two-way ANOVA for Multiple Comparison with Tukey post
hoc correction. analysis in bright-field microscopy, slices were stained using
standard protocols for hematoxylin and eosin (using Mayer’s
Hematoxylin, BioOptica #05-06002/L and Eosin, BioOptica
#05-10002/L). Analyses were performed using the Prism V6.0 software
(GraphPad Prism, San Diego, CA, USA). Statistical significance
was accepted when ∗p < 0.05, ∗∗p < 0.01, and ∗∗∗p < 0.001. For IHC, slices were immuno-stained with polyclonal rabbit
anti-Iba-1 antibody (Wako, #019-19741) and polyclonal rabbit
anti-GFAP antibody (Novus Biologicals, #NB300-141). Any
endogenous peroxidase activity was quenched by incubating the
slices with 0.3% H2O2 in methanol for 10 min at RT. Both
antibodies were used at a dilution of 1:1,000, incubated for
1 h at RT with EXPOSE rabbit specific HRP/DAB detection
IHC kit (Abcam, #ab80437). DAB chromogen was than applied
to each section for 5 min at RT and counterstained with
Mayer’s hematoxylin, dehydrated and mounted with Eukitt
(BioOptica, #09-00100). Positive and negative controls were run
simultaneously. Slides were acquired with Aperio AT2 digital
scanner at a magnification of 40× (Leica Biosystems). Region
of interest (ROI) were drowned manually on half hemisphere
for cortex, on the entire hippocampus, and on a selected region
of the cerebellum. Percentage of positive cells were calculated
using Aperio eSlide Manager (Leica Biosystems). From the
data obtained (weak, medium and strong positive intensity),
weak positive were not included in the analysis as considered
as background. Frontiers in Aging Neuroscience | www.frontiersin.org Sex and Age Effect on Transcript Levels of
Markers of Microglia Activation Interestingly, we found an age- and sex-dependent effect on
the expression of the neuro-inflammatory markers TREM2 and
TREML2 after LPS administration. Our results showed that
peripheral LPS injection induced a significant decrease of
TREM2 transcript levels in all brain regions of adult males and
females (Supplementary Figure S2D). Yet in aged males, LPS
injection did not decrease TREM2 transcript levels, which were
instead significantly decreased in all brain regions of aged females
(Supplementary Figure S3D). When we specifically compared
TREM2 transcript levels among LPS-treated mice, we found that
they were significantly higher in aged males compared to aged
females (p < 0.0002), while no differences were detected in adult
mice of both sexes (Figure 4A). TREML2 transcript levels were significantly increased in
the hippocampus of aged males compared to aged females
(p < 0.01), and also in the cortex, although not reaching statistical
significance (Figure 4B, Supplementary Figures S2E, S3E). Female Brain Shows a Higher
Pro-inflammatory Response to LPS During
Aging In order to confirm that the higher [18F]-VC701 uptake was
associated with a pro-inflammatory response of microglia, we
measured the levels of IL-1β, TNF-α, IL-6, IL-4 and Arg-1
transcripts in LPS-treated and untreated mice. In all brain
regions, peripheral LPS injection induced neuroinflammation
irrespective of sex and age, as shown by significantly increased November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 4 Murtaj et al. Age and Sex Influence Neuroinflammation TABLE 3 | Tissue to blood [18F]-VC701 uptake ratio. Brain Region
Tissue/blood ratio (%I.D./g; mean ± SD)
LPS-treated adult females
LPS-treated aged females
Cortex
1.6 ± 0.6
2.52 ± 0.7
Hippocampus
2.31 ± 1.4
2.46 ± 0.9
Cerebellum
2.75 ± 1.3
3.75 ± 1.1 TABLE 3 | Tissue to blood [18F]-VC701 uptake ratio. FIGURE 2 | Translocator protein (TSPO) tracer uptake reveal microglial
activation increased in aged female lipopolysaccharide (LPS)-treated animals. [18F]-VC701 brain tracer uptake in cortex (A); hippocampus (B) and
cerebellum (C) on LPS-treated adult and aged male and female mice. Data
were analyzed using two-way ANOVA analysis with Tukey post hoc and are
expressed as percentage (%) of injected dose per gram of tissue to blood
ratio, mean ± SD, eight mice per group; Mouse brain stained slices (cortex,
hippocampus and cerebellum) derived from immunohistochemistry (IHC)
studies. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. IL-6 in the cerebellum were detected in aged females compared
to aged males (Figures 3A,C). TNF-α transcript levels were
increased in the cortex and hippocampus of aged compared
to adult females, although the differences were not statistically
significant (Figure 3B). Microglia Activation and Astrogliosis in
Aged Female Animals FIGURE 2 | Translocator protein (TSPO) tracer uptake reveal microglial
activation increased in aged female lipopolysaccharide (LPS)-treated animals. [18F]-VC701 brain tracer uptake in cortex (A); hippocampus (B) and
cerebellum (C) on LPS-treated adult and aged male and female mice. Data
were analyzed using two-way ANOVA analysis with Tukey post hoc and are
expressed as percentage (%) of injected dose per gram of tissue to blood
ratio, mean ± SD, eight mice per group; Mouse brain stained slices (cortex,
hippocampus and cerebellum) derived from immunohistochemistry (IHC)
studies. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. As major differences in the neuro-inflammatory response to LPS
were observed in females, we further evaluated glia activation
in females by IHC. In all LPS-treated females, H&E staining
showed no sign of neuronal loss or morphological changes
in the three brain areas examined (cortex, cerebellum and
hippocampus, data not shown). In LPS-treated aged females
an increased percentage of Iba-1 positive cells were detected
when compared to LPS-treated adult females, and vehicle-
treated adult and aged females, which is indicative of a
higher inflammatory status (Figure 5A, cortex). Microglia
activation was suggested by cell morphology in the cerebral
and cerebellar cortex of LPS-treated aged vs. LPS-treated
adult females and vehicle-treated females (Figures 5A–C,
cortex and cerebellum). In the hippocampus both LPS and
vehicle-treated aged females showed a higher degree of Iba-1
immunoreactivity in comparison with adult females reaching
statistical significance in vehicle-treated aged vs. vehicle-treated
adult mice (Figure 5C, hippocampus). transcript levels of IL-1β, IL-6 and TNF-α (Supplementary
Figures S2A–C, S3A–C). Arg-1 and IL-4 transcripts were
negligibly expressed in both LPS-treated and untreated mice
(data not shown). In agreement with [18F]-VC701 uptake results, in female but
not in male brain, age affected levels of the pro-inflammatory
cytokines IL-1β, TNF-α and IL-6 in response to the LPS
challenge. Aged females compared to adult females showed
increased levels of IL-1β and IL-6 in all areas, which was
statistically significant in the cortex for IL-1β, and in both cortex
and cerebellum for IL-6 (Figures 3A,C). No age-dependent
effects on IL-1β, TNF-α and IL-6 transcript levels were detected
in males. Increased IL-1β transcript levels in the cortex and Astroglial
cells
showed
an
increase
in
GFAP
immunoreactivity
in
aged
compared
to
adult
females
(Figures 6A,B). This observation was consistent in the cortex, Astroglial
cells
showed
an
increase
in
GFAP
immunoreactivity
in
aged
compared
to
adult
females
(Figures 6A,B). Microglia Activation and Astrogliosis in
Aged Female Animals This observation was consistent in the cortex, November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 5 Murtaj et al. Age and Sex Influence Neuroinflammation 3 | Increased expression levels of pro-inflammatory cytokines in aged LPS treated mice. Gene expression analysis of IL-1β (A), TNF-α (B) and IL-6 (C) by
n cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to mouse β-actin and expressed as fold change referred
control group. Bars represent the average of triplicate measurements and error bars represent ± SEM, five animals per group. Statistical analysis was
using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression of LPS-treated mice previously normalized to internal control
< 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. FIGURE 3 | Increased expression levels of pro-inflammatory cytokines in aged LPS treated mice. Gene expression analysis of IL-1β (A), TNF-α (B) and IL-6 (C) by
RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to mouse β-actin and expressed as fold change referred
to internal control group. Bars represent the average of triplicate measurements and error bars represent ± SEM, five animals per group. Statistical analysis was
performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression of LPS-treated mice previously normalized to internal control
group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. FIGURE 3 | Increased expression levels of pro-inflammatory cytokines in aged LPS treated mice. Gene expression analysis of IL-1β (A), TNF-α (B) and IL-6 (C) by
RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to mouse β-actin and expressed as fold change referred
to internal control group. Bars represent the average of triplicate measurements and error bars represent ± SEM, five animals per group. Statistical analysis was
performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression of LPS-treated mice previously normalized to internal control
group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. in LPS-treated aged females for Iba-1 and in vehicle and
LPS-treated aged females for GFAP (data not shown). cerebellum and hippocampus of aged females where astrocytes
also showed hyperplasia of cytoplasm and of cellular processes
resembling an activated phenotype. Microglia Activation and Astrogliosis in
Aged Female Animals Quantification analysis
showed a significant higher percentage of GFAP positive cells
in cortex and hippocampus of aged compared to adult females. A similar trend was observed also in the cerebellar region
(Figure 6C). Furthermore, in the sections where olfactory
bulb was present, a general increase in immunoreactivity
for both Iba-1 and GFAP was observed, again more evident DISCUSSION In this study, we demonstrate for the first time that both age
and sex influence an early neuro-inflammatory response after
an acute mild peripheral LPS challenge in mice. In comparison
to control conditions, LPS-treated aged male and female mice November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 6 Murtaj et al. Age and Sex Influence Neuroinflammation Murtaj et al. Age and Sex Influence Neuroinflammation
FIGURE 4 | Triggering receptor expressed on myeloid cells like 2 (TREM2) is differentially expressed in aged LPS treated mice. Gene expression analysis of TREM2
(A), TREML2 (B), two immunomodulatory markers by RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to
mouse β-actin and expressed as fold change referred to internal control group. Bars represent the average of triplicate measurements and error bars
represent ± SEM, five animals per group. Statistical analysis was performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression
of LPS-treated mice previously normalized to internal control group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. showed an increase [18F]-VC701 binding indicative of higher
i
f TSPO
A
i
ff
b
d i
(Di Grigoli et al., 2015). TSPO’s main role is to transport
h l
l
h
i
h
d i l
b
Whil FIGURE 4 | Triggering receptor expressed on myeloid cells like 2 (TREM2) is differentially expressed in aged LPS treated mice. Gene expression analysis of TREM2
(A), TREML2 (B), two immunomodulatory markers by RT-qPCR in cortex, hippocampus and cerebellum of all LPS-treated animals. All the values were normalized to
mouse β-actin and expressed as fold change referred to internal control group. Bars represent the average of triplicate measurements and error bars
represent ± SEM, five animals per group. Statistical analysis was performed using two-way ANOVA following by Tukey post hoc test of the relative mRNA expression
of LPS-treated mice previously normalized to internal control group. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. (Di Grigoli et al., 2015). TSPO’s main role is to transport
cholesterol across the outer mitochondrial membrane. While
TSPO is negligibly expressed in the normal brain parenchyma, its
expression increases upon microglia activation and macrophage showed an increase [18F]-VC701 binding indicative of higher
expression of TSPO. A prominent effect was observed in
LPS-treated aged compared to adult females. DISCUSSION [18F]-VC701 is
a structural analog of PK11195, which targets 18 kDa TSPO November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org Frontiers in Aging Neuroscience | www.frontiersin.org 7 Age and Sex Influence Neuroinflammation Murtaj et al. were sexually differentiated in the adult brain, as male mice
carried a phenotype more poised to inflammatory reactions
than female microglia. Moreover, in females, microglia displayed
neuroprotective features in an acute pre-clinical model of
ischemic insult (Villa et al., 2018). Gene sexual dimorphism
has also been reported in humans by Berchtold et al. (2008). This study shows that males display a greater number of
gene expression changes (mainly downregulation) during the
transition to the sixth and seventh decade of life while females
show more prominent gene expression changes later in life,
during the eighth and ninth decade of life. Moreover, increased
immune activation was greater in the female brain, as shown by a
higher percentage of up-regulated genes involved in the immune
response and inflammation (34% in males and 50% in females;
Berchtold et al., 2008). FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult
females. (A) Immunostaining of Iba-1+ cells in cerebral cortex, hippocampus
and cerebellum from one representative vehicle and one representative
LPS-treated adult female mouse. (B) Immunostaining of Iba-1+ cells in
cerebral cortex, hippocampus and cerebellum from one representative vehicle
and one representative LPS-treated aged female mouse. (C) Quantification of
the percentage of Iba-1+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected region of interest (ROI) performed on three animals per group, scale
bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. To better understand the nature of the microglia response,
we evaluated the effect of the peripheral LPS challenge
on transcription of a few inflammatory mediators: IL-1β,
TNF-α, IL-6, Arg1 and IL-4. We showed that LPS induced a
pro-inflammatory reaction in the brain of male and female mice
as indicated by the up-regulation of IL-1β, TNF-α and IL-6 gene
expression. However, in agreement with [18F]-VC701 studies, the
effect of LPS on pro-inflammatory cytokine transcript levels was
significantly increased in aged compared to adult females, as well
as in aged females compared to aged males. DISCUSSION As a major age effect was observed in females, we further
analyzed microglia and astrocyte status by IHC in all brain
regions of adult and aged females. In agreement with TSPO
expression and pro-inflammatory cytokine transcript levels,
we found an increased expression of microglia and astrocyte
markers in LPS-treated and vehicle-treated aged compared to
adult females, with some regional differences. Increased Iba-1
expression was present particularly in the cerebral cortex of
LPS-treated aged animals, whereas GFAP immunoreactivity was
higher in aged females in all the cerebral areas examined,
regardless of LPS administration. Finally, the higher Iba-1 and
GFAP signals detected in aged females was associated with a
different cellular morphology. Altogether, our results highlight
the acute onset of a higher neuro-inflammatory response in
aged females. A similar response was also reported in female
3xTg-AD mice, where neuroinflammation was associated with
progressive cognitive decline that increased as a function of
age (Belfiore et al., 2019). FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult
females. (A) Immunostaining of Iba-1+ cells in cerebral cortex, hippocampus
and cerebellum from one representative vehicle and one representative
LPS-treated adult female mouse. (B) Immunostaining of Iba-1+ cells in
cerebral cortex, hippocampus and cerebellum from one representative vehicle
and one representative LPS-treated aged female mouse. (C) Quantification of
the percentage of Iba-1+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected region of interest (ROI) performed on three animals per group, scale
bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult GURE 5 | Increased IBA1 immunoreactivity and changes in glia FIGURE 5 | Increased IBA1 immunoreactivity and changes in glia
morphology in brain areas of LPS-treated aged vs. LPS-treated adult
females. (A) Immunostaining of Iba-1+ cells in cerebral cortex, hippocampus
and cerebellum from one representative vehicle and one representative
LPS-treated adult female mouse. (B) Immunostaining of Iba-1+ cells in
cerebral cortex, hippocampus and cerebellum from one representative vehicle
and one representative LPS-treated aged female mouse. (C) Quantification of
the percentage of Iba-1+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Frontiers in Aging Neuroscience | www.frontiersin.org DISCUSSION Data are expressed as mean ± SEM of
selected region of interest (ROI) performed on three animals per group, scale
bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. Microglia, as the primary source of pro-inflammatory
cytokines, are pivotal mediators of neuroinflammation (Colonna
and Butovsky, 2017). The amplitude and duration of the
context-dependent activation of microglia are regulated by
many pattern-recognition receptors, and immune receptors that
deliver either activating or inhibitory signals. TREM2 and
TREML2 are two microglia/monocyte regulators with potential
and opposite roles in neurodegenerative disorders such as AD
(Zsido et al., 2017). We show that acute peripheral administration
of LPS induced an opposite modulation of TREM2 and
TREML2 transcripts. In all groups analyzed, except aged male
mice, we showed that LPS reduced TREM2 while increasing
TREML2 transcript levels. TREM2 regulates critical functions
of microglia including inhibition of pro-inflammatory responses infiltration (Betlazar et al., 2018). Thus TSPO up-regulation
has been mainly associated with a pro-inflammatory status of
microglia (Bonsack et al., 2016). PET-TSPO has been successfully
applied to image the neuro-inflammatory reaction to LPS
administration in the brain of human subjects, showing an
increased binding of the TSPO radiotracer [11C]-PBR28 in
all brain regions (Sandiego et al., 2015). Co-localization of
TSPO with CD206-positive alternatively-activated microglia has
also been reported (Liu et al., 2015). Our results, although
obtained from analysis of whole tissue are in agreement
with transcriptomic data of purified microglia (Villa et al.,
2018). Villa et al. (2018) demonstrated that microglia cells Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 8 Age and Sex Influence Neuroinflammation Murtaj et al. FIGURE 6 | Increased astrocytosis and changes in glia morphology in brain
areas of LPS-treated and vehicle-treated aged females. (A) Immunostaining
of GFAP+ cell in cerebral cortex, hippocampus and cerebellum from one
representative vehicle and one representative LPS-treated adult female
mouse. (B) Immunostaining of GFAP+ astrocyte cells in cerebral cortex,
hippocampus and cerebellum from one representative vehicle and one
representative LPS-treated aged female mouse. (C) Quantification of
percentage of GFAP+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Data are expressed as mean ± SEM of
selected ROI performed on three animals per group, scale bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. 2017). DISCUSSION In particular, reduction of TREM2 was associated with a
decreased microglia proliferation, an effect that was absent when
TREML2 was knocked down. During aging, microglia undergo cellular senescence losing
regenerative and trophic functions (Mecca et al., 2018). According to Colonna and Wang (2016) TREM2 protects
the aged brain from insults. Indeed, carrying a loss of
function
mutations
in
the
TREM2
gene
represents
an
important
risk
factor
for
dementia
(Gao
et
al.,
2017). In
vitro
experiments
demonstrated
that,
silencing
of
TREM2 exacerbated LPS-induced pro-inflammatory response in
BV2 microglia (Zhong et al., 2015), In contrast, overexpression
of TREM2 lowered the pro-inflammatory response, thus
supporting the hypothesis that TREM2 expression modulates the
acute and transient pro-inflammatory responses induced by LPS
(Zhong et al., 2015). Thus, the higher TREM2 expression
observed in aged male mice might represent a strategy
to counterbalance the pro-inflammatory milieu of aging,
partially
sustained
by
activation
of
signaling
pathways
mediated
by
TREML2,
which
likely
activates
apoptosis
and modulates microglial functions (de Freitas et al., 2012;
Zheng et al., 2016). In aged female brains, we observed up-regulation of
reactive GFAP-positive astroglia in all the regions examined
independently from LPS administration. Although GFAP
expression is limited to only a fraction of astrocytes with
a
substantial
regional
heterogeneity,
its
expression
has
been
associated
with
reactive
astrogliosis
(Verkhratsky
and Nedergaard, 2018). During aging, high levels of GFAP
expression were identified as ‘‘mild to moderate astrogliosis’’
while
the
presence
of
cellular
hypertrophy
in
addition
to
GFAP
increase
appears
to
be
associated
to
‘‘severe
diffuse
astrogliosis’’
(Cohen
and
Torres,
2019). Matias
et al. (2019) reported that the astrocyte response to brain
aging showed intra-regional heterogeneity (Matias et al.,
2019): astrocytes in the hippocampal region presented an
age-dependent hypertrophy, similar to the astrocyte morphology
detected in our study, which may contribute to synapse loss
and neuroinflammation. FIGURE 6 | Increased astrocytosis and changes in glia morphology in brain
areas of LPS-treated and vehicle-treated aged females. (A) Immunostaining
of GFAP+ cell in cerebral cortex, hippocampus and cerebellum from one
representative vehicle and one representative LPS-treated adult female
mouse. (B) Immunostaining of GFAP+ astrocyte cells in cerebral cortex,
hippocampus and cerebellum from one representative vehicle and one
representative LPS-treated aged female mouse. (C) Quantification of
percentage of GFAP+ cells in cortex, hippocampus and cerebellum of all
female groups used in the study. Frontiers in Aging Neuroscience | www.frontiersin.org CONCLUSION This work was supported by grants from: The Italian Ministry
of Education, University and Research (Ministero dell’Istruzione,
dell’Universitá e della Ricerca; MIUR) Project ‘‘Identification,
validation and commercial development of new diagnostic and
prognostic biomarkers for complex trait diseases (IVASCOMAR,
Prot. CTN01 00177 165430)’’. In conclusion, the results of this study show that the neuro-
inflammatory response of a mouse’s brain to an acute peripheral
LPS challenge is sex- and age-dependent, and is likely to involve
multiple cellular and molecular regulators of neuronal functions. In conclusion, the results of this study show that the neuro-
inflammatory response of a mouse’s brain to an acute peripheral
LPS challenge is sex- and age-dependent, and is likely to involve
multiple cellular and molecular regulators of neuronal functions. Our results might set the basis for further studies aimed at
characterizing sex-related targets involved in the modulation
of the neuro-inflammatory response in aging. This knowledge
could be relevant for the treatment of conditions such as delirium
and dementia. Our results might set the basis for further studies aimed at
characterizing sex-related targets involved in the modulation
of the neuro-inflammatory response in aging. This knowledge
could be relevant for the treatment of conditions such as delirium
and dementia. ACKNOWLEDGMENTS We thank Pasquale Simonelli for technical support with animal
preparation and ex vivo binding experiments. DATA AVAILABILITY STATEMENT The Supplementary Material for this article can be found online
at:
https://www.frontiersin.org/articles/10.3389/fnagi.2019.002
99/full#supplementary-material. The raw data supporting the conclusions of this manuscript will
be made available by the authors, without undue reservation, to
any qualified researcher. ETHICS STATEMENT The
animal
study
was
approved
by
our
Institutional
Guidelines for the Care and Use of Experimental Animals
(IACUC) and the National Law for animals used in research
(Prot. N. SK552/2012 D.lsg. 116/1992 and N. 722/2016-PR
D.lsg. 26/2016). Future studies should explore chronic neuroinflammation
and
morphological-functional
changes
in
glial
cell
upon
repetitive systemic insult or an acute severe neural event. As the cortex represents in our study the most important
region influenced by sex and age, we will further explore
gene modulation of specific pathways trough transcriptomic
analysis of cortical glia in adult and aged female and male mice. Furthermore, specific behavioral phenotypes such as attention
and active inhibitory processes associated with cognitive frailty
will be investigated. AUTHOR CONTRIBUTIONS VMu: data generation, collection, analysis and interpretation,
and manuscript drafting. SB and GG: data generation and
collection. MP:
support
in
qRT-PCR
data
generation
and analysis. EB, VR-M, and PM: support in IHC data
analysis and interpretation. AC, VMa, and CM: production
and validation of the tracer [18F]-VC701. GB: critical review of
the manuscript. PP-B and RM: study conception and design,
manuscript preparation. All the authors approved the final
version of the manuscript. Finally, it would be appropriate to ascertain if age- and
sex-specific patterns of neuroinflammation could be identifiable
in humans too, and to clarify the mechanisms involved in
such differences. DISCUSSION Data are expressed as mean ± SEM of
selected ROI performed on three animals per group, scale bar = 100 µm. ∗p < 0.05; ∗∗p < 0.01; ∗∗∗p < 0.001. Interestingly,
increased
levels
of
neuro-inflammatory
markers, including GFAP, are present in the brain of AD
patients. Recently Barroeta-Espar et al. (2019) demonstrated
reduced levels of GFAP and a different pattern of cytokines
expression in subjects resilient to AD pathology. This selected
population of aged subjects harbor plaque and tangle loads that
in some cases are equivalent to those found in AD, although in
absence of the typical patterns of neuronal/synaptic loss seen
in the pathology. These findings suggest that down-regulation
of neuroinflammation is one of the differential traits of human
brain resilience to AD pathology, a mechanism that might be less
efficient in female brain. Implications of our findings may impact
the development of clinical phenotypes such as delirium and
dementia. Delirium is one of the most common neuropsychiatric
conditions among older people, which is known to develop as
an acute consequence of peripheral infection or inflammation
originating outside the brain (Cerejeira et al., 2010; Franceschi
and Campisi, 2014; Bu et al., 2015; Morandi et al., 2018). and stimulation of phagocytosis of apoptotic neurons (Piccio
et al., 2008). TREM2-transduced myeloid precursors mediate
nervous tissue debris clearance and facilitate recovery in an
animal model of multiple sclerosis (Takahashi et al., 2005,
2007). Moreover, TREM2 binds poly-anionic ligands including
LPS (Wang et al., 2015). Previous findings showed that LPS
stimulation suppressed TREM2 levels in microglia, at the same
time inducing pro-inflammatory cytokines secretion (Zheng
et al., 2016). Peripheral LPS challenge (at a similar dose to
that used in our study) induced up-regulation of TREML2 and
down-regulation of TREM2 levels in microglia, and increase of
pro-inflammatory cytokines (Zheng et al., 2016; Zhang et al., Frontiers in Aging Neuroscience | www.frontiersin.org November 2019 | Volume 11 | Article 299 Frontiers in Aging Neuroscience | www.frontiersin.org 9 Age and Sex Influence Neuroinflammation Murtaj et al. The higher the level of frailty, the higher the likelihood of
developing delirium in reaction to an inflammatory stimulus
(Bellelli et al., 2017; Persico et al., 2018). Neuroinflammation
has also been recognized as a pathophysiological mechanism
of dementia, especially AD, again with frailty as a modulating
factor of the disease clinical expression (Tao et al., 2018;
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and Moresco. This is an open-access article distributed under the terms of
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reproduction is permitted which does not comply with these terms. 177 184. doi: 10.1016/s1474 4422(18)30371 5
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Experiences of cervical screening and barriers to participation in the context of an organised programme: a systematic review and thematic synthesis
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© 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd.
This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited. Abstract Objective: As uptake of cervical screening continues to decline, this systematic review synthesises the
qualitative literature on women’s perceptions and experiences of cervical screening in the context of
an organised call–recall programme, in order to understand the barriers to informed uptake. Methods: We searched nine databases for English language peer-reviewed publications reporting on
qualitative data from screening-eligible women, exploring barriers to cervical screening in countries
that offer a nationally organised call–recall programme. Evidence was integrated using thematic
synthesis. Results: Thirty-nine papers from the UK, Australia, Sweden and Korea were included. The major-
ity of participants had attended screening at least once. Two broad themes were identified: (a) should I
go for screening? and (b) screening is a big deal. In considering whether to attend, women discussed
the personal relevance and value of screening. Women who had previously attended described how it
was a big deal, physically and emotionally, and the varied threats that screening presents. Practical
barriers affected whether women translated screening intentions into action. Conclusions: The variation in women’s understanding and perceptions of cervical screening
suggests that interventions tailored to decisional stage may be of value in increasing engagement with
the invitation and uptake of screening in those who wish to take part. There is also a need for further
research with women who have never attended screening, especially those who remain unaware or
unengaged, as their perspectives are lacking in the existing literature. g g
,
p
p
g
g
© 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. When considering programme coverage, it is important
to remember that levels of attendance rely on individual
women making the decision to attend and translating that
decision into action. Therefore, research exploring the
experiences and attitudes of the programme-eligible popu-
lation is important in informing policy and intervention
design. A range of reasons for nonattendance have been
identified using qualitative methods, including attitudinal
factors such as embarrassment or fear of an abnormal
result, as well as practical barriers such as clinic opening
hours or availability of childcare. Despite the wealth of
evidence available, the process of reading and interpreting
original qualitative research can be arduous, and studies
are not designed to be representative. Experiences of cervical screening and barriers to
participation in the context of an organised programme: a
systematic review and thematic synthesis
Amanda J. Chorley, Laura A. V. Marlow, Alice S. Forster, Jessica B. Haddrell and Jo Waller*
Cancer Research UK Health Behaviour Research Centre, Department of Epidemiology and Public Health, UCL, London, UK *Correspondence to:
Cancer Research UK Health
Behaviour Research Centre,
Department of Epidemiology
and Public Health, UCL, Gower
Street, London WC1E 6BT, UK. E-mail: j.waller@ucl.ac.uk Psycho-Oncology
Psycho-Oncology 26: 161–172 (2017)
Published online 12 April 2016 in Wi Psycho-Oncology
Psycho-Oncology 26: 161–172 (2017)
Published online 12 April 2016 in Wi gy
ncology 26: 161–172 (2017)
d online 12 April 2016 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/pon.4126 : 161 172 (2017)
2 April 2016 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/pon.4126 Received: 15 December 2015
Revised: 4 February 2016
Accepted: 7 March 2016 *Correspondence to:
Cancer Research UK Health
Behaviour Research Centre,
Department of Epidemiology
and Public Health, UCL, Gower
Street, London WC1E 6BT, UK.
E-mail: j.waller@ucl.ac.uk © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd.
This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited ology Published by John Wiley & Sons Ltd.
the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
l
it d Background In recent decades, many countries have had great success
in reducing cervical cancer incidence and mortality
through offering population-based screening programmes,
using centralised registers of eligible women to generate
invitations at regular intervals. For example, the national
screening programme in the UK has averted an estimated
100 000 deaths from cervical cancer since its inception in
1988 [1]. Such systems remove the need for women to
remember that they need screening and provide details of
how to go about it. Many programmes also offer screening
free at the point of delivery, reducing financial barriers. Despite this, there are still many women invited to partic-
ipate who do not attend according to recommendations, and
in recent years, coverage of many programmes has been
suboptimal. In the England in 2014–2015, age-appropriate
coverage1 was 73.5% [2], with coverage for women aged
25–29 years just 63.3%. Heterogeneity also exists in cover-
age by ethnic and socioeconomic group, with lower atten-
dance in Black and Asian minority ethnic (BAME) groups
[3] and women from socioeconomically deprived back-
grounds [4,5]. Previous reviews have drawn together evidence on bar-
riers to and experiences of screening for specific popula-
tion subgroups [6–11], within a particular country [12],
from specific theoretical viewpoints [13], or with a focus
on a singular aspect of screening such as risk perceptions
[14]. However, no attempt has been made to synthesise
the existing qualitative literature in a way that incorporates
all women regardless of screening history or demographic
characteristics, within a shared screening context across 162 A. J. Chorley et al. Data synthesis multiple countries. Synthesising qualitative research is a
relatively new method that seeks to generate a novel inter-
pretation of a phenomenon through the comparison and
translation of concepts across studies, while maintaining
rigorous and transparent standards of analysis [15–18]. This allows for the generation of new knowledge, which
‘goes beyond’ that in any original piece of research, and
produces a coherent, convincing argument about the
major attributes of the phenomenon of interest. Articles were synthesised according to the principles of the-
matic synthesis [21], chosen because of its explicit focus on
creating an end product, which is useful and accessible to re-
searchers and policy makers and in intervention design. Ini-
tially, A.C., L.M. and J.W. independently carried out free
coding of one third of the data, with codes generated induc-
tively. The similarities and differences in identified codes
were discussed and arranged into hierarchical groupings,
which fully described emergent themes. A coding frame that
represented concepts across all studies was developed and
applied to the data by A.C. and L.M. using NVIVO 10
(QSR International, Melbourne, Australia) [22], with refine-
ments made after the coding of 10 articles. All text was
coded, unless it met specific exclusion criteria (Supporting
Information 3). Uncertainties regarding coding were re-
solved through discussion. Finally, A.C., L.M. and J.W. familiarised themselves with the content of each code, and
higher order themes were developed through discussion. The aim of the current study was to carry out a syn-
thesis of the available qualitative research on women’s
perceptions and experiences of screening, allowing the
identification
of
important
themes
across
contexts,
increasing generalisability and creating practically useful
information. Methods This review was prospectively registered with PROSPERO
(registration number: CRD42015017075) and reported
according to PRISMA [19] and ENTREQ [20] guidelines. Search strategy On 12 February 2015, we conducted a comprehensive
search of published qualitative literature, using MEDLINE,
PsycINFO, Embase, Social Policy and Practice, CINAHL
Plus, ProQuest Social Science Journals, Anthrosource,
POPLINE and Web of Science. Articles were included if
they reported primary qualitative data on women’s percep-
tion or experiences of cervical screening and were based
in a country with a well-established (10+years) call–recall
programme (Supporting Information 1). Articles also had
to be available in English and have a publication date after
the start of the organised cervical screening programme in
the country in question. Search terms (Supporting Informa-
tion 2) covered cervical screening (e.g. ‘smear test’), quali-
tative methodology (e.g. ‘focus groups’), barriers to
screening (e.g. ‘perception’) and country of origin (e.g. ‘Australia’) and were linked using Boolean operators, with
truncations and wildcards where appropriate. Additional
articles were identified through the reference lists of
included articles and excluded review articles, and forward
citation searches. Results Overall, 450 unique articles were identified. After screen-
ing of titles and abstracts, 103 articles remained, and the
full texts were reviewed. From these, 32 articles met the
eligibility criteria, with a further seven articles identified
through reference lists and forward citation searches. Thirty-nine articles were included in the final synthesis
(Supporting Information 4). Only four articles had a
CASP appraisal score of less than five (out of nine). As
no theme relied on a single study, it is unlikely that inclu-
sion of these studies substantially affected the results. y
Included studies were published between 1988 and 2015
(see Table 1 for full characteristics). Over half were based
in the UK (51.3%), with others coming from Australia
(28.2%), Sweden (17.9%) and Korea (2.6%). Studies used
interviews (51.3%), focus groups (30.8%) or a combination
of the two (17.9%). Three studies (7.7%) also used open text
responses from surveys or anonymous fax messages. Almost
half of the articles (48.7%) focused on a specific subgroup of
the population, mostly BAME women (n=14). Most women
across studies had attended cervical screening at least once. However, a number of studies included women who had
never attended. Four studies (with women from BAME
groups and deaf women) included some participants who
were unaware of screening [24,43,49,62]. Despite their Quality assessment The quality of included studies was assessed by A.C. and J. H. using the critical appraisal skills programme (CASP) qual-
itative checklist [23]. Studies with a score of 0–4 were con-
sidered to be low quality, while scores of 5–9 were
considered high quality. No study was excluded on the
basis of quality. © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Data extraction After the removal of duplicates, all articles were indexed
in Microsoft Excel. A.C. and L.M. screened all titles
and abstracts and, subsequently, the full text of remaining
articles, to establish whether they met the inclusion
criteria. At each stage, disagreement was resolved through
discussion. Primary outcome data, defined as participant
quotes and authors’ interpretation of textual data, were
extracted into a Microsoft Word document. © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon Experiences of cervical screening and barriers to participation 163 Table 1. Characteristics of studies included in review
Country
Eligible
participantsa
(n)
Age range
(years)
Population
Study design
Analytic
method
CASP
score
Abdullahi et al. (2009)
[24]
UK
50
25–64
Somali-born women
Focus groups + in-
depth interviews
Thematic analysis
8
Armstrong (2005)b
[25]
UK
35
20–64c
Nonspecific
Depth interviews
Inductive
6
Armstrong (2007)b
[26]
UK
35
20–64c
Nonspecific
In-depth interviews
Inductive
5
Armstrong et al. (2012)b
[27]
UK
34
26–60
Nonspecific
Semistructured
interviews
Constant
comparative
method
8
Blomberg et al. (2008)
[28]
Sweden
98
Not stated
Women actively
declining cervical
screening participation
Telephone interviews
and fax messages
Interpretive
description
8
Blomberg et al. (2011a)d
[29]
Sweden
138
30
Thirty-year-old
women
Focus groups (face to
face and Internet
based) + one interview
Interpretive
description
8
Blomberg et al. (2011b)
[30]
Sweden
38
29–32
Thirty-year-old
women + convenience
sample of three
women aged 29–
32 years
Focus groups +
one interview
Inductive
8
Box (1998)
[31]
UK
17
Min. 16
BAME women
In-depth interviews
Not stated
4
Broughton and Thomson
(2000)
[32]
UK
52
20–64
Women with mild to
moderate learning
disabilities
Semistructured
interviews
Thematic
approach
8
Bush (2000)
[33]
UK
35
20–64
Nonspecific
Semistructured in-
depth
interviews + qualitative
comments from a
survey
Not stated
7
Cadman et al. (2015)
[34]
UK
23
23–63
Hindu women
Focus groups
Framework
analysis
8
Cadman et al. (2012)
[35]
UK
124
20–59
Women reporting a
history of sexual
abuse
Qualitative survey
responses + one
focus group
Content analysis
8
Chiu et al. (1999)
[36]
UK
27
Not stated
BAME women
Focus groups
Discursive
strategy
7
Elkind et al. Continues Data extraction (1988)
[37]
UK
56
Not stated
Women noted as ‘did
not attend’ in health
authority records
Interviews
Not stated
5
Emami and Tishelman
(2004)
[38]
Sweden
45
25–70c
Iranian immigrant
women
Focus groups
Not stated
8
Forss et al. (2001)
[39]
Sweden
66 (with
three transcripts
excluded)
25–60
Cervical screening
attenders
Unstructured
interviews
Modified
phenomenographic
approach
9
Gregory and McKie (1991)
[40]
UK
72
20 to mid-60s
Nonspecific
Focus groups
Not stated
4
Jackowska et al. (2012)
[41]
UK
52
20–55
Polish, Romanian and
Slovakian women
Focus groups and
interviews
Framework
analysis
8
Jirojwong and Manderson
(2001)
[42]
Australia
6
Not stated
Thai immigrant
women
In-depth interviews
Content analysis
4
Kwok et al. (2011)
[43]
Australia
18
28–66
Chinese-Australian
women
In-depth interviews
Content analysis
7
Logan and McIlfatrick (2011)
[44]
UK
48
18–65c
Women living in
socially deprived
areas
Focus groups
Thematic content
analysis
8
Manderson and Hoban
(2006)
[45]
Australia
368e
Not stated
Indigenous women
Focus groups, in-depth
interviews and case
histories
Thematic analysis
9
McKie (1995)
[46]
UK
72
18–73
White British,
working-class women
Focus groups
Not stated
6
Milburn and MacAskill (1994)
[47]
UK
Not stated
20–60c
Nonspecific
Focus groups
Not stated
4
Naish et al. (1994)
[48]
UK
Not stated
Not stated
BAME women
Focus groups
Not stated
6
Continues Table 1. Characteristics of studies included in review Continues © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon A. J. Chorley et al. A. J. Chorley et al. 164 Table 1. Continued Country
Eligible
participantsa
(n)
Age range
(years)
Population
Study design
Analytic
method
CASP
score
Ogunsiji et al. (2013)
[49]
Australia
21
25–50
West African
immigrant women
Semistructured
interviews
Constant comparison
8
Oscarsson et al. (2008)
[50]
Sweden
14
33–64
Women with no
cervical smear
attendance in
previous 5 years
Interviews
Inductive content
analysis
8
Park et al. (2006)
[51]
Korea
23
27–37
Sexually active
women aged under
40 years
Focus groups
Content analysis
8
Peters (2010)f
[52]
Australia
9
30–65
Women residing in a
socioeconomically
disadvantaged area
Conversational
interviews
Feminist
approach
8
Peters (2012)f
[53]
Australia
6
Not stated
Socially
disadvantaged women
(i.e. from a minority
cultural group, had a
physical disability
and/or had
experienced sexual
abuse)
Conversational
interviews
Feminist
approach
7
Power et al. Data extraction (2009)
[54]
Australia
13
22–42
Lesbian and bisexual
women
In-depth interviews
Thematic analysis
7
Savage and Clarke (1998)
[55]
Australia
20
46–69
Women aged 45–
70 years
Unstructured
interviews
Not stated
7
Stewart and Thistlethwaite
(2010)
[56]
Australia
24
18–51
Nonspecific
Semistructured
interviews
Deductive content
analysis
5
Szarewski et al. (2009)
[57]
UK
28
21–65
Muslim women
Focus groups
Framework
analysis
8
Team et al. (2013)
[58]
Australia
8
Min. 40
Russian immigrant
women, with
caregiving
responsibilities
Semistructured
interviews
Grounded theory
8
Thomas et al. (2005)
[59]
UK
85
20–75e
BAME women
Focus
groups + telephone
interviews
Content analysis
8
Waller et al. (2012)
[60]
UK
46
25–64
Cervical screening
never and irregular
attenders
Focus
groups + interviews
Framework
analysis
8
Widmark et al. (2008)
[61]
Sweden
49
21–74
Nonspecific
Focus groups
Interpretive
description
8
Wollin and Elder (2003)
[62]
Australia
13
Not stated
Deaf women
Interviews
Not stated
7
BAME, Black and Asian minority ethnic; CASP, critical appraisal skills programme. aSome studies also included data from noneligible participants, that is, health professionals or men. Information on these participants has not been included in this table. bThese three articles are based upon the same sample of women but report different aspects of the data. cEligibility age range given as sample age range not reported. dIncludes secondary analysis of Blomberg et al [30] them. Cervical screening is not a one-off event but a behav-
iour that is repeated at regular intervals over decades, so
many of the themes discussed were not singular consider-
ations or experiences but were reassessed over time. For fur-
ther illustrative quotations, see Supporting Information 5. presence, the perspective of never attenders was far less
explored. Because of this, the identified themes are predom-
inantly shaped by the perceptions of women who had at least
one experience of screening to draw upon. Experiences of cervical screening and barriers to participation 165 Figure 1. Relationship between identified themes Figure 1. Relationship between identified themes which the relevance of screening changed. Some women
reported feeling more vulnerable during the menopause. For others, being post-menopausal meant that screening
was no longer considered important, having been ‘more
essential for them in younger days’ [A] [50]. should go for screening. Most women considered whether
they should go for screening in relation to the following:
(a) the relevance and (b) the value of screening. The relevance of screening – who is it for? Most studies discussed beliefs regarding who needs to be
screened. For some women, the prospect of cervical can-
cer was considered unlikely, and screening was given little
further thought: ‘I just don’t believe that it will happen to
me and it’s not of concern to me’ [P] [49].2 Among
women who had considered screening, its relevance was
largely influenced by four subthemes (causal beliefs, life
stage, current health state and family history), and beliefs
about relevance appeared to fluctuate over time. Current health state: Some studies discussed how partic-
ipants’ general feelings of being healthy influenced their
perceived need for screening. Other women explicitly
discussed the presence or absence of symptoms as an indi-
cator that medical help including screening was needed. Interestingly, this was raised regardless of age, ethnicity
or attendance status. For some, lack of symptoms was
clearly stated as a reason for nonattendance: ‘If there
was anything wrong I think I’d have a discharge or some-
thing so I am not so worried about that either’ [P] [61]. Other
women
acknowledged
that
cancer
could
be
asymptomatic. Causal beliefs: Discussion about who needs screening
was heavily influenced by beliefs about the causes of cer-
vical cancer. Discussions about the numbers of sexual
partners and perceptions of promiscuity predominated,
but while many women were aware of the link between
cervical cancer and sexual behaviour, they were often
unclear about the underlying mechanisms. Women often
related the risk of cervical cancer to their current sexual
behaviour, often emphasising the stability and length of
their current relationships, positioning themselves as be-
ing at low risk and therefore not needing screening. For
BAME women, factors including religion, ethnicity and
marital status were seen as synonymous with low-risk sex-
ual behaviour indicating that screening was unnecessary. Family history: Family history was often identified as a
risk factor for cervical cancer, and women interpreted its
absence as an indication that screening was less important
for them. Should I go for screening? Two overarching themes were identified: (a) should I go for
screening? and (b) screening is a big deal. Figure 1 repre-
sents these themes and the main subthemes influencing The first major theme related to women’s thoughts about
who needs screening and, consequently, whether they Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. The value of screening – what is the point? In assessing the value of screening, women fell into one of
three groups: those who felt that screening had value,
those who did not and those who were aware of screening
but unsure of its importance. These assessments were
informed by beliefs regarding who needs to be screened,
as well as beliefs about the consequences of cervical
cancer. Life stage: Many women felt that their age and general
feeling of mortality were indicators for screening: ‘Sick-
ness was described as something that could occur at older
ages, but not at age 30 years’ [A] [30]. For others, repro-
ductive stages and social roles such as motherhood
determined screening relevance; for some women, consid-
ering having children made them think about their
gynaecological health. Menopause was also a time in Screening has value: Women who believed that screen-
ing had value expressed the view that it allowed can-
cer to be detected early, which was beneficial. These
women also valued the reassurance that a negative
screening result could provide, giving them ‘peace of
mind’ [A/P] [33,37,43]. There was evidence that some © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon 166 A. J. Chorley et al. of one study based in Korea [51], this theme was only
found in studies with BAME women. For some, screening
was considered harmful because it could lead to further
investigation or unnecessary treatment. of one study based in Korea [51], this theme was only
found in studies with BAME women. For some, screening
was considered harmful because it could lead to further
investigation or unnecessary treatment. women did not understand the limitations of screening
and felt that a negative result provided a ‘certificate of
health’ [A] [59], that there was ‘nothing untoward hap-
pening’ [P] [26] and that they were ‘free of cancer’
[A] [56]. These statements seemed to relate to misper-
ceptions about the purpose of screening, with women
seeing it as a general cancer test, test for infections
or a reproductive checkup. Screening causes anxiety: A more widespread concern
was that screening could cause ill health by increasing
anxiety and worry, causing an emotional imbalance or
making individuals ruminate on the possibility of cancer. For others, the wait for results or threat of a positive result
made them anxious. The procedure – physical and emotional experiences The actual procedure was often considered physically and
emotionally significant. For some women, cervical screen-
ing was simply another health check that needs to be car-
ried out, and while not pleasant, it was not seen as a
problem: ‘it’s not worse than going to the dentist’ [P]
[39]. Other women described the test as ‘awful’ [P] [36],
‘pretty revolting’ [P] [55], ‘intrusive’ [A] [24] and ‘daunt-
ing’ [A] [47]. Women also seemed to be influenced by
stories of unpleasant experiences shared by others, espe-
cially those who had never attended screening as they
did not have access to positive experiences that might
counteract negative accounts. Unsure of the importance of screening: The final group
appeared to have no opinion of the value of screening. These women had heard of screening but had never con-
sidered it to be important. The studies that identified this
group were predominantly with women from BAME or
lower socioeconomic status backgrounds. Screening is a big deal The second major theme related to women’s perceptions
that screening is a big deal, both physically and emotionally. This theme relates to perceptions of cervical screening as
posing a threat and negative experiences of the procedure. Physical experiences: Cervical screening was described
as a highly embodied experience. Some women described
the procedure as uncomfortable or even painful and
reported side effects of the test, including lasting pain
and bleeding. The value of screening – what is the point? Screening was also valued because it allowed women’s
knowledge of the health of a hidden part of their body:
‘The cervix is an organ inside my body that I cannot
see. I can’t tell whether it is normal or abnormal, unlike
my face, or my hand that I see everyday’ [P] [42]. Screening causes a social threat: By attending screening
and creating the possibility that they may receive a posi-
tive result, women risked facing ‘public distaste and fear
of labelling as promiscuous’ [A] [46]. This was also
related to cultural beliefs about sex before marriage where
some women described how they would ‘bin the screen-
ing invitation letters to prevent suspicion’ [P] [59]. It
was acknowledged that some unmarried women were
sexually active, often without their parents’ knowledge,
and that fear of parental disapproval could be a barrier to
attendance. Screening does not have value: A second group of
women believed that screening was not important. Some
felt that they would know if they were ill or that if there
was something wrong, it would resolve by itself. Some
described a lack of trust in the test results, potentially
based on experience of false positives. For others, there
was a general cynicism about the motives of cervical
screening programmes, with women suggesting that they
were being ‘used to fulfil quotas’ [A] [31] and that screen-
ing programmes were ‘trying to get women all in one
mind’ [P] [33]. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon Experiences of cervical screening and barriers to participation 167 [P] [30] or that ‘pieces are cut from the womb with the
speculum’ [A] [48]. [P] [30] or that ‘pieces are cut from the womb with the
speculum’ [A] [48]. this ideal had not been met. Poor communication seemed
to exacerbate the loss of control that some women associ-
ated with screening. Where clear information about the
procedure was provided, women reported much more sat-
isfactory experiences. Emotional experiences: Women reported strong emo-
tional responses to the procedure, including embarrass-
ment, shame and vulnerability. Some perceived the test
as degrading and violating and described a loss of power
and control over the situation. Experiencing negative emo-
tions during the procedure also worsened the physical
experience for some women, through increasing tension. Some women reported situations in which they felt that
their experience of the test had been dismissed or ignored
by the smear taker. Others described inconsiderate or dis-
respectful behaviour by the smear taker, including ‘igno-
rance, rough treatment, insensitivity… joking, crudeness
and shouting at [the] patient’ [P] [35]. Further, BAME
women and women with disabilities sometimes found
smear takers to be prejudiced or insensitive to their spe-
cific needs, and both groups suggested specialised training
to improve clinical encounters. Negative emotional experiences were also associated
with events outside the actual appointment. Some women
described how receiving an invitation resulted in anxiety,
and they felt that it was necessary to ‘psych themselves
up’ [A] [47] or ‘pluck up the courage’ [P] [26] for the
encounter. Efforts by health professionals to reduce or deny the
emotional significance of the procedure by emphasising
its routine nature were largely disliked. In doing so,
women felt that the smear taker was disregarding the sig-
nificance it held for them: ‘Doctors may perform the same
test many times, but it is not such a routine test to an indi-
vidual woman’ [P] [51]. In particular, women wanted the
smear taker to acknowledge the emotional significance
that cervical screening held for them. In some cases,
women found the experience de-individualising, espe-
cially when the smear taker emphasised that they’d ‘seen
it all before’: ‘Doctors have seen a lot of vaginas but they
didn’t see mine and that’s it for me. […] So I just saw it as
an invasion of my person and my privacy’ [P] [27]. Experiences of cervical screening and barriers to participation In
some cases, women used language that suggests that they
found the experience to be dehumanising, referring to
feeling like ‘a piece of meat’ [P] [31,40] and being ‘treated
like…cattle’ [P] [28]. Many of the negative emotions women described
involved embarrassment and shame, stemming from a sit-
uation in which social norms surrounding nudity are
broken: ‘Even though she is a female doctor but I was still
ashamed the first time I did it, of opening up my private
part to somebody, but after that I got used to it’ [P] [49]. Some older women and women who had experienced
abuse had particular concerns about the appearance of
their body, which made them reluctant to attend. Some
Somali women, although not ashamed of it, were worried
about the smear taker’s response to the fact that they had
been circumcised and considered that it may cause further
embarrassment. There was particular concern from some
BAME women about exposing their bodies, because of
the belief that their naked body should only be seen by
their husband. Concerns about nudity and the sexual connotations of
the procedure resulted in a strong preference across stud-
ies for female smear takers. Although this was often still
seen as embarrassing, seeing a male health professional
resulted in the most severe negative emotional reactions:
‘I hate the idea of going to a man doctor. It’s a lot of
embarrassment for me. I’m not going back to him. Even
though it lasts only a couple of minutes I think it’s, it’s
very undignified’ [P] [44]. Smear taker preferences: In addition to a female smear
taker (see previous text), women expressed other prefer-
ences, which they hoped would improve the screening
experience. Some were concerned about having a trusting
relationship with the smear taker, which usually meant
seeking continuity of care. Others preferred the relative
anonymity of having cervical screening carried out by an
unfamiliar health professional. Less commonly, women
expressed preferences regarding professional background. Some women also believed that a female smear taker
would be more sympathetic to women’s health issues
and that having experienced it themselves, they would
be more likely to be gentle and considerate. The BAME women sometimes expressed a preference
for health professionals who were of the same ethnic back-
ground. Others preferred to visit health professionals of a
different background, as a strategy to avoid potential
breaches of confidentiality. Experiences of cervical screening and barriers to participation Health professionals: Women’s experiences of screening
were often shaped by the quality of their interaction with
the health professional carrying out the procedure. Some
women reported positive encounters with these health profes-
sionals, but more commonly, women recalled negative en-
counters, with poor communication often cited as the reason. Cervical screening as a threat Potential for screening to reveal cancer: For some
women, cervical screening was seen as a significant and
emotional experience because of the potential for harm
to occur to themselves; the most obvious being a diagnosis
of cervical cancer. Fear and anxiety stemming from the
potential for cervical screening to identify cancer were
related to ideas of pain, suffering and death, as well as
concerns about the impact upon fertility among younger
women. Women also commented on two aspects of the proce-
dure, which they found particularly unpleasant: the taking
of the sample and, in particular, the speculum: ‘I don’t like
the metal thingamajig they use actually. I think that’s what
puts me off more than anything’ [P] [60]. Discussion of
the speculum also related its coldness and the act of
penetration. Some women had a good understanding of how the
sample was taken but felt highly aware of what had been
done to their bodies. Other women had misconceptions
about the procedure, believing that the cervix was ‘frozen’ Screening causes physical harm: Some women worried
about clinic hygiene, leading to concern about acquiring
an infection or even cervical cancer. With the exception © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Conclusions Experiences with healthcare provision in general:
Experiences of healthcare outside of screening, in particu-
lar gynaecological examinations, influenced intentions to
have cervical screening. A single negative experience of
a gynaecological examination could result in women
avoiding screening. Other experiences of healthcare, such
as breaches of confidentiality, affected trust in the system
and willingness to attend screening. Through synthesising the qualitative research on women’s
perceptions and experiences of cervical screening, we identi-
fied two novel overarching themes; the first, ‘should I go for
screening?’, is indicative of women who are undecided about
attending screening, after the first invitation and on subse-
quent occasions, as they consider both the relevance and
the value of screening. The second theme, ‘screening is a
big deal’, is reflective of the experiences of women who have
already attended screening at least once, relating in particular
to the ways in which screening presented a threat, and the
largely negative physical and emotional experiences of the
procedure. These negative experiences were both inherent
to the procedure and influenced by the conduct of health pro-
fessionals. As screening is not a one-time event but an action
that should be repeated at regular intervals over decades, neg-
ative experiences clearly inform women’s decisions about fu-
ture attendance. Previous experiences of cervical screening: Previous
screening experiences seemed to influence decisions
regarding re-attendance in two ways. Firstly, previous
normal results were sometimes interpreted as being given
an ‘all clear’ with no further need to attend. Conversely,
one woman reported how a previous positive result
reduced her desire to attend screening because of the
increased anxiety that she now felt. Secondly, even when screening was still considered rel-
evant, previous experiences influenced willingness to
re-attend. For some women, a single negative experience
prevented them from re-attending screening, even if they
had multiple positive previous experiences to draw upon. There were also instances of women who wished to attend
but had difficulty translating those intentions into action be-
cause of competing priorities and practical barriers and the re-
sources available to overcome these. As well as women who
intended to act and those who were undecided, there were
also women who had made an active decision to not attend
screening, although this does not necessarily mean that they
had not previously attended or would definitely not attend
in the future. Practical barriers Women reported a number of practical barriers to
accessing screening, which were often associated with
their life circumstances and the resources available to
them. Some of these women wanted to attend screening
but felt prevented by practical barriers. For others, practi-
cal barriers were indicated as reasons for nonattendance in
addition to one or more of the barriers outlined previously. We also identified women within the synthesis who
were unaware of or unengaged with screening, although
these themes were far less developed than those previ-
ously outlined. It is clear that these perspectives are much
less explored within the literature than others, as the
majority of women across studies had attended screening
at least once. One reason for this may be the way in which
women are recruited for studies. It is unlikely that
unaware or unengaged women would be motivated to take
part in a study about screening. As this may be a target
group for interventions aimed at increasing engagement
with the screening invitation, further research may need
to seek a different method of recruitment and approach
to the subject of screening in order to ensure that the
perspectives of these groups are included in intervention
design and evaluation. Women described how screening was yet another
demand on their time and often competed with daily tasks
such as work and childcare, which were given higher pri-
ority. For others, screening was seen as inaccessible,
because of features of the clinic such as inconvenient loca-
tion or appointment times. There were also specific barriers reported by BAME
women. Some women felt that they had received racist treat-
ment by health professionals, which made them less willing
to attend. Others reported difficulties in accessing informa-
tion. For some women, this was due to low competency in
the language of their country of residence and a lack of trans-
lated materials. For others, low literacy levels or a cultural
preference for verbal information meant that they could not
access information even when translated. The impact of these
factors was largely related to the screening context of
women’s country of origin. Women from Somalia [24] and
west Africa [49] reported being unaware of cervical These findings show that there are a number of reasons
why women may not attend cervical screening as recom-
mended and highlight the fact that screening nonattenders
should not be viewed as a homogenous group. Previous experiences Previous experiences included general experiences in
healthcare settings as well as more specific experiences
with screening. Conclusions It is unclear whether these women are making
an informed choice not to attend or are basing their decisions
on lack of understanding or misconceptions. Additional contributing factors Women expressed a desire for explanation about the
procedure as it is carried out and the opportunity to ask
questions, but many reported negative experiences where In addition to the two main themes identified, some minor
themes played additional roles. These included the follow-
ing: (a) previous experiences and (b) practical barriers. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon 168 A. J. Chorley et al. screening before migrating, while women from eastern Eu-
rope [41,58] had prior knowledge of screening because of
participating in their home country. Previous experiences © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon Implications This review points to some clear ways for practitioners
to minimise the negative aspects of the screening expe-
rience, for example, providing the option of a female
smear taker, acknowledging that the procedure is not ex-
perienced as routine for women, taking steps to ensure
that dignity is maintained and being sensitive to the spe-
cific needs of women from BAME groups, women with
disabilities and those who have experienced abuse. The
wide variety of barriers to screening identified makes it
clear that nonparticipants are a heterogeneous group. Conceptualising screening nonparticipants along a con-
tinuum of screening adoption may be a useful way of
targeting
appropriate
interventions,
from
awareness-
raising initiatives for women who are unaware of
screening in order to promote informed choice about
screening to addressing practical barriers for women
who have difficulty translating positive intentions into
attendance. Our findings identify the need for more re-
search to understand how and why some women in
countries with established screening programmes remain
unaware of screening. There is some evidence that
BAME women may be more likely to be unaware or
unengaged [70], but the issue should be explored further
with a view to reducing social inequalities in screening
participation. Our identification of the themes of ‘personal relevance’
and ‘value’ in women’s decision-making is a new way of
conceptualising this stage of the process and can now be used
to develop appropriate information for women deciding
whether to take part. Designing information to address the
issues that women across studies grapple with may be a
way to make it more relevant and helpful. In addition, our
finding that ‘screening is a big deal’ was such a major theme
in women’s accounts speaks to a strong need to acknowledge
this within programmes and to develop ways to minimise
negative physical and psychological consequences. Experiences of cervical screening and barriers to participation 169 of studies from Sweden and Korea supports the idea that
our findings might apply to other countries with similar
screening programmes, but it is possible that women’s
perceptions of cervical screening may differ in other
contexts. There is also a need for further research to en-
sure that the perspectives of women who have never
attended are included. associated reasons for nonattendance, particularly when de-
veloping interventions to promote uptake. Stage-based
models of behaviour change, such as the transtheoretical
model (TTM) [63] and the precaution adoption process
model (PAPM) [64], offer ways of conceptualising these
differences in engagement with cervical screening. Find-
ings from this synthesis suggest that the PAPM, with its
more detailed categorisation of those with no intention to
act into ‘unaware’, ‘unengaged’ and ‘decided not to act’
groups, may be of greater value than the TTM with its sin-
gular ‘precontemplation’ stage, when considering ways to
support women in making an informed choice about cervi-
cal screening. Previous studies of mammography [65,66]
and colorectal cancer screening [67–69] readiness have
shown that the stages of the PAPM are associated with
particular sociodemographic and psychological correlates,
which could be used to inform the development of targeted
interventions. While our findings offer support for the
value of using the PAPM to categorise women in terms
of their engagement with cervical screening, further re-
search is needed to establish the proportion of women
within each group in the general population and to exam-
ine stage-specific differences in sociodemographic and psy-
chological characteristics. Practical barriers There may
be value in considering different subgroups and the Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon Psycho-Oncology 26: 161–172 (2017)
DOI: 10.1002/pon © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. © 2016 The Authors. Psycho-Oncology Published by John Wiley & Sons Ltd. Psycho-Oncology 26: 161–172 (2017)
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screened within 3.5 years for those aged 25–49 years
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DOI: 10.1002/pon
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https://openalex.org/W2562598326
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https://munin.uit.no/bitstream/10037/10187/2/article.pdf
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English
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A novel non-canonical Wnt signature for prostate cancer aggressiveness
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Oncotarget
| 2,016
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cc-by
| 10,616
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A novel non-canonical Wnt signature for prostate cancer
aggressiveness Elise Sandsmark1, Ailin Falkmo Hansen1, Kirsten M. Selnæs1, Helena Bertilsson2,3,
Anna M. Bofin4, Alan J. Wright5, Trond Viset6, Elin Richardsen7,8, Finn Drabløs3,
Tone F. Bathen1, May-Britt Tessem1,*, Morten B. Rye2,3,9,* Elise Sandsmark1, Ailin Falkmo Hansen1, Kirsten M. Selnæs1, Helena Bertilsson2,3,
Anna M. Bofin4, Alan J. Wright5, Trond Viset6, Elin Richardsen7,8, Finn Drabløs3,
Tone F. Bathen1, May-Britt Tessem1,*, Morten B. Rye2,3,9,* Elise Sandsmark1, Ailin Falkmo Hansen1, Kirsten M. Selnæs1, Helena Bertilsson2,3,
Anna M. Bofin4, Alan J. Wright5, Trond Viset6, Elin Richardsen7,8, Finn Drabløs3,
Tone F. Bathen1, May-Britt Tessem1,*, Morten B. Rye2,3,9,* 1Department of Circulation and Medical Imaging, Faculty of Medicine, NTNU - Norwegian University of Science and Technology,
Trondheim, Norway Department of Urology, St. Olavs Hospital, Trondheim University Hospital, Norway 2Department of Urology, St. Olavs Hospital, Trondheim University Hospital, Norway 3Department of Cancer Research and Molecular Medicine, Faculty of Medicine, NTNU - Norwegian University of Science and
Technology, Trondheim, Norway 4Department of Laboratory Medicine, Children’s and Women’s Health, Faculty of Medicine, NTNU - Norwegian University of
Science and Technology, Trondheim, Norway 6Department of Pathology and Medical Genetics, St. Olavs Hospital, Trondheim University Hospital, Norway Department of Medical Biology, UiT - The Arctic University of Norway, Tromsø, Norway 8Department of Clinical Pathology, University Hospital of North Norway, Tromsø, Norway 9St. Olavs Hospital, Trondheim University Hospital, Norway *These authors have contributed equally to this work Correspondence to: Elise Sandsmark, email: elise.sandsmark@gmail.com
Morten B. Rye, email: morten.rye@ntnu.no Correspondence to: Elise Sandsmark, email: elise.sandsmark@gmail.com
M
t
B R
il
t
@ t Correspondence to: Elise Sandsmark, email: elise.sandsmark@gmail.com
Morten B. Rye, email: morten.rye@ntnu.no Keywords: EMT, gene expression signature, biochemical recurrence, spectroscopy, MR Keywords: EMT, gene expression signature, biochemical recurrence, spectroscopy, MRSI Keywords: EMT, gene expression signature, biochemical recurrence, spectroscopy, MRSI
Received: August 26, 2016 Accepted: November 23, 2016 Published: December 24, 2016 Received: August 26, 2016 Accepted: November 23, 2016 Published: December 24, 2016 Oncotarget, Advance Publications 2016 Oncotarget, Advance Publications 2016 www.impactjournals.com/oncotarget/ INTRODUCTION aggressiveness [16]. Several studies support the activation
of CWP in advanced and metastatic prostate cancer [7,
17], but little evidence exists for localized and locally
advanced prostate cancer. Increased activation of the Wnt signaling pathway
(WP) is associated with development, progression, and
metastasis of many cancers [1]. In prostate cancer, the WP
has been associated with aggressive, late stage disease,
and metastasis [2–5]; however, its potential for early
prediction of aggressiveness is still unclear. Previous
studies are mainly performed in prostate cancer cell lines
[6–9], and proper validation in human tissue is lacking. The WP is proposed as a therapeutic target in prostate
cancer treatment [10], and reduced proliferation has been
detected as a result of targeted Wnt-inhibitor drugs in cell
lines [11, 12]. However, to develop Wnt-targeted drugs for
human prostate cancer, an increased understanding of the
molecular mechanisms in vivo is needed. The NCWP is commonly divided into two pathways,
the planar cell polarity (PCP), and the Wnt/Calcium
pathway (Figure 1B-1C). Few studies have addressed the
significance of NCWP in prostate cancer. Most attention
has been focused on the role of the non-canonical ligand
Wnt5a, a key activator of the NCWP. Wnt5a is generally
found to be upregulated in prostate cancer, but results are
inconsistent regarding its association with good [18–20]
or poor prognosis [21]. Recently, a new NCWP involving
Wnt5a and the receptor Frizzled2 (Fzd2) was discovered
(Figure 1D) and shown to promote tumor progression and
EMT in several cancer cell lines and a mouse xenograft
model [22]. In the same study, a Wnt5/Fzd2 based gene
set was also shown to accurately predict metastasis
and survival in a small cohort (n=46) of patients with
hepatocellular carcinoma. However, this study did not
address the in vivo relevance of the NCWP in larger
patient cohorts or in prostate cancer tissue. Wnt ligands bind to Frizzled (Fzd) receptors to
activate the WP, which then induces signal transduction
cascades. The WP is generally divided into a β-catenin-
dependent canonical WP (CWP), and a β-catenin-
independent non-canonical WP (NCWP). The importance
of the CWP in carcinogenesis was first discovered in
colorectal cancer, where mutations of the APC gene, a
part of the β-catenin destruction complex (Figure 1A),
resulted in stabilization and nuclear translocation of
β-catenin [13]. This β-catenin translocation is a hallmark
of CWP activation, and can drive tumor invasion and
metastasis through a process of epithelial-to-mesenchymal
transition (EMT) [14]. ABSTRACT Activation of the Canonical Wnt pathway (CWP) has been linked to advanced
and metastatic prostate cancer, whereas the Wnt5a-induced non-canonical Wnt
pathway (NCWP) has been associated with both good and poor prognosis. A newly
discovered NCWP, Wnt5/Fzd2, has been shown to induce epithelial-to-mesenchymal
transition (EMT) in cancers, but has not been investigated in prostate cancer. The aim
of this study was to investigate if the CWP and NCWP, in combination with EMT, are
associated with metabolic alterations, aggressive disease and biochemical recurrence
in prostate cancer. An initial analysis was performed using integrated transcriptomics,
ex vivo and in vivo metabolomics, and histopathology of prostatectomy samples
(n=129), combined with at least five-year follow-up. This analysis detected increased
activation of NCWP through Wnt5a/ Fzd2 as the most common mode of Wnt activation
in prostate cancer. This activation was associated with increased expression of EMT
markers and higher Gleason score. The transcriptional association between NCWP
and EMT was confirmed in five other publicly available patient cohorts (1519 samples
in total). A novel gene expression signature of concordant activation of NCWP and
EMT (NCWP-EMT) was developed, and this signature was significantly associated
with metastasis and shown to be a significant predictor of biochemical recurrence. The NCWP-EMT signature was also associated with decreased concentrations of the
metabolites citrate and spermine, which have previously been linked to aggressive
prostate cancer. Our results demonstrate the importance of NCWP and EMT in prostate
cancer aggressiveness, suggest a novel gene signature for improved risk stratification,
and give new molecular insight. www.impactjournals.com/oncotarget Oncotarget 1 INTRODUCTION To date, metabolic alterations associated with the WP have
not been investigated in prostate cancer. low and high histopathological Gleason score have
previously been detected using in vivo MRSI of patients
[27], and citrate and spermine are suggested as the main
contributors to discriminating on the basis of tumor
aggressiveness from tissue HR-MAS MRS analysis [28]. To date, metabolic alterations associated with the WP have
not been investigated in prostate cancer. are reduced expression of the receptor FZD1, increased
expressions of the antagonist SFRP4 and casein kinase
CSNK1E, which support the absence of CWP activation. Although some variations were observed (Figure 2A),
the lack of upregulation of the main CWP genes suggests
no increased expression activity of the CWP in prostate
cancer in our main cohort. g
p
The aim of this study was to investigate if the
CWP and NCWP, in combination with EMT markers,
are activated and associated with aggressive disease and
metabolic alterations in human prostate cancer. To approach
these questions, we first used a patient cohort where
integrated omics analyses were performed on the same
samples from fresh-frozen prostatectomy-tissue slices,
including transcriptomics, tissue ex vivo and in vivo patient
metabolomics, and detailed histopathological evaluation
[29]. Histopathology allowed us to control for tissue
heterogeneity, particularly the fraction of stroma, which is
a major complicating factor when analyzing tissue samples
[30]. The findings were confirmed in publicly available
prostate cancer cohorts (n=1519 samples in total), and in
a separate immunohistochemistry cohort. The analysis
suggests that the NCWP, and not the CWP, is the most
active WP for in vivo prostate cancer, and that this activity
correlates with markers for EMT. Our approach allowed for
the development of a novel NCWP-EMT gene signature
significantly associated with recurrent and metastatic
cancer and metabolic biomarkers. This signature may help
differentiate aggressive from indolent prostate cancer. Translocation of β-catenin from the membrane
to the nucleus is the hallmark of CWP activation,
and to validate the findings above, we performed
β-catenin
immunohistochemistry
(IHC)
on
the
immunohistochemistry cohort (Figure 3A-3B). All the
samples (n=40) had weak or non-detectable nuclear
staining (SI≤2). Most of the samples (n=30) had strong
membranous β-catenin staining (SI=9), indicating
no activation of the CWP. Ten samples had weak or
moderate membranous staining (SI≤6), indicating reduced
membranous expression without increased nuclear
expression of β-catenin. RESULTS AND DISCUSSION Patient and sample characteristics of the main and
the immunohistochemistry cohorts are presented in Table
1. The five validation cohorts (in total 1519 samples) are
presented in the methods section with more information
listed in Supplementary Table S1. INTRODUCTION These findings demonstrate
that the CWP is not activated in prostate cancer in our
immunohistochemistry cohort, which is in concordance
with the gene expression results from the main cohort. We therefore conclude that there is little evidence of CWP
activation in prostate cancer compared to normal prostate
tissue investigated in two independent cohorts. We further investigated alterations in the CWP
between low Gleason (≤3+4) and high Gleason (≥4+3)
samples (Figure 2A). There were no significant gene
expression alterations detected for β-catenin (CTNNB1),
the Wnt ligands, the receptor-complex and the destruction
complex (Supplementary Table S2). Of the CWP
inhibitors, both SFRP2 and SFRP4 were upregulated in
high Gleason compared to low Gleason cancer samples,
which is contradictory to CWP activation. However, the
inhibitor of β-catenin translocation, ICAT (CTNNBIP1),
was downregulated, and the CWP transcription factors
LEF1 and TCF were upregulated in high Gleason
cancer, which could indicate activation of downstream
components of the pathway independently of the β-catenin
destruction complex. To conclude, the overall analysis
suggests no significant increase in CWP activation through
the canonical destruction complex, neither in cancer
compared to normal nor in high Gleason cancer. INTRODUCTION During EMT, epithelial cancer cells
develop into less adhesive and more motile mesenchymal-
like cells, which increases the cancer’s potential for
invasion and metastasis [15]. There is mounting evidence
associating EMT in prostate cancer with increased Metabolic reprogramming is a hallmark of cancer
[23], and the WP has been suggested as an emerging
mediator of cancer cell metabolism [24, 25]. Wnt5a-
mediated NCWP has been directly related to alterations
of the energy metabolism in melanoma and breast cancer
cells [26]. Selected metabolic alterations detected in
tissue samples by high resolution magic angle spinning
magnetic resonance spectroscopy (HR-MAS MRS) can
be translated for use in a clinical setting by magnetic
resonance spectroscopy imaging (MRSI). Differences
in (choline + creatine + spermine)/citrate ratio between Figure 1: Schematics of Wnt signaling pathways in cancer cells. A. Canonical Wnt pathway. In the absence of Wnt signaling, the
β-catenin destruction complex labels β-catenin for proteasomal degradation. In the presence of Wnt signaling, the destruction complex is
inhibited, resulting in stabilization and nuclear translocation of β-catenin, activating transcription of target genes. B. Non-canonical planar
cell polarity (PCP) pathway activates signaling cascades resulting in cytoskeletal changes, as well as alterations in cell polarity, movement
and survival. C. Non-canonical Wnt/Calcium pathway signaling activates intracellular calcium, which in turn reduce cell adhesion through
further signaling. D. Non-canonical Wnt5/Fzd2 pathway. Wnt5 signals via the FZD2 receptor and FYN activates STAT3 transcription
leading to epithelial-mesenchymal transition (EMT) in cancer cells. Figure 1: Schematics of Wnt signaling pathways in cancer cells. A. Canonical Wnt pathway. In the absence of Wnt signaling, the
β-catenin destruction complex labels β-catenin for proteasomal degradation. In the presence of Wnt signaling, the destruction complex is
inhibited, resulting in stabilization and nuclear translocation of β-catenin, activating transcription of target genes. B. Non-canonical planar
cell polarity (PCP) pathway activates signaling cascades resulting in cytoskeletal changes, as well as alterations in cell polarity, movement
and survival. C. Non-canonical Wnt/Calcium pathway signaling activates intracellular calcium, which in turn reduce cell adhesion through
further signaling. D. Non-canonical Wnt5/Fzd2 pathway. Wnt5 signals via the FZD2 receptor and FYN activates STAT3 transcription
leading to epithelial-mesenchymal transition (EMT) in cancer cells. www.impactjournals.com/oncotarget Oncotarget 2 low and high histopathological Gleason score have
previously been detected using in vivo MRSI of patients
[27], and citrate and spermine are suggested as the main
contributors to discriminating on the basis of tumor
aggressiveness from tissue HR-MAS MRS analysis [28]. The canonical Wnt pathway is not activated in
prostate cancer * 50 benign samples were excluded from further analysis in the immunohistochemistry cohort
sPSA – serum PSA, pT stage – pathological tumor stage. the pathway components apart from downregulation of the
ligand WNT5B, and upregulation of the calcium pathway
component PLCB2, suggesting no increased activation
of the NCWP in prostate cancer in general. However,
when high Gleason samples were compared with low
Gleason samples, significantly increased expressions were
detected for three of the four key genes of the Wnt5/Fzd2
pathway; the ligand WNT5A (p<0.001), the receptor FZD2
(p=0.003) and the midstream kinase component FYN
(p<0.001) (Figure 2B). No significant expression change
was detected for the last key component, the transcription
factor STAT3. For the Wnt/Calcium pathway, only PLCB2
was upregulated in high Gleason cancer (Figure 2B), and
none of the central components of the PCP pathway were
altered (Supplementary Table S2). In summary, these data
suggest upregulation of the Wnt5/Fzd2 pathway in high
Gleason prostate cancer. were using prostate cancer cell lines [6–9]. The disparity
could therefore also highlight a difference between in
vitro cell lines and human prostate tissue, emphasizing the
importance of validation studies in human tissue, especially
for identification of potential targets for personalized drug
therapy. py
In our main cohort, the central CWP genes showed
an expression pattern that was indicative of substantial
stromal influence when comparing normal against cancer
tissue (Figure 2A). This trend was particularly strong for
genes that, directly or partly, regulate the activity of the
β-catenin destruction complex, and indicates a difference
of CWP activity when cancer is compared to stroma, but
not when compared to benign epithelium. Thus, at least
some of the discrepancies from previous studies of CWP
in prostate cancer may be explained by uneven sampling
of stroma content between cancer and normal samples
which has previously been observed in tissue samples
from prostate cancer patient cohorts [30, 31]. For validation, IHC of WNT5A was performed
on the immunohistochemistry cohort (Figure 3C-3D). Of the 40 cancer samples, 32 had strong (SI=9) and
8 had moderate or weak staining (SI≤6). There was no
association between the staining intensity and Gleason
grade for this cohort. The canonical Wnt pathway is not activated in
prostate cancer To investigate if the CWP is activated in prostate
cancer, we compared gene expression of the central CWP
genes between cancer and normal samples of the main
cohort using sample subsets balanced and unbalanced for
stroma content according to histopathology (Figure 2A,
Supplementary Table S2, Methods). The level of β-catenin
(CTNNB1), the key component of the CWP pathway,
showed no significant altered expression in cancer
compared to normal, and two of the main components of
the β-catenin destruction complex, GSK3B and AXIN1,
were significantly upregulated in cancer. This may suggest
increased activity of β-catenin destruction in prostate
cancer, contrary to what is expected when the CWP is
turned on. Additionally, the Wnt ligand genes associated
with the CWP were not significantly changed in cancer
compared to normal samples. Other important findings There is currently no consensus in the literature
regarding CWP activation in prostate cancer, and our
findings are contradictory to several previous studies
suggesting increased CWP in prostate cancer [7, 9, 17]. The CWP has previously been associated with advanced
disease such as androgen resistant prostate cancer in cell
lines [7], and prostate cancer bone metastasis in human
tissue and cell lines [8, 17]. The fact that our cohorts
consist of radical prostatectomy tissue, from localized or
locally advanced disease, may explain the absence of CWP
activation. The CWP may therefore still be of importance
in advanced, metastatic prostate cancer, but might not
prove useful for early risk stratification. Furthermore,
several previous studies reporting increased CWP signaling www.impactjournals.com/oncotarget Oncotarget 3 Table 1: Patients and sample characteristics of the two cohorts Main cohort
Immunohistochemistry
cohort
Patients
n=41
n=40
Age (median, range)
Years
64 (48-69)
62 (48-73)
sPSA (median, range)
Before Surgery (ng/mL)
9.1 (4.0-45.8)
8.9 (5.2-18.0)
Clinical pT stage (patients)
pT1c
-
7
pT2
28
20
pT3
13
10
Unknown
-
3
Tissue samples
n=129
n=40
Sample weight (mean, range)
(mg)
12.7 (3.0-21.9)
12.6 (7.6-21.0)
Gleason score of tissue samples
Benign
34
- *
6
24
5
7
41
25
8
15
5
9
15
4
10
-
1
Gleason grade groups
Low Gleason (≤3+4)
48
21
High Gleason (≥4+3)
47
19
* 50 benign samples were excluded from further analysis in the immunohistochemistry cohort
sPSA – serum PSA, pT stage – pathological tumor stage. * 50 benign samples were excluded from further analysis in the immunohistochemistry cohort
sPSA – serum PSA, pT stage – pathological tumor stage. Wnt5a-induced non-canonical Wnt signaling is
increased in high Gleason prostate cancer The NCWP, including the Wnt/Calcium, PCP and
the new Wnt5/Fzd2 pathways, were investigated (Figure
2B, Supplementary Table S2). When comparing cancer
with normal samples, we found no alterations in any of Wnt5a has been suggested as a biomarker in prostate
cancer, but its prognostic outcome has been inconsistent
[18–21]. The increased WNT5A gene expression in high
Gleason cancer samples compared to low Gleason samples www.impactjournals.com/oncotarget Oncotarget 4 5
www.impactjournals.com/oncotarget
Figure 2: Alterat
in prostate canc
(balanced for st
low Gleason pros
compared with lo
samples. The x-a
multiplied by −1 for
genes. P-values for
balanced for stroma
Supplementary Tabl
pattern of no further
but show a confound
destruction complex
show an upregulatio
C. The central epith
genes indicate ongoi
The central EMT ne Oncotarget
5
www impactjournals com/oncotarget
Figure 2: Alterations in central Wnt and EMT genes
in prostate cancer compared with normal samples
(balanced for stroma), high Gleason compared with
low Gleason prostate cancer, and high stroma content
compared with low stroma content (unbalanced) tissue
samples. The x-axis displays log10(p-value) fold change,
multiplied by −1 for upregulated genes, and 1 for downregulated
genes. P-values for prostate cancer vs. normal prostate tissue are
balanced for stroma content; unbalanced p-values are available in
Supplementary Table S2. A. The central canonical genes show a
pattern of no further activation in cancer or high Gleason cancer,
but show a confounding stroma effect, especially of the genes of the
destruction complex. B. The central non-canonical genes generally
show an upregulation of Wnt5/Fzd2 genes in high Gleason cancer. C. The central epithelial-mesenchymal transition (EMT) positive
genes indicate ongoing EMT, especially in high Gleason cancer. D. The central EMT negative genes. www impactjournals com/oncotarget Figure 2: Alterations in central Wnt and EMT genes
in prostate cancer compared with normal samples
(balanced for stroma), high Gleason compared with
low Gleason prostate cancer, and high stroma content
compared with low stroma content (unbalanced) tissue
samples. The x-axis displays log10(p-value) fold change,
multiplied by −1 for upregulated genes, and 1 for downregulated
genes. P-values for prostate cancer vs. normal prostate tissue are
balanced for stroma content; unbalanced p-values are available in
Supplementary Table S2. A. The central canonical genes show a
pattern of no further activation in cancer or high Gleason cancer,
but show a confounding stroma effect, especially of the genes of the
destruction complex. B. Wnt5a-induced non-canonical Wnt signaling is
increased in high Gleason prostate cancer In melanoma, pancreatic and gastric cancer, Wnt5a
expression is associated with worse prognosis, but in colon
and thyroid cancer Wnt5a expression is associated with
better prognosis as reviewed by McDonald and Silver, and
Zhu et al. [34, 35]. The tumor-promoting role of Wnt5a can
be caused by activation of NCWP [35], whereas the tumor-
suppressing role may be caused by inhibition of the CWP
[36]. Because of this conflicting role in different cancer
types, we suspect that Wnt5a alone may not be a useful
biomarker for prostate cancer. is in agreement with results from Yamamoto et al. who
reported increased Wnt5a IHC staining of prostatectomy
tissue samples with high Gleason grade [21]. This oncogenic
effect of Wnt5a in prostate cancer progression is also
supported by studies of cell lines, where Wnt5a has been
shown to improve migration capacity [32], induce androgen
resistance in prostate cancer metastases [33], and induce
bone metastasis [8]. Contrary to this, other IHC studies
of prostatectomy tissue samples have detected a tumor-
suppressing role of Wnt5a in prostate cancer; increased
Wnt5a IHC expression has been associated with increased Figure 3: Immunohistochemical staining of the
immunohistochemistry cohort. A. Strong membranous
β-catenin staining and B. weak β-catenin staining. C. Strong
Wnt5a staining and D. weak Wnt5a staining. E. Positive
membranous N-cadherin staining and F. negative N-cadherin
staining. G. Strong membranous E-cadherin staining and H. weak E-cadherin staining. Magnification x400. Bar 50μm. Wnt5a-induced non-canonical Wnt signaling is
increased in high Gleason prostate cancer The central non-canonical genes generally
show an upregulation of Wnt5/Fzd2 genes in high Gleason cancer. C. The central epithelial-mesenchymal transition (EMT) positive
genes indicate ongoing EMT, especially in high Gleason cancer. D. The central EMT negative genes. Figure 2: Alterations in central Wnt and EMT genes
in prostate cancer compared with normal samples
(balanced for stroma), high Gleason compared with
low Gleason prostate cancer, and high stroma content
compared with low stroma content (unbalanced) tissue
samples. The x-axis displays log10(p-value) fold change,
multiplied by −1 for upregulated genes, and 1 for downregulated
genes. P-values for prostate cancer vs. normal prostate tissue are
balanced for stroma content; unbalanced p-values are available in
Supplementary Table S2. A. The central canonical genes show a
pattern of no further activation in cancer or high Gleason cancer,
but show a confounding stroma effect, especially of the genes of the
destruction complex. B. The central non-canonical genes generally
show an upregulation of Wnt5/Fzd2 genes in high Gleason cancer. C. The central epithelial-mesenchymal transition (EMT) positive
genes indicate ongoing EMT, especially in high Gleason cancer. D. The central EMT negative genes. www.impactjournals.com/oncotarget Oncotarget 5 10 years survival [18], and a lower risk of biochemical
recurrence [19, 20]. This was, however, only true for low
Gleason grade samples in one of the studies [20]. This
apparent opposing role of Wnt5a in prostate cancer may
be explained by the paradoxical effect of Wnt5a in other
cancers. In melanoma, pancreatic and gastric cancer, Wnt5a
expression is associated with worse prognosis, but in colon
and thyroid cancer Wnt5a expression is associated with
better prognosis as reviewed by McDonald and Silver, and
Zhu et al. [34, 35]. The tumor-promoting role of Wnt5a can
be caused by activation of NCWP [35], whereas the tumor-
suppressing role may be caused by inhibition of the CWP
[36]. Because of this conflicting role in different cancer
types, we suspect that Wnt5a alone may not be a useful
biomarker for prostate cancer. 10 years survival [18], and a lower risk of biochemical
recurrence [19, 20]. This was, however, only true for low
Gleason grade samples in one of the studies [20]. This
apparent opposing role of Wnt5a in prostate cancer may
be explained by the paradoxical effect of Wnt5a in other
cancers. www.impactjournals.com/oncotarget The NCWP-EMT gene signature is associated
with metabolic alterations Using all cancer samples in the main cohort, we
calculated an average Pearson’s correlation r of 0.34
between all 15 gene using pairwise correlations. This is
comparable or higher than the average correlation between
genes in previously validated prostate cancer signatures [38,
39] (Figure 4B), including signatures for the established
TMPRSS2-ERG gene fusion (average Pearson’s r=0.30). The pattern of the NCWP-EMT gene set from the main
cohort was validated in PCA analysis of the Wnt-genes
in the five publicly available cohorts (n=1519 samples in
total, Supplementary Table S1). The same 48 central Wnt-
genes, in addition to WNT1, WNT3 and WNT3A which were
lacking data in the main cohort, were used. All cohorts
confirm the NCWP-EMT component as the most important
source of variation in the gene expression, although there
were some variations in the highlighted genes (Figure 4C-
4G and Supplementary Figure S1). The CWP was either
insignificant or spanning a separate axis of variation with
little correlation to EMT. Interestingly, WNT5A expression
pattern varied considerably with respect to the NCWP-EMT
axis. Overall, these data show the NCWP-EMT gene cluster
to be robust over large prostate cancer patient cohorts, and
the 15 NCWP-EMT genes to be accessible for a concordant
NCWP-EMT gene expression signature. We further investigated the metabolic alterations of
23 metabolites between samples with low, intermediate,
and high activation of the developed NCWP-EMT
gene expression signature (Supplementary Table S4) in
the main cohort. The most prominent alterations were
observed for the metabolites citrate and the polyamine
spermine (Table 2), which showed significantly decreased
concentration in the high NCWP-EMT compared to
low NCWP-EMT samples. This alteration was also
observed for high NCWP-EMT samples when compared
with intermediate NCWP-EMT samples, but not when
comparing intermediate with low NCWP-EMT samples. This suggests citrate and spermine alterations to be more
profound in the samples with high NCWP-EMT score
compared to low and intermediate score NCWP-EMT. In addition, there were alterations in the concentration of
phosphoethanolamine and taurine between the low and the
intermediate score group (p=0.002, p=0.028 respectively). Decreased concentrations of citrate and spermine
have been associated with aggressive prostate cancer [28,
40], and our results therefore suggest the NCWP-EMT
signature to be associated with an aggressive metabolic
profile. Reduced citrate can be a result of increased energy
production through the Krebs cycle in prostate cancer
[41]. A novel 15 gene non-canonical Wnt pathway -
EMT (NCWP-EMT) signature useful addition to the selection criteria for active surveillance
in prostate cancer patients. The novel NCWP-EMT signature also showed
significant association with previously published
mesenchyme and cytokine gene signatures (Supplementary
Figure S2), and highly significant gene ontology (GO)
terms related to cell adhesion, extracellular matrix,
inflammation and immune response which are features
commonly associated with EMT (Supplementary Table
S3). The same analysis based on the expression level of
WNT5A alone, did not produce any significant GO terms,
further supporting the hypothesis that Wnt5a alone is an
ambiguous biomarker in prostate cancer. To further investigate the relationship between the
expression of Wnt and EMT genes, PCA analysis was
performed on the expression profiles of 48 central Wnt and
EMT genes (Methods). The first two principal components
clearly highlighted a separate cluster of 15 genes related
to the Wnt5a/Fzd2 pathway and EMT (Figure 4A). This
gene set included 11 genes, which were also upregulated
in high Gleason samples. In addition, two inhibitors of the
CWP (NKD2 and SFRP1), and two EMT positive markers
(CDH3 and MMP9) were part of the PCA cluster and
included in the gene set. Because of the clear relationship
to Wnt5/Fzd2 NCWP and EMT, we will refer to this set of
genes collectively as the NCWP-EMT genes. EMT markers are upregulated in high Gleason
prostate cancer The Wnt5/Fzd2 NCWP has previously been linked
with EMT studies on various cancer cell-lines, but not
in prostate cancer [22]. We therefore evaluated the gene
expression of the most central EMT positive and negative
markers in prostate cancer in the main cohort (Figure 2C
and 2D). When comparing high Gleason with low Gleason
samples, significant upregulations were detected for the
expression of EMT positive markers in high Gleason;
N-cadherin (CDH2), OB-cadherin (CDH11), vimentin
(VIM) and Delta-2-catenin (CTNND2) (Figure 2C). In
addition, a non-significant downregulation of E-cadherin
(CDH1), an EMT negative marker, was observed in high
Gleason samples (fold-change=-0.25, p=0.07; Figure
2D), suggesting ongoing EMT in high Gleason samples. In the immunohistochemistry cohort, IHC of N-cadherin
showed membranous staining (SI≥2) in only two, both
high Gleason, of the forty cancer samples (Figure 3E-3F). Reduced, moderate membranous staining of E-cadherin
(SI=6), was detected in five samples while the remaining
samples had strong membranous staining (SI=9) (Figure
3G-3H). However, the reduced E-cadherin staining did
not correspond to N-cadherin staining, as hypothesized
for the N- to E-cadherin switch proposed to be important
for EMT in prostate cancer [37]. Inspection of the
principal component analysis (PCA) score plots for the
main and validation cohorts also confirmed consistent
N-cadherin upregulation correlating with high Gleason
and EMT genes, while the anticorrelation to E-cadherin
was inconsistent between the cohorts, in accordance with
observations in the immunohistochemistry cohort (Figure
4A, 4C-4G). In conclusion, the increased levels of several
EMT positive genes, suggests ongoing EMT in a subset
of mainly high Gleason prostate cancer samples. This
was partly supported by the IHC, although the number of
samples in the immunohistochemistry cohort was too few
to make a conclusion. Figure 3: Immunohistochemical staining of the
immunohistochemistry cohort. A. Strong membranous
β-catenin staining and B. weak β-catenin staining. C. Strong
Wnt5a staining and D. weak Wnt5a staining. E. Positive
membranous N-cadherin staining and F. negative N-cadherin
staining. G. Strong membranous E-cadherin staining and H. weak E-cadherin staining. Magnification x400. Bar 50μm. www.impactjournals.com/oncotarget Oncotarget 6 The NCWP-EMT gene signature is associated
with metabolic alterations Two component PCA plot reveals a group of 15 of 48 genes, mainly
connected to Wnt5a/Fzd2 non-canonical Wnt pathway, epithelial-mesenchymal transition (EMT), and inhibitors of the canonical Wnt
pathway, collectively termed NCWP-EMT (CDH2, CDH3, CDH11, FYN, FZD2, LEF1, MMP9, NKD2, PLCB2, SFRP1, SFRP2, SFRP4,
VIM, TCF4 WNT5A). B. The Pearson correlation of co-expression of the genes in the NCWP-EMT signature is as good or better compared
with other recognized genes expression signatures in prostate cancer. Random marks 200 randomly selected genes for validation. C-G. The
NCWP-EMT signature confirmed in the validation cohorts, although there were some variations in the highlighted genes. High-resolution
versions of the PCA plots including all gene names, and Pearson correlation of the validation cohorts are available in Supplementary Figure
S1. Figure 4: The NCWP-EMT gene expression signature. A. Two component PCA plot reveals a group of 15 of 48 genes, mainly
connected to Wnt5a/Fzd2 non-canonical Wnt pathway, epithelial-mesenchymal transition (EMT), and inhibitors of the canonical Wnt
pathway, collectively termed NCWP-EMT (CDH2, CDH3, CDH11, FYN, FZD2, LEF1, MMP9, NKD2, PLCB2, SFRP1, SFRP2, SFRP4,
VIM, TCF4 WNT5A). B. The Pearson correlation of co-expression of the genes in the NCWP-EMT signature is as good or better compared
with other recognized genes expression signatures in prostate cancer. Random marks 200 randomly selected genes for validation. C-G. The
NCWP-EMT signature confirmed in the validation cohorts, although there were some variations in the highlighted genes. High-resolution
versions of the PCA plots including all gene names, and Pearson correlation of the validation cohorts are available in Supplementary Figure
S1. The NCWP-EMT gene signature is associated
with metabolic alterations Previously, Wnt5a signaling has been identified as a
regulator of the energy metabolism in melanoma cancer
cells [26], and alterations of this metabolism have also
been associated with EMT in cancer [42]. Another study
detected that reduced polyamine content promoted EMT
in non-tumor MDCK cells [43]. We therefore hypothesize
that NCWP-EMT activation is associated with alterations in
citrate and spermine metabolism in prostate cancer, although
the direct mechanisms require further investigation. The continuous single sample gene set enrichment
analysis (GSEA) score of the novel NCWP-EMT signature
was significantly correlated with the Gleason score of the
samples (Pearson’s r of 0.49, p<0.001). When the samples
were categorized according to the NCWP-EMT score as
low, intermediate, and high, the distribution of low/high
Gleason samples in the groups were as following: NCWP-
EMT low (n=25/n=7), NCWP-EMT intermediate (n=17/
n=14), and NCWP-EMT high (n=6/n=26). As expected
most samples with high NCWP-EMT score also were
high Gleason samples; however, some samples were low
Gleason, and vice versa for samples with low NCWP-EMT
score. This indicates that the NCWP-EMT signature might
add an additional dimension for stratification, compared
to Gleason grade alone. The NCWP-EMT signature may
therefore, with further refinements and validation, be a To investigate the potential clinical translation of the
metabolic findings, we inspected the gene signature score
with matched pre-surgical in vivo MRSI from the same
patients. Reduced citrate/creatine and spermine/creatine
ratios were detected for high NCWP-EMT score samples
when compared with low NCWP-EMT score (Table 2). Although we had a limited number of matched samples www.impactjournals.com/oncotarget Oncotarget 7 : The NCWP-EMT gene expression signature. A. Two component PCA plot reveals a group of 15 of 48 gen
to Wnt5a/Fzd2 non-canonical Wnt pathway, epithelial-mesenchymal transition (EMT), and inhibitors of the cano
collectively termed NCWP-EMT (CDH2, CDH3, CDH11, FYN, FZD2, LEF1, MMP9, NKD2, PLCB2, SFRP1, SFRP
4 WNT5A). B. The Pearson correlation of co-expression of the genes in the NCWP-EMT signature is as good or better
recognized genes expression signatures in prostate cancer. Random marks 200 randomly selected genes for validation
MT signature confirmed in the validation cohorts, although there were some variations in the highlighted genes. High Figure 4: The NCWP-EMT gene expression signature. A. www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 8 Table 2: Alterations in citrate and spermine metabolism Table 2: Alterations in citrate and spermine metabolism Table 2: Alterations in citrate and spermine metabolism
Metabolite concentration (mmol/kg wet weight) ex vivo and
metabolites amount/ratios in vivo
p-valuesa
Signature score
Low
Intermediate(Int)
High
Low vs. High
Int. vs
High
Low vs. Int. Median (IQR)
Median (IQR)
Median (IQR)
Ex vivo (n=95)
(n=32)
(n=31)
(n=32)
Citrate
7.31 (5.57-11.56)
6.38 (4.56-11.58)
3.55 (2.08-7.25)
3.38·10-4*
0.018*
0.282
Spermine
1.55 (1.02-2.36)
1.23 (0.67-2.27)
0.75 (0.39-1.43)
3.38·10-4*
0.028*
0.113
In vivo (n=22)
(n=10)
(n=7)
(n=5)
Citrate/Creatine
7.36 (5.81-8.79)
4.45 (3.34-7.79)
2.77 (1.48-3.00)
0.0056*
0.027*
0.030*
Spermine/
Creatine
0.83 (0.44-1.04)
0.50 (0.04-1.11)
0.00 (0.00-0.02)
0.0057*
0.027*
0.101
IQR – Interquartile range
* Indicates significance at p<0.05
a P-values from LMM adjusting for multiple samples per patient, and corrected for multiple testing by Benjamini and
Hochberg procedure. IQR – Interquartile range
* Indicates significance at p<0.05
a P-values from LMM adjusting for multiple samples per patient, and corrected for multiple testing by Benjamini and
Hochberg procedure. * Indicates significance at p<0.05
a P-values from LMM adjusting for multiple samples per patient, and corrected for multiple testing by Benjamini and
Hochberg procedure plot showed a significant separation between the groups
(log-rank p=0.035) (Figure 5A). Validation of recurrence
was possible in the GSE21034 cohort (131 samples,
27 with recurrence), and showed a similar pattern with
10-year biochemical recurrence free rates of 81%, 73%
and 57% in patients with low, intermediate and high
NCWP-EMT score, respectively. However, there was
no significant separation in the Kaplan-Meier curves
for this cohort (log-rank p=0.522) (Figure 5B). For this
validation dataset there was only one sample per patient,
not necessarily extracted from the most aggressive cancer
foci, which may reduce the precision of the NCWP-EMT
grouping for biochemical recurrence analysis. In addition,
many of the patients in the validation dataset were lost to
follow-up early, and therefore censored in the analysis
(Figure 5B), causing reduces reliability of the curves. In
the GSE46691 cohort, samples with high NCWP-EMT
scores were significantly associated with metastases
(545 samples, 212 with metastasis, p-value<0.001,
chi-square test, Supplementary Figure S3). With the
significant separation in our data, and the similar trend
in the validation datasets, we therefore suggest that
increased NCWP-EMT signature score is associated
with an increased risk of biochemical recurrence and
metastases. www.impactjournals.com/oncotarget This strengthens the NCWP-EMT signature,
and the activation of the Wnt5/Fzd2 pathway, as markers
of aggressive prostate cancer. in the main cohort (n=22), the results support our findings
from the tissue analysis, and demonstrates that the MR
biomarkers can reflect the NCWP-EMT signature also in
non-invasive MRSI examinations. Citrate and spermine are stored within the luminal
space of the glands in prostate tissue, and the observed
metabolic alterations can be due to cell metabolism or
morphological changes. In the main cohort, the citrate
and spermine concentrations were correlated with luminal
space (Spearman’s rho=0.30/p=0.003, rho=0.31/p=0.003,
respectively). This was a weaker correlation than between
citrate and spermine concentrations and the NCWP-EMT
signature score (Spearman’s rho=0.42/p<0.001, rho=0.38/
p<0.001, respectively). LMM, adjusting for luminal space
as well as other tissue heterogeneity and Gleason score,
still showed the same metabolic alterations to be significant
(Supplementary Table S5). These results suggest the
alterations observed in citrate and spermine concentrations
are a combination of changes in both luminal space and
reprogramming of metabolism in samples with high
NCWP-EMT score. There was no relationship between
Wnt5a expression and metabolite concentrations in either
the main or immunohistochemistry cohort (Supplementary
Table S6). This supports that Wnt5a should be used as a
biomarker in combination with other pathway components,
such as our NCWP-EMT signature. www.impactjournals.com/oncotarget NCWP-EMT signature may help predict
biochemical recurrence Patients in the main cohort with a post-operative
Gleason score of 7 showed a five-year biochemical
recurrence free survival of 100%, 89% and 67% with low,
intermediate and high NCWP-EMT score, respectively
(Figure 5C). Although not statistically significant, possibly
due to the low number of patients (n=23), this separation
with no crossing indicates that the NCWP-EMT gene In the main cohort the five-year biochemical
recurrence free rates were 100%, 75% and 46% for
the patients in the low, intermediate and high NCWP-
EMT score groups, respectively, and the Kaplan-Meier www.impactjournals.com/oncotarget Oncotarget 9 Gleason score (≤ 7), the hazard ratio for NCWP-
EMT was 1.61, indicating that increased NCWP-
EMT signature score gives a significant higher risk
of biochemical recurrence for this group. To compare
the NCWP-EMT and post-operative Gleason score as
predictors of biochemical recurrence, two additional
Cox proportional hazards models, each excluding either
NCWP-EMT or post-operative Gleason score, were
tested (Supplementary Table S8). The Akaike information
criterion (AIC) represent the goodness of fit as well
as the complexity of the model, and can be compared
between models, where the lower AIC provides a better
model fit. The model including post-operative Gleason Gleason score (≤ 7), the hazard ratio for NCWP-
EMT was 1.61, indicating that increased NCWP-
EMT signature score gives a significant higher risk
of biochemical recurrence for this group. To compare
the NCWP-EMT and post-operative Gleason score as
predictors of biochemical recurrence, two additional
Cox proportional hazards models, each excluding either
NCWP-EMT or post-operative Gleason score, were
tested (Supplementary Table S8). The Akaike information
criterion (AIC) represent the goodness of fit as well
as the complexity of the model, and can be compared
between models, where the lower AIC provides a better
model fit. The model including post-operative Gleason signature might be useful for improved risk stratification
in the challenging group of patients with Gleason score 7. Univariate cox proportional hazards analyses
identified NCWP-EMT, Gleason score and pathological
T-stage as significant predictors of biochemical
recurrence (Table 3). Multivariate analysis showed
both NCWP-EMT and post-operative Gleason score
to be significant predictors of biochemical recurrence
(Table 3). The multivariate model included a significant
interaction term between NCWP-EMT and post-
operative Gleason score, implying that the hazards
ratio of these variables were dependent on the value of
the other variable. For patient with low post-operative ure 5: Kaplan-Meier and ROC curves of biochemical recurrence. A. NCWP-EMT signature may help predict
biochemical recurrence Low GS – Hazard ratio/p-value for patients with post-operative Gleason score ≤7
High GS – Hazard ratio/p-value for patients with post-operative Gleason score ≥8 Δ Indicates the category used as a reference in each analysis.i Δ Indicates the category used as a reference in each analysis. * Indicates significant p-value. gi
p
Low GS – Hazard ratio/p-value for patients with post-operative Gleason score ≤7
High GS – Hazard ratio/p-value for patients with post-operative Gleason score ≥8 Low GS – Hazard ratio/p-value for patients with post-operative Gleason score ≤7
High GS – Hazard ratio/p-value for patients with post-operative Gleason score ≥8 had a slightly lower AIC (AIC=64.24) compared to the
model including NCWP-EMT (AIC=65.61), suggesting
post-operative Gleason to be a slightly better predictor
of biochemical recurrence than NCWP-EMT. However,
the model containing all variables, had the lowest AIC
(AIC=60.15) demonstrating improved prediction of
biochemical recurrence when NCWP-EMT and post-
operative Gleason score were modelled together.i associated with reduced concentrations of the metabolites
citrate and spermine both ex vivo, and in a clinical non-
invasive setting using in vivo patient MRSI. The novel
NCWP-EMT signature was also shown to be a predictor
of biochemical recurrence and was associated with
metastasis, indicating that upregulation of the NCWP and
EMT is linked to more aggressive prostate cancer. The
novel NCWP-EMT signature may therefore be useful
for risk stratification and molecular subtyping of prostate
cancer patients. The NCWP and its relation to EMT,
cancer aggressiveness and tumor metabolism warrants
further attention in prostate cancer studies. Similar findings were also visualized by using
logistic regression and receiver operating characteristic
(ROC) curves with the depended variable being
biochemical recurrence after 5-year follow-up. The
area under the curve (AUC) of the ROC-curve were
the same for NCWP-EMT and post-operative Gleason
score (AUC=80.9), and in combination they provided
increased sensitivity and specificity (AUC=90.4) (Figure
5D). In conclusion, our results suggest that the NCWP-
EMT signature could be a useful addition in prediction of
biochemical recurrence in prostate cancer. Patients and tissue samples In the main cohort, human prostate tissue was
collected from 41 localized and locally advanced prostate
cancer patients. The tissue harvesting was performed on
fresh-frozen prostatectomy specimens using a standardized
method thoroughly described by Bertilsson et al. [29]. A
total of 95 cancer tissue samples, and 34 adjacent normal
tissue samples were collected (median 3, range 1-6 samples
per patient). At least five years of follow-up data were
successfully retrieved for 33 patients in the main cohort,
including the date of biochemical recurrence (PSA of at
least 0.2 ng/mL) and/or last negative PSA measurement. To validate the results of the main cohort, an additional www.impactjournals.com/oncotarget NCWP-EMT signature may help predict
biochemical recurrence The main cohort shows clear separation in biochemica
rrence free survival between the low, intermediate and high NCWP-EMT signature groups. B. A validation cohort (GSE21034) shows
ame pattern, although not a significant separation. C. A similar pattern was also shown for the patient of the main cohort with a post
ative Gleason score of 7. D. The ROC curves of biochemical recurrence after 5 years show the same AUC of post-operative Gleason
e and NCWP-EMT, but an increased AUC when combined. Δ Continuous NCWP-EMT signature score, * continuous post-operative
son score. Abbreviations: BCR - biochemical recurrence, RP – radical prostatectomy, ROC – Receiver operating characteristic, and
C – area under the curve. Figure 5: Kaplan-Meier and ROC curves of biochemical recurrence. A. The main cohort shows clear separation in biochemical
recurrence free survival between the low, intermediate and high NCWP-EMT signature groups. B. A validation cohort (GSE21034) shows
the same pattern, although not a significant separation. C. A similar pattern was also shown for the patient of the main cohort with a post-
operative Gleason score of 7. D. The ROC curves of biochemical recurrence after 5 years show the same AUC of post-operative Gleason
score and NCWP-EMT, but an increased AUC when combined. Δ Continuous NCWP-EMT signature score, * continuous post-operative
Gleason score. Abbreviations: BCR - biochemical recurrence, RP – radical prostatectomy, ROC – Receiver operating characteristic, and
AUC – area under the curve. www.impactjournals.com/oncotarget Oncotarget 10 ate and multivariate Cox proportional hazards analyses of biochemical recurrence Table 3: Univariate and multivariate Cox proportional hazards analyses of biochemical recurrence
Univariate
Multivariate – All variables
(AIC = 60.15)
Variables
Hazard ratio
(95% CI)
P-values
Hazard ratio
(95% CI)
P-values
Post-operative Gleason score
(≤7Δ and ≥8)
7.66
(2.20-26.62)
0.001*
19.46
(2.67-142.9)
0.003*
Pathological T-stage
(≤T2cΔ and ≥T3a)
6.88
(2.06-23.01)
0.002*
8.27
(0.89-77.15)
0.064
Pre-operative PSA
(<10Δ and ≥10)
2.17
(0.69-7.13)
0.204
2.89
(0.72-11.67)
0.14
NCWP-EMT
Continuous score/100 (-4.4–5.4)
1.37
(1.08-1.73)
0.009*
Low GS
1.61
(1.06-2.44)
Low GS
0.028*
High GS
0.59
(0.35-0.99)
High GS
0.044*
NCWP-EMT and
Post-operative Gleason score (≤7Δ and ≥8)
(interaction term)
-
-
0.37
(0.18-0.74)
0.005*
Δ Indicates the category used as a reference in each analysis. * Indicates significant p-value. Histopathology In the main cohort, gene expression analysis was
performed after HR-MAS MRS on the exact same tissue
sample, using an Illumina TotalPrep RNA Amplification
Kit (Ambion Inc.) and an Illumina Human HT-12v4
Expression Bead Chip (Illumina), as described by
Bertilsson et al. [51]. The microarray data has previously
been published in Array Expression with access number:
E-MTAB-1041. Genes relevant to both the WP and EMT
were carefully chosen by investigating literature and
publicly available pathway maps (KEGG as per March
2015) [2, 3, 5, 22]], resulting in 196 genes (Supplementary
Table S2). To control for the effect of confounding stroma
tissue when identifying differentially expressed genes, we
used a recently published strategy of balancing the stroma
content between sample groups [30]. This strategy makes
it possible to separate molecular signals relevant to cancer
from signals originating due to different stroma fractions
between the sample groups. Briefly described, the strategy
selects samples to ensure an equal average fraction of
stroma tissue (according to histopathology) in each sample
group termed a balanced differential expression analysis. In contrast, an unbalanced analysis is also performed to
highlight differentially expressed gene due to different
average fractions of stroma tissue. In the main cohort, tissue slices for histopathological
evaluation were cryosectioned from each tissue sample
prior to HR-MAS MRS [29]. All cryosections were stained
with Haematoxylin and Eosin, and the histopathological
evaluations were performed according to the clinical
criteria for prostate cancer, by an experienced pathologist
specialized in uropathology (TV). The percentage of
Gleason grades, cancer, normal glandular epithelia,
and stromal tissue were reported for each sample. Reproducibility of the histopathological scoring was
assessed independently by a second pathologist specialized
in uropathology (ER), and the overall kappa (κ) coefficient
for interobserver agreement of Gleason score was 0.66
indicating substantial agreement. The first reading was used
in this study due to slight degradation of the cryosections
between the readings (5 years, slides kept dry and dark). Luminal space was quantified in each sample by a color-
based segmentation method (Positive Pixel Count algorithm
in ImageScope v.8, Aperio Technologies) [49]. The samples
in the immunohistochemistry cohort were formalin fixed
and paraffin embedded for sectioning after HR-MAS
MRS analysis, and histopathological evaluation was
done according to the same protocol as the main cohort. CONCLUSIONS Absolute quantification of the spectra was performed
using LCModel [50] with a basis set of 23 metabolites,
and reported in mmol/kg wet weight. Full procedure
and parameters of the HR-MAS MRS acquisition and
LCModel quantification have earlier been described by
Giskeødegård et al. [28]. In vivo patient MRSI examination
of the prostate, performed using a 3T system (Magnetom
Trio, Siemens, Germany) prior to prostatectomy, was
available on a subset of the patients in the main cohort
(n=9). Choline, citrate, creatine and spermine were
quantified using LCModel, and creatine was used as an
internal standard for normalization (metabolites to creatine
ratios). HR-MAS cancer samples from the same patients
were spatially matched to an in vivo voxel (n=22). Further
details on the MRSI acquisition, quantification, and spatial
matching are previously described by Selnæs et al. [27]. Immunohistochemistry (IHC) In the immunohistochemistry cohort, IHC was
performed with mouse monoclonal antibodies against
Wnt5a (Sigma-Aldrich, clone 3A4, dilution 1:50),
N-cadherin (Dako, clone 6G11, dilution 1:30), and
E-cadherin/NCH-38 (Dako, clone NCH-38, dilution
1:100) and polyclonal rabbit antibodies against
β-catenin/CTNNB1 (PRESTIGE antibodies Sigma,
dilution 1:300). The sections were counter-stained with Histopathology In both cohorts, we investigated differences between low
and high Gleason grade by sorting the tissue samples into
two groups, where samples in the low Gleason group had a
Gleason score ≤ 3+4 and samples in the high Gleason group
had a Gleason score ≥ 4+3 (Table 1). CONCLUSIONS The present study showed no alterations in the CWP
in prostate cancer, but revealed an increased expression of
NCWP and EMT markers in a subgroup of mainly high
Gleason grade prostate cancer samples. A novel gene
expression signature (NCWP-EMT) for this expression
profile was presented and confirmed in several publicly
available patient cohorts. High NCWP-EMT score was www.impactjournals.com/oncotarget Oncotarget 11 Bruker Avance DRX600 Spectrometer (Bruker Biospin,
Germany) equipped with a dual 1H/13C MAS probe. Absolute quantification of the spectra was performed
using LCModel [50] with a basis set of 23 metabolites,
and reported in mmol/kg wet weight. Full procedure
and parameters of the HR-MAS MRS acquisition and
LCModel quantification have earlier been described by
Giskeødegård et al. [28]. In vivo patient MRSI examination
of the prostate, performed using a 3T system (Magnetom
Trio, Siemens, Germany) prior to prostatectomy, was
available on a subset of the patients in the main cohort
(n=9). Choline, citrate, creatine and spermine were
quantified using LCModel, and creatine was used as an
internal standard for normalization (metabolites to creatine
ratios). HR-MAS cancer samples from the same patients
were spatially matched to an in vivo voxel (n=22). Further
details on the MRSI acquisition, quantification, and spatial
matching are previously described by Selnæs et al. [27]. cohort of 90 needle biopsies from 90 localized and locally
advanced cancer patients were harvested and snap frozen
within seconds after prostatectomy. Of these, only the
samples with histopathological confirmed cancer were used
as the immunohistochemistry cohort for this study (n=40). The patients in both cohorts received no prostate cancer
treatment prior to surgery and had no detected metastasis
at diagnosis. The Regional Committee of Medical and
Health Research Ethics (REC), Central Norway approve
both cohorts, and all patients gave written, informed
consent. Validation was performed in four prostate cancer
microarray datasets available through the Gene Expression
Omnibus with GEO accessions GSE8218 (65 samples)
[44], GSE16560 (281 samples) [45], GSE21034 (131
samples) [46], GSE46691 (545 samples) [47], and one
data set from The Cancer Genome Atlas (TCGA, 497
samples) [48], in total 1519 samples (Supplementary Table
S1). These datasets are collectively termed the validation
cohorts. Biochemical recurrence was validated in the
GSE21034 cohort, and metastasis in the GSE46691 cohort. Bruker Avance DRX600 Spectrometer (Bruker Biospin,
Germany) equipped with a dual 1H/13C MAS probe. GRANT SUPPORT The study was supported by grants from the Medical
Student’s Research Programme, Norwegian University of
Science and Technology (NTNU), the Norwegian Cancer
Society, Central Norway Regional Health Authority
(RHA), and the Liaison Committee between the RHA
and NTNU. The funders had no role in study design, data
collection and analysis, decision to publish, or preparation
of the manuscript. Statistical analysis The WP and EMT genes were compared for
differential expression between normal and cancer samples,
and between low and high Gleason samples by t-test. All
the 196 genes were considered, but to ease data analysis
and presentation a subgroup 48 key and/or significantly
altered genes are presented as the central genes, however,
a full table of the p-values is given in Supplementary Table
S2. PCA was used to further investigate and visualize
the unsupervised relationship between the expressions
of these central WP and EMT genes. Based on the PCA
score plot, a distinct set of genes was selected to make a
gene expression signature termed NCWP-EMT. The co-
expression between the signature genes was investigated
by Pearson’s correlation, and compared to other recognized
gene expression signatures in prostate cancer. The distinct
gene-signature pattern from PCA and Pearson’s correlation
between signature genes were confirmed in the validation
cohorts. Single sample GSEA was performed to give each
of the cancer samples in the main and validation cohorts a
score representing the expression of the genes in the NCWP-
EMT signature [52]. The samples in each cohort were sorted
into three equal sized groups of low, intermediate, and high
NCWP-EMT signature scores, where the high score group
had the highest pathway activity. Features associated with
NCWP-EMT were investigated by Gene Ontology (GO)
using the Database for Annotation and Visualization and
Integrated Discovery (DAVID). Biochemical recurrence
free survival for the NCWP-EMT score groups were
plotted by Kaplan-Meier curves and tested by log-rank
test in the main and GSE21034 cohort, where for the
individual patient’s highest NCWP-EMT score was used
in the main cohort. The association between NCWP-EMT
and metastasis in the GSE46691 cohort was tested using
a contingency table and chi-squared test. Univariate and
multivariate cox proportional hazards statistics were used
to investigate the role of the NCWP-EMT signature in
prediction of biochemical recurrence. Prior to analysis,
post-operative Gleason score, pathological T-stage and
pre-operative PSA were dichotomized (Table 3), and
together with the continuous NCWP-EMT signature score
selected for multivariate analysis. Biochemical recurrence
at five-year follow-up was selected to plot ROC curves
of NCWP-EMT score, post-operative Gleason score and
both combined. Linear mixed model (LMM) was used to
account for multiple samples per patient, when investigating
the relationship between NCWP-EMT score groups and HR-MAS MRS and MRSI experiments and
quantification For both the main and the immunohistochemistry
cohort, proton HR-MAS MRS was acquired using a www.impactjournals.com/oncotarget Oncotarget 12 metabolite concentrations. The analyses were repeated
with additional adjustment for Gleason grade, and tissue
heterogeneity including the proportion of cancer, benign
epithelium, stroma and luminal space in the individual
tissue sample. The immunohistochemistry cohort consisted
of one sample per patient, and t-test was used to investigate
the association between IHC and metabolite concentrations. Prior to analysis, all metabolite values were log transformed
to obtain normalized residuals, and p-values were corrected
for multiple testing using Benjamini-Hochberg false
discovery rate. P-values <0.05 were considered significant. The statistical analyses were performed in R (version 3.2.0,
R Foundation for Statistical Computing). Haematoxylin. Assessment was performed manually, and
all the IHC sections were evaluated based on the average
staining intensity (0-3) multiplied by the percentage of
positive cancer cells (0-3), obtaining a total staining index
(SI) (0-9). A SI of 0 was regarded as negative, 1-2 as weak
positive staining; 3-6 as moderate, and 9 as strong positive
staining (Supplementary Table S7). An experienced
pathologist (AMB) validated the scoring. ACKNOWLEDGMENTS The tissue samples in the Main cohort were
collected and stored by Biobank1, St. Olavs Hospital,
HR-MAS MRS was performed at the MR Core Facility,
Norwegian University of Science and Technology
(NTNU), histopathological preparation and staining was
performed at the Cellular & Molecular Imaging Core
Facility (CMIC), NTNU, and the microarray service
was provided by the Genomics Core facility NTNU and
Norwegian Microarray Consortium (NMC), a national
platform supported by the functional genomics program
(FUGE) of the research Council of Norway. The authors
thank Turid Follestad for assistance with LMM and
survival statistical analyses, and Deborah K. Hill for her
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Towards vertical wind and turbulent flux estimation with multicopter uncrewed aircraft systems
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Atmospheric measurement techniques
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Towards vertical wind and turbulent flux estimation with
multicopter UAS
Norman Wildmann1 and Tamino Wetz1 The spectra of variances and covariances
show good agreement with the sonic anemometer up to 1 Hz temporal resolution. A case study of continuous measurements in a morning transition of a convective boundary layer with five UAS illustrates the potential of such measurements for ABL
10
research. 10 Towards vertical wind and turbulent flux estimation with
multicopter UAS
Norman Wildmann1 and Tamino Wetz1 multicopter UAS
Norman Wildmann1 and Tamino Wetz1
1Deutsches Zentrum für Luft- und Raumfahrt e.V., Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany
Correspondence: Norman Wildmann (norman.wildmann@dlr.de) Norman Wildmann1 and Tamino Wetz1
1Deutsches Zentrum für Luft- und Raumfahrt e.V., Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany
Correspondence: Norman Wildmann (norman.wildmann@dlr.de) Abstract. Vertical wind velocity and its fluctuations are essential parameters in the Atmospheric Boundary Layer (ABL) to
determine turbulent fluxes and scaling parameters for ABL processes. The typical instrument to measure fluxes of momentum
and heat in the surface layer are sonic anemometers. Without the infrastructure of meteorological masts and above their typical
heights, in-situ point measurements of the three-dimensional wind vector are hardly available. We present a method to obtain
the three-dimensional wind vector from avionic data of small multicopter unmanned aerial systems (UAS). To achieve a good
5
accuracy in both, average and fluctuating parts of the wind components, calibrated motor thrust and measured accelerations by
1 Abstract. Vertical wind velocity and its fluctuations are essential parameters in the Atmospheric Boundary Layer (ABL) to
determine turbulent fluxes and scaling parameters for ABL processes. The typical instrument to measure fluxes of momentum
and heat in the surface layer are sonic anemometers. Without the infrastructure of meteorological masts and above their typical
heights, in-situ point measurements of the three-dimensional wind vector are hardly available. We present a method to obtain the three-dimensional wind vector from avionic data of small multicopter unmanned aerial systems (UAS). To achieve a good
5
accuracy in both, average and fluctuating parts of the wind components, calibrated motor thrust and measured accelerations by
the UAS are used. In a validation campaign, in comparison to sonic anemometers on a 99-m mast, accuracies below 0.2 m s−1
are achieved for the mean wind components and below 0.2 m2s−2 for their variances. The spectra of variances and covariances
show good agreement with the sonic anemometer up to 1 Hz temporal resolution. A case study of continuous measurements the three-dimensional wind vector from avionic data of small multicopter unmanned aerial systems (UAS). To achieve a good
5
accuracy in both, average and fluctuating parts of the wind components, calibrated motor thrust and measured accelerations by
the UAS are used. In a validation campaign, in comparison to sonic anemometers on a 99-m mast, accuracies below 0.2 m s−1
are achieved for the mean wind components and below 0.2 m2s−2 for their variances. https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. Towards vertical wind and turbulent flux estimation with
multicopter UAS
Norman Wildmann1 and Tamino Wetz1
1Deutsches Zentrum für Luft- und Raumfahrt e.V., Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany
Correspondence: Norman Wildmann (norman.wildmann@dlr.de) 1
Introduction The nature of turbulence in the atmospheric boundary layer (ABL) is multifaceted and depends on internal and external pa-
rameters such as thermal stratification and shear, surface heat fluxes and surface roughness. Turbulent fluxes of momentum 15 and heat are the main driver for mixing in the ABL and thus determine its diurnal cycle. Determining turbulent fluxes requires
15
measuring the three-dimensional wind vector and temperature with a temporal resolution that covers all turbulent scales that
contribute significantly to the process. The eddy covariance (EC) method is a way to determine the momentum fluxes from the
covariances of the wind components u′w′, v′w′, u′v′ and the heat flux from the covariance between potential temperature and
vertical wind θ′w′ (Aubinet et al., 2012). From the fluxes, scaling parameters for the ABL such as shear stress u∗, convective velocity scale w∗as well as Obukhov length L and Richardson number Ri can be derived (Stull, 1988) which are essential for
20
a profound understanding of boundary-layer processes. It is thus evident that the measurement of vertical wind velocity and its
fluctuations is crucial. In practice, the most prominent instrument to measure turbulent fluxes in the ABL is the three-dimensional sonic anemometer
(Kaimal and Businger, 1963) which has undergone extensive development and commercialization since the 1990s and is nowa-
days the essential part of every surface energy balance station (Mauder and Zeeman, 2018). Operating sonic anemometers is
25 velocity scale w∗as well as Obukhov length L and Richardson number Ri can be derived (Stull, 1988) which are essential for
20
a profound understanding of boundary-layer processes. It is thus evident that the measurement of vertical wind velocity and its
fluctuations is crucial. fluctuations is crucial. In practice, the most prominent instrument to measure turbulent fluxes in the ABL is the three-dimensional sonic anemometer
(Kaimal and Businger, 1963) which has undergone extensive development and commercialization since the 1990s and is nowa-
d
th
ti l
t f
f
b l
t ti
(M
d
d Z
2018) O
ti
i
t
i
25 In practice, the most prominent instrument to measure turbulent fluxes in the ABL is the three-dimensional sonic anemometer
(Kaimal and Businger, 1963) which has undergone extensive development and commercialization since the 1990s and is nowa-
days the essential part of every surface energy balance station (Mauder and Zeeman, 2018). 1
Introduction Operating sonic anemometers is
25 In practice, the most prominent instrument to measure turbulent fluxes in the ABL is the three-dimensional sonic anemometer
(Kaimal and Businger, 1963) which has undergone extensive development and commercialization since the 1990s and is nowa-
days the essential part of every surface energy balance station (Mauder and Zeeman, 2018). Operating sonic anemometers is
25 days the essential part of every surface energy balance station (Mauder and Zeeman, 2018). Operating sonic anemometers is
25 1 1 In order to operate a fleet of small and lightweight multicopter UAS, we propose a method to obtain the
three-dimensional wind vector with avionic data alone, including calibrated motor thrust measurement. This is the first method
that allows vertical wind and turbulent flux measurement with multicopter UAS without an external sensor. In Section 2, we describe the UAS and the methodology to filter sensor data, calculate the forces that act on the UAS and the rotors, measurements of vertical wind is feasible. However, such a design increases the complexity of the flight system,
45
its weight and cost. In order to operate a fleet of small and lightweight multicopter UAS, we propose a method to obtain the
three-dimensional wind vector with avionic data alone, including calibrated motor thrust measurement. This is the first method
that allows vertical wind and turbulent flux measurement with multicopter UAS without an external sensor. In Section 2, we describe the UAS and the methodology to filter sensor data, calculate the forces that act on the UAS and In Section 2, we describe the UAS and the methodology to filter sensor data, calculate the forces that act on the UAS and
calibrate the vertical velocity measurements. Section 3 describes the setting of the calibration and validation campaign at the
50
boundary layer field site (Grenzschichtmessfeld, GM) Falkenberg of the German Meteorological Service (DWD). Section 4
contains the results of three-dimensional wind measurements, second-order statistics and the derivation of momentum fluxes
in comparison to measurements of sonic anemometers on a 99 m mast. A case study with measurements during a morning
transition of a convective boundary layer illustrates the potential of the method. We conclude and give an outlook on future
research in Sect. 5. 55 gy
calibrate the vertical velocity measurements. Section 3 describes the setting of the calibration and validation campaign at the
50
boundary layer field site (Grenzschichtmessfeld, GM) Falkenberg of the German Meteorological Service (DWD). Section 4
contains the results of three-dimensional wind measurements, second-order statistics and the derivation of momentum fluxes
in comparison to measurements of sonic anemometers on a 99 m mast. A case study with measurements during a morning
transition of a convective boundary layer illustrates the potential of the method. We conclude and give an outlook on future calibrate the vertical velocity measurements. https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. mostly limited to the surface layer Baldocchi et al. (2001) or requires meteorological masts to reach heights up to 300 m above
ground which involves significant costs and infrastructure (Wolfe and Lataitis, 2018). To obtain representative quantities for
a certain area with single point measurements, assumptions of homogeneity and ergodicity need to be made. It has recently
been shown that coherent structures such as secondary circulations can violate the ergodicity assumption and lead to errors mostly limited to the surface layer Baldocchi et al. (2001) or requires meteorological masts to reach heights up to 300 m above
ground which involves significant costs and infrastructure (Wolfe and Lataitis, 2018). To obtain representative quantities for
a certain area with single point measurements, assumptions of homogeneity and ergodicity need to be made. It has recently
been shown that coherent structures such as secondary circulations can violate the ergodicity assumption and lead to errors in the EC method (Mauder et al., 2020; Morrison et al., 2022). Only few experiments exist where multiple sonics have been
30
installed over a wide area and heights above the surface layer, due to the large logistical effort. Some examples are the Great
Belt Coherence experiment over water (Mann et al., 1991) and the Perdigão 2017 experiment in complex terrain (Fernando
et al., 2019). One possibility to obtain area-averaged fluxes are airborne measurements with research aircraft incorporating flow probes and in the EC method (Mauder et al., 2020; Morrison et al., 2022). Only few experiments exist where multiple sonics have been
30
installed over a wide area and heights above the surface layer, due to the large logistical effort. Some examples are the Great
Belt Coherence experiment over water (Mann et al., 1991) and the Perdigão 2017 experiment in complex terrain (Fernando
et al., 2019). O
ibilit t
bt i
d fl
i b
t
ith
h i
ft i
ti
fl
b
d 30 One possibility to obtain area-averaged fluxes are airborne measurements with research aircraft incorporating flow probes and
fast temperature sensors. Such measurements can cover many square kilometers in a relatively short amount of time, but also
35
require assumptions of stationarity throughout the flight which can lead to sampling errors (Mahrt, 1998). To overcome lim-
itations of manned aircraft to fly at low altitudes and at lower costs, fixed-wing unmanned aircraft systems (UAS) have been
deployed in the past to measure turbulent fluxes (van den Kroonenberg et al., 2008; Wildmann et al., 2015). To combine the benefits of the flexible deployment of UAS and allow point measurements instead of area-averaged measure- fast temperature sensors. Such measurements can cover many square kilometers in a relatively short amount of time, but also
35
require assumptions of stationarity throughout the flight which can lead to sampling errors (Mahrt, 1998). To overcome lim-
itations of manned aircraft to fly at low altitudes and at lower costs, fixed-wing unmanned aircraft systems (UAS) have been
deployed in the past to measure turbulent fluxes (van den Kroonenberg et al., 2008; Wildmann et al., 2015). To combine the benefits of the flexible deployment of UAS and allow point measurements instead of area-averaged measure- To combine the benefits of the flexible deployment of UAS and allow point measurements instead of area-averaged measure-
ments, multicopter UAS are a possible solution. Wetz et al. (2021) showed that such systems can be deployed in small fleets
40
and obtain distributed horizontal wind measurements with a good accuracy. They become increasingly popular for vertical
profiling of the ABL when temperature and humidity sensors are carried (Koch et al., 2018; Segales et al., 2020). The mea-
surement of vertical velocity with such systems is however challenging due to the obvious distortion of the flow by the thrust
of the rotors. Thielicke et al. (2021) showed that with a sonic anemometer installed on a multicopter in sufficient distance to ments, multicopter UAS are a possible solution. Wetz et al. (2021) showed that such systems can be deployed in small fleets
40
and obtain distributed horizontal wind measurements with a good accuracy. They become increasingly popular for vertical
profiling of the ABL when temperature and humidity sensors are carried (Koch et al., 2018; Segales et al., 2020). The mea-
surement of vertical velocity with such systems is however challenging due to the obvious distortion of the flow by the thrust
of the rotors. Thielicke et al. (2021) showed that with a sonic anemometer installed on a multicopter in sufficient distance to the rotors, measurements of vertical wind is feasible. However, such a design increases the complexity of the flight system,
45
its weight and cost. 2.1
System description We operate a fleet of 35 UAS of type Holybro QAV250 within the SWUF-3D project (Simultaneous Wind measurements with
Unmanned Flight Systems in 3D). The main characteristics are described in Wetz et al. (2021). With a weight below 1 kg
and a frame size of 0.25 m, the single UAS are small enough to be operated in the open category of the European Regulation
60
2019/947. Operation in a fleet with fewer pilots than UAS requires special permission from the flight authorities. A Pixhawk®4
Mini autopilot is used as the flight controller and allows access to all avionic data which is stored at high sampling rates on
an internal SD card. The sampling rate depends on the type of data and is presented in more detail in Sect. 2.5. In the current
configuration, flight times up to 17 minutes can be achieved. Figure 1 shows two UAS in flight. 60 Section 3 describes the setting of the calibration and validation campaign at the
50
boundary layer field site (Grenzschichtmessfeld, GM) Falkenberg of the German Meteorological Service (DWD). Section 4
contains the results of three-dimensional wind measurements, second-order statistics and the derivation of momentum fluxes
in comparison to measurements of sonic anemometers on a 99 m mast. A case study with measurements during a morning
transition of a convective boundary layer illustrates the potential of the method. We conclude and give an outlook on future 2 2 Figure 1. Two Holybro QAV250 UAS in flight. In the background the 99-m mast with a sonic anemometer on the boom at 50 m can be seen. https://doi.org/10.5194/egusphere-2022-110
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c⃝Author(s) 2022. CC BY 4.0 License. Figure 1. Two Holybro QAV250 UAS in flight. In the background the 99-m mast with a sonic anemometer on V250 UAS in flight. In the background the 99-m mast with a sonic anemometer on the boom at 50 m can be see Figure 1. Two Holybro QAV250 UAS in flight. In the background the 99-m mast with a sonic anemometer on the boom at 50 m can be seen. 2.2
Motor thrust calibration
65 A schematic of the setup is shown in
80
Fig. 2. We can thus determine the motor constant kV and the thrust coefficient Ct experimentally. In order to determine this relationship experimentally, as well as the thrust coefficient of the rotor, which relates thrust to
revolution speed, a hardware-in-the-loop test stand for a single motor/rotor setup is used. A schematic of the setup is shown in
80
Fig. 2. We can thus determine the motor constant kV and the thrust coefficient Ct experimentally. revolution speed, a hardware-in-the-loop test stand for a single motor/rotor setup is used. A schematic of the setup is shown in
80
Fig. 2. We can thus determine the motor constant kV and the thrust coefficient Ct experimentally. 2.3
Quadrotor dynamics and rotor aerodynamics To describe the motion of a quadrotor in three dimensions in its body-fixed frame of reference (x to the front, y to the right, z
downwards), the rigid body model as described in Wetz et al. (2021) can be used: To describe the motion of a quadrotor in three dimensions in its body-fixed frame of reference (x to the front, y to the right, z
downwards), the rigid body model as described in Wetz et al. (2021) can be used: m(¨x + q ˙z −r ˙y)
=
−mg[sin(θ)] + Fx
(4)
85
m(¨y + p ˙z −r ˙x)
=
−mg[cos(θ)sin(ϕ)] + Fy
(5)
m(¨z + p ˙y −q ˙x)
=
mg[cos(θ)cos(ϕ)] + Fz −T
,
(6) m(¨x + q ˙z −r ˙y)
=
−mg[sin(θ)] + Fx
85
m(¨y + p ˙z −r ˙x)
=
−mg[cos(θ)sin(ϕ)] + Fy
m(¨z + p ˙y −q ˙x)
=
mg[cos(θ)cos(ϕ)] + Fz −T
, (5)
(6) (5) (6) with m the mass of the UAS, p, q and r the gyroscopic terms, g the acceleration due to gravity and θ and ϕ the pitch and
roll angle. The external forces F in all three components are caused by wind. Eq. 6 contains the total actuator thrust T which
counteracts all the external forces due to wind and gravity. The concept of operation for the UAS fleet is to hover at fixed
90
positions, so that motions due to maneuvering can be neglected. Gyroscopic terms become very small and can be neglected
in the following. In Wetz et al. (2021), only the forces in x-direction in Eq. 4 were considered, since the UAS yaws into the
main wind direction and the wind speed magnitude can thus be approximated by this one dimensional simplification In Wetz with m the mass of the UAS, p, q and r the gyroscopic terms, g the acceleration due to gravity and θ and ϕ the pitch and
roll angle. The external forces F in all three components are caused by wind. Eq. 6 contains the total actuator thrust T which
counteracts all the external forces due to wind and gravity. The concept of operation for the UAS fleet is to hover at fixed
90 with m the mass of the UAS, p, q and r the gyroscopic terms, g the acceleration due to gravity and θ and ϕ the pitch and
roll angle. 2.2
Motor thrust calibration
65 In order to determine the forces that act on the UAS, it is important to know the actuator forces of the four rotors. There are
no direct sensors for rotational speed, torque or even thrust in the system. However, the motor controller PPM (pulse-position
modulation) signal as well as the battery voltage and current are measured by the autopilot. The PPM signal is directly related
to the voltage which is applied to the motor and is in theory directly proportional to the revolution speed. The voltage at each
rotor is
70 Ui = Ub
si −smin
smax −smin
, (1) 3 3 Figure 2. Schematic of the motor test stand. The rotor is producing thrust in the free stream and the counter-acting force of the equal length
lever-arm is measured with a scale on a table. https://doi.org/10.5194/egusphere-2022-110
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c⃝Author(s) 2022. CC BY 4.0 License. Figure 2. Schematic of the motor test stand. The rotor is producing thrust in the free stream and the counter-acting force of the equal length
lever-arm is measured with a scale on a table. with Ub the battery voltage and si the servo PPM command (smin for zero and smax for full throttle). It is important to include
the battery voltage here, as it decreases throughout the flight. Assuming a linear relationship for the electric servo motors, the
revolution speed of each motor can be determined as with Ub the battery voltage and si the servo PPM command (smin for zero and smax for full throttle). It is important to include
the battery voltage here, as it decreases throughout the flight. Assuming a linear relationship for the electric servo motors, the
revolution speed of each motor can be determined as Ωi = kV Ui
. 75 (2) The motor thrust Ti can be calculated from the rotational speed Ωi, the rotor radius R, the rotor swept area A = πR2, air
density ρ and the thrust coefficient Ct (Leishman, 2016, Eq 2.31): Ti = CtρAΩ2
i R2 (3) In order to determine this relationship experimentally, as well as the thrust coefficient of the rotor, which relates thrust to
revolution speed, a hardware-in-the-loop test stand for a single motor/rotor setup is used. That means that Glauert’s approximation
can not be used for hover flight and wind speeds of the same order of magnitude. Nevertheless, lift effects are observed by
reduced power consumption and less required thrust in dependence of wind speed. We do thus include a lift term FL in Eq. 6
to account for this effect, but need to determine the relationship experimentally. 105 to account for this effect, but need to determine the relationship experimentally. 105
With the assumption of hover state and the additional term for aerodynamic lift, we can then solve Eq. 4-6 for the external
wind forces, so that With the assumption of hover state and the additional term for aerodynamic lift, we can then solve Eq. 4-6 for the external
wind forces, so that With the assumption of hover state and the additional term for aerodynamic lift, we can then solve Eq. 4-6 for the external
wind forces, so that Fx
=
mgsin(θ) + m¨x
(8)
Fy
=
mgcos(θ)sin(ϕ) + m¨y
(9)
Fz
=
−mgcos(θ)cos(ϕ) + m¨z + T + FL(Fx)
. (10)
110
2.4
Determination of the three-dimensional wind vector Fx
=
mgsin(θ) + m¨x Fy
=
mgcos(θ)sin(ϕ) + m¨y Fz
=
−mgcos(θ)cos(ϕ) + m¨z + T + FL(Fx)
. 110 (10) 2.3
Quadrotor dynamics and rotor aerodynamics The external forces F in all three components are caused by wind. Eq. 6 contains the total actuator thrust T which with m the mass of the UAS, p, q and r the gyroscopic terms, g the acceleration due to gravity and θ and ϕ the pitch and
roll angle. The external forces F in all three components are caused by wind. Eq. 6 contains the total actuator thrust T which counteracts all the external forces due to wind and gravity. The concept of operation for the UAS fleet is to hover at fixed
90
positions, so that motions due to maneuvering can be neglected. Gyroscopic terms become very small and can be neglected
in the following. In Wetz et al. (2021), only the forces in x-direction in Eq. 4 were considered, since the UAS yaws into the
main wind direction and the wind speed magnitude can thus be approximated by this one dimensional simplification. In Wetz counteracts all the external forces due to wind and gravity. The concept of operation for the UAS fleet is to hover at fixed
90
positions, so that motions due to maneuvering can be neglected. Gyroscopic terms become very small and can be neglected
in the following. In Wetz et al. (2021), only the forces in x-direction in Eq. 4 were considered, since the UAS yaws into the
main wind direction and the wind speed magnitude can thus be approximated by this one dimensional simplification. In Wetz 4 4 https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. and Wildmann (2022), the two-dimensional wind vector was determined, including Eq. 5 in the algorithm and improving the
dynamic response by the inclusion of the acceleration terms. In order to measure the full three-dimensional wind vector, Eq. 6
95
needs to be included. The single motor thrusts Ti can be obtained from calibration as described in Sect. 2.2 and can be summed
to obtain the total acting force T = PTi. With increasing wind speed, the quadrotor lift will not only be generated by the rotor
thrust, but aerodynamic effects start to occur. In theory, these effects are well described if forward flight speed is much larger
than the velocity which is induced by the rotor vi (V∞>> vi). Glauert’s high-speed approximation (Leishman, 2016) gives an
equation for the total resulting thrust for a single-rotor helicopter:
100 and Wildmann (2022), the two-dimensional wind vector was determined, including Eq. 5 in the algorithm and improving the
dynamic response by the inclusion of the acceleration terms. In order to measure the full three-dimensional wind vector, Eq. 6
95
needs to be included. The single motor thrusts Ti can be obtained from calibration as described in Sect. 2.2 and can be summed
to obtain the total acting force T = PTi. With increasing wind speed, the quadrotor lift will not only be generated by the rotor
thrust, but aerodynamic effects start to occur. In theory, these effects are well described if forward flight speed is much larger
than the velocity which is induced by the rotor vi (V∞>> vi). Glauert’s high-speed approximation (Leishman, 2016) gives an
i
f
h
l
l i
h
f
i
l
h li equation for the total resulting thrust for a single-rotor helicopter:
100 (7) (7) T = 2ρAviV∞ For the quadrotors used in this study, the induced velocity is on the order of 10 m s−1. That means that Glauert’s approximation
can not be used for hover flight and wind speeds of the same order of magnitude. Nevertheless, lift effects are observed by
reduced power consumption and less required thrust in dependence of wind speed. We do thus include a lift term FL in Eq. 6 For the quadrotors used in this study, the induced velocity is on the order of 10 m s−1. 2.4
Determination of the three-dimensional wind vector To translate the forces that act on the quadrotor to wind speeds, a straight forward approach which was applied in Wetz
et al. (2021) is the Rayleigh drag equation. It is however evident, that the complex aerodynamic system of a multicopter is
not perfectly represented by the physical relationships for solid bodys. Wetz and Wildmann (2022) have therefore allowed a
calibration curve which is a power law with a free exponent. With this approach, higher accuracies are achievable. We apply
115
this method here for all three dimensions, so that the wind components in the body frame of the quadrotor are To translate the forces that act on the quadrotor to wind speeds, a straight forward approach which was applied in Wetz
et al. (2021) is the Rayleigh drag equation. It is however evident, that the complex aerodynamic system of a multicopter is
not perfectly represented by the physical relationships for solid bodys. Wetz and Wildmann (2022) have therefore allowed a calibration curve which is a power law with a free exponent. With this approach, higher accuracies are achievable. We apply
115
this method here for all three dimensions, so that the wind components in the body frame of the quadrotor are calibration curve which is a power law with a free exponent. With this approach, higher accuracies are achievable. We apply
115
this method here for all three dimensions, so that the wind components in the body frame of the quadrotor are
ub
vb
wb
=
cxF bx
x
cyF by
y
czF bz
z
,
(11)
ub
vb
wb
=
cxF bx
x
cyF by
y
czF bz
z
,
(11) (11) where the parameters b and c need to be calibrated for the respective direction. For the vertical direction, it is conceivable that
upward and downward motion of the quadrotor relative to the air is subject to significantly different drag. For this reason, a
distinction of cases is done for the z-component so that
120 120 wb
=
cz↑F bz↑
z
Fz ≥0
cz↓F bz↓
z
Fz < 0 wb
=
cz↑F bz↑
z
Fz ≥0
cz↓F bz↓
z
Fz < 0
. 2.4
Determination of the three-dimensional wind vector (12) wb
=
cz↑F bz↑
z
Fz ≥0
cz↓F bz↓
z
Fz < 0
. (12) (12) 5 5 https://doi.org/10.5194/egusphere-2022-110
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c⃝Author(s) 2022. CC BY 4.0 License. Table 1. Sensor data overview and intial raw sampling rates. Table 1. Sensor data overview and intial raw sampling rates. p
g
type of data
variables
sampling rate
accelerometer data
ax,ay,az
250 Hz
vehicle attitude
ϕ,θ,ψ
20 Hz
vehicle local velocities
vx,vy,vz
10 Hz
actuator outputs
si
10 Hz
battery data
Ub
2 Hz
temperature and humidity
T,q
1 Hz
barometric pressure
P
75 Hz The final step to obtain the meteorological wind vector U = (u,v,w) is a rotation of the wind speeds from the body frame
into the geodetic coordinates with the Euler angles of the quadrotor and a subtraction of the linear velocities (vx, vy, vz) which
are measured by the autopilot on the basis of GNSS (global navigation satellite system) information:
125
u
v
w
= R(ϕ,θ,ψ)
ub
vb
wb
−
vx
vy
vz
u
v
w
= R(ϕ,θ,ψ)
ub
vb
wb
−
vx
vy
vz
,
(13)
u
v
w
= R(ϕ,θ,ψ)
ub
vb
wb
−
vx
vy
vz
,
(13)
2 5
Data preparation and filtering (13) 2.6
Calculation of turbulence parameters From the three-dimensional wind data, we can calculate momentum fluxes, friction velocity and turbulence kinetic energy
(TKE). Momentum fluxes are calculated as the covariances between the wind components, i.e. u′w′,v′w′ and u′v′. The friction
velocity u∗is calculated from the momentum fluxes according to Stull (1988): 140 140 u∗=
u′w′2 + v′w′21/4
(14) u∗=
u′w′2 + v′w′21/4 (14) TKE is defined as half of the sum of the variances of the three wind components: TKE = 1
2
u′2 + v′2 + w′2
. (15) TKE = 1
2
u′2 + v′2 + w′2 (15) 2.5
Data preparation and filtering The raw sensor data of the UAS are stored on the SD card with different sampling rates, depending on the data type, but with
a synchronized timestamp. Table 1 presents the raw data types and variables that are used for the wind calculation and their
initial sampling rate. Reasons for the different sampling rates are the capabilities of the sensors and the requirements for the
130
flight controller. Except for the battery data, all data are sampled with a rate of 10 Hz or higher. The raw data can be subject to
significant noise in the high frequency range due to sensor noise or vibrations. Preconditioning steps are taken before further
processing of the data to obtain clean and synchronized data. Accelerometer data is filtered with a Butterworth filter to prevent
anti-aliasing effects from frequencies above 10 Hz. All data is then interpolated and synchronized to a common time step with initial sampling rate. Reasons for the different sampling rates are the capabilities of the sensors and the requirements for the
130
flight controller. Except for the battery data, all data are sampled with a rate of 10 Hz or higher. The raw data can be subject to
significant noise in the high frequency range due to sensor noise or vibrations. Preconditioning steps are taken before further
processing of the data to obtain clean and synchronized data. Accelerometer data is filtered with a Butterworth filter to prevent
anti-aliasing effects from frequencies above 10 Hz. All data is then interpolated and synchronized to a common time step with ∆t = 0.1 s. After this step, noise can still be recognized in accelerometer and actuator data, so that for the wind calculation,
135
frequencies above 2 Hz are cut off with an FFT filter in the frequency domain. 6 https://doi.org/10.5194/egusphere-2022-110
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c⃝Author(s) 2022. CC BY 4.0 License. 3
Field experiment A calibration and validation campaign for the SWUF-3D fleet was carried out in the framework of the FESSTVaL (Field
145
Experiment on submesoscale spatio-temporal variability in Lindenberg) campaign in June/July 2021 (Hohenegger et al., in
preparation) at the GM Falkenberg of the DWD. Figure 3 gives a map of the location with an indication of the measurement
positions, including the location of the 99 m meteorological mast at the site. Two sonic anemometers (Metek UAS-1) are
installed at 50 m and 90 m height which serve as the reference for calibration and validation. Their measurements are distorted by the tower for wind directions between 345◦and 50◦via north and are thus disregarded for such conditions. 150
Calibration flights were done with five UAS at 50 m and 90 m respectively, in close proximity (∆x = 20 m) to the mast (see
black stars in Fig. 3 and Wetz and Wildmann (2022)). During a morning transition of a convective boundary layer on 28 June
2021, continuous measurements were done with two sets of five UAS stacked in five heights (10 m, 50 m, 90 m, 150 m, 200 m)
at the location of the blue star in Fig. 3. The two sets were measuring alternately in close separation of 5 m and with a short overlap of one minute to guarantee continuous observations. Spatially distributed measurements (red stars) were performed to
155
calculate coherence of the flow, but are not analysed in this study. 4.1
Motor test stand calibration Distributed under a Creative Commons BY-SA License. Figure 3. Map of the GM Falkenberg with the location of measurement points for the different flight patterns (stars) and the meteorological
mast (black triangle). Background map ©OpenTopoMap contributors 2022. Distributed under a Creative Commons BY-SA License. Figure 4. Calibration results of the motor test stand. a) The calibration curve of revolution speed versus applied voltage and b) the thrust
coefficient curve. The fitted calibration curves are shown as red lines. Figure 4. Calibration results of the motor test stand. a) The calibration curve of revolution speed versus applied voltage and b) the thrust
coefficient curve. The fitted calibration curves are shown as red lines. calibration curve as: calibration curve as: Ti = 4.6 · 10−5Ω2
i −1.68 · 10−3Ωi
165 (16) 4.1
Motor test stand calibration With Eq. 1, the voltage at the motor can be estimated from the actuator outputs. Results from the hardware-in-the-loop exper-
iment (Fig. 4a) reveal a nearly linear relationship between voltage and revolution speed. The coefficient that relates voltage to
0 With Eq. 1, the voltage at the motor can be estimated from the actuator outputs. Results from the hardware-in-the-loop exper-
iment (Fig. 4a) reveal a nearly linear relationship between voltage and revolution speed. The coefficient that relates voltage to
160
revolution speed is kV ≈30.7 s−1V−1. With Eq. 1, the voltage at the motor can be estimated from the actuator outputs. Results from the hardware-in-the-loop exper- iment (Fig. 4a) reveal a nearly linear relationship between voltage and revolution speed. The coefficient that relates voltage to
160
revolution speed is kV ≈30.7 s−1V−1. From Fig. 4b) we find that the thrust curve Ti as a function of revolution speed Ωi is best approximated with a polynom
of second order. Such a behaviour is quite common and has been described before (Bangura et al., 2016)). We determine th iment (Fig. 4a) reveal a nearly linear relationship between voltage and revolution speed. The coefficient that relates voltage to
160
revolution speed is kV ≈30.7 s−1V−1. From Fig. 4b) we find that the thrust curve Ti as a function of revolution speed Ωi is best approximated with a polynom
of second order. Such a behaviour is quite common and has been described before (Bangura et al., 2016)). We determine the From Fig. 4b) we find that the thrust curve Ti as a function of revolution speed Ωi is best approximated with a polynom
of second order. Such a behaviour is quite common and has been described before (Bangura et al., 2016)). We determine the 7 7 https://doi.org/10.5194/egusphere-2022-110
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c⃝Author(s) 2022. CC BY 4.0 License. Figure 3. Map of the GM Falkenberg with the location of measurement points for the different flight patterns (stars) and the meteorological
mast (black triangle). Background map ©OpenTopoMap contributors 2022. Distributed under a Creative Commons BY-SA License. https://doi.org/10.5194/egusphere 2022 110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 3. Map of the GM Falkenberg with the location of measurement points for the different flight patterns (stars) and the meteorological
mast (black triangle). Background map ©OpenTopoMap contributors 2022. https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. components are presented in Wetz and Wildmann (2022). In this study, we focus on the calibration of the vertical velocity
component. This calibration is done in two steps. First, the lift force which reduces the necessary thrust in hover flight is
170
determined as a function of the wind speed in x-direction. Second, thrust minus lift is calibrated against the vertical wind
velocity as measured by the sonic anemometers at the 99-m mast. components are presented in Wetz and Wildmann (2022). In this study, we focus on the calibration of the vertical velocity
component. This calibration is done in two steps. First, the lift force which reduces the necessary thrust in hover flight is
170
determined as a function of the wind speed in x-direction. Second, thrust minus lift is calibrated against the vertical wind
velocity as measured by the sonic anemometers at the 99-m mast. 4.2
In-flight wind vector calibration For calibration of the dynamic equations as described in Sect. 2.3, we use UAS#12, because it was operating in most of the
calibration flights (i.e. 14 flights, with a wind speed range of 1–8 m/s). The results of the calibration of the horizontal wind 8 4.2.1
Lift force To estimate the lift force FL, we analyse the measured thrust force during all calibration flig To estimate the lift force FL, we analyse the measured thrust force during all calibration flights in dependency of the horizontal wind. Horizontal wind is not known a priori, so we use the drag force in x-direction in the body frame Fx as a proxy which
175
depends on the wind speed as described by Eqs. 8 and 11. It is not possible in a field experiment to perfectly decouple the lift
effects from the wind in x-direction from the drag and lift in z-direction. For calibration purposes, we assume that the x and z-
component of the wind are uncorrelated and that vertical wind is normally distributed around zero. To reduce the scatter, a 10 s
moving average is applied to the data. Figure 5 shows the point cloud of lift versus drag force in x-direction for all calibration flights of UAS#12. The red line gives a polynomial fit. It can be seen that significant lift is generated up to Fx ≈1 N lift, before
180
it abruptly decreases, as it is typical for stall conditions. This force in x-direction corresponds to a horizontal wind speed of
approximately 8 m s−1. Beyond that wind speed, only few data are available which yields a high uncertainty of the calibration
at higher wind speed conditions. The determined polynomial for the lift correction is: flights of UAS#12. The red line gives a polynomial fit. It can be seen that significant lift is generated up to Fx ≈1 N lift, before
180
it abruptly decreases, as it is typical for stall conditions. This force in x-direction corresponds to a horizontal wind speed of
approximately 8 m s−1. Beyond that wind speed, only few data are available which yields a high uncertainty of the calibration
at higher wind speed conditions. The determined polynomial for the lift correction is: 0.00
0.25
0.50
0.75
1.00
1.25
1.50
Fx / N
0.5
0.0
0.5
1.0
1.5
FL / N 0.00
0.25
0.50
0.75
1.00
1.25
1.50
Fx / N
0.5
0.0
0.5
1.0
1.5
FL / N
Figure 5. Calibration curve of thrust generated by lift FL versus drag force in x-direction Fx in the body frame. Greyscale represents the
probability of occurence. Figure 5. https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. 4.2.2
Thrust offset We observe that the absolute value of thrust T0 that is needed to maintain altitude in the hovering state varies between single
flights and especially between individual UAS. The reasons can be differences in UAS mass, motor performance or aerody-
namic effects. At the present state of development and hardware robustness, we find that T0 needs to be determined in each
190
single flight as the average T over the whole flight for best performance. This is justified in flat terrain where zero average
vertical velocity can be assumed in most cases. For cases with non-zero vertical velocity, determining T0 from the average over
a single flight can yield errors in the absolute value of w, but will have little effect on the variance, which is most important for
the calculation of TKE and fluxes. 4.2.1
Lift force Calibration curve of thrust generated by lift FL versus drag force in x-direction Fx in the body frame. Greyscale represents the
probability of occurence. Figure 5. Calibration curve of thrust generated by lift FL versus drag force in x-direction Fx in the body frame. Greyscale represents the
probability of occurence. FL = T0 + 0.9Fx −0.27F 5
x
, (17) where T0 is a thrust offset value that can depend on changes in UAS mass, changes in motor thrust coefficients or unmodelled
185
aerodynamic effects. 9 4.2.3
Vertical velocity
195 In the second step of the calibration, vertical wind is calibrated against thrust (including aerodynamic lift, see above) with data
from the FESSTVaL field campaign. Figure 6 shows the scatterplot of all calibration flights of UAS#12. Since measurements
of UAS and sonic anemometer are comparatively far apart (≈20 m) and absolute values of vertical wind are rather small, it is
not surprising that significant scatter is found in the comparison. It is nevertheless possible to fit an optimal curve according to
the theory of Eq. 18. The fitted equation is:
200 wb
=
3.3|Fz|0.85
Fz ≤0
−1.6|Fz|0.6
Fz > 0
. (18) wb
=
3.3|Fz|0.85
Fz ≤0
−1.6|Fz|0.6
Fz > 0
. (18) 1.5
1.0
0.5
0.0
0.5
1.0
1.5
Fz / N
3
2
1
0
1
2
3
wb / ms
1
Figure 6. Scatter plot of vertical wind of the sonic anemometer versus the acting force on the UAS in the body frame. Greyscale represents
the probability of occurence in the dataset. The red line shows the estimated calibration curve. Figure 6. Scatter plot of vertical wind of the sonic anemometer versus the acting force on the UAS in the body frame. Greyscale represents
the probability of occurence in the dataset. The red line shows the estimated calibration curve. 10 Figure 7. Example of time series of u, v and w for a flight on 02 July 2021 by UAS#13. UAS data (red) is compared to the sonic anemometer
at the same height (black). https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 7. Example of time series of u, v and w for a flight on 02 July 2021 by UAS#13. UAS data (red) is compared to the sonic anemometer
at the same height (black). https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 7. Example of time series of u, v and w for a flight on 02 July 2021 by UAS#13. UAS data (red) is compared to the sonic anemometer
at the same height (black). 4.3
Wind vector validation The parameters that are determined for UAS#12 are now applied to the whole fleet. We now want to compare the wind
components u, v and w in the geodetic coordinate system according to Eq. 13. Nevertheless, it is more meaningful to rotate
205
the vector horizontally into the main wind direction for both, sonic anemometer and UAS in order to evaluate the different
calibration coefficients. The time series in Fig. 7 demonstrates the quality of the wind retrieval in all three dimensions and
at a high resolution for a flight in a turbulent ABL with horizontal wind speeds ranging from u = 2.5 −7.5 m s−1. Figure 8
gives scatter plots of the comparison of flight-averaged wind components, their variances and the three covariances u′w′, v′w′ and u′v′. Since the wind vector is rotated into the main wind direction during the flight time, the lateral wind component v is
210
zero by definition (Fig. 8b). Flight-averaged vertical velocities are smaller than the uncertainty of the measurement so that a
linear regression does not yield a good correlation (P-value for test of null-hypothesis P > 0.1). The root-mean squared (RMS)
deviation is ϵw = 0.25 m s−1. Better parameters to evaluate the quality of the wind retrieval algorithm are the variances of the
wind components in lateral and vertical direction. For those, the linear regressions show a very good correlation between UAS and sonic anemometer (R2 > 0.9, Fig. 8e,f). The covariance measurements are a good indicator if an independent measurement
215
of horizontal and vertical wind can be guaranteed with the proposed method. The high correlation proves the validity of the
method and the RMS deviation of approximately ε = 0.1 m2s−2 for all directions can be considered the prevailing uncertainty 11 https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. of the UAS measurements (Fig. 10g,h). The lower R2-value for v′w′ is likely due to the imperfect rotation into wind direction
for both, UAS and sonic anemometer which introduces larger relative errors for the overall small values. of the UAS measurements (Fig. 10g,h). The lower R2-value for v′w′ is likely due to the imperfect rotation into wind direction
for both, UAS and sonic anemometer which introduces larger relative errors for the overall small values. 4.3
Wind vector validation 10
0
10
sonic u / ms
1
10
5
0
5
10
UAS u / ms
1
R2 = 1.0
P = 0.0
u = 0.16
a
2
0
2
sonic v / ms
1
2
1
0
1
2
UAS v / ms
1
R2 = -0.11
P = 0.28
v = 0.0
b
2
0
2
sonic w / ms
1
2
1
0
1
2
UAS w / ms
1
R2 = 0.46
P = 0.0
w = 0.13
c
0
1
2
3
sonic
2
u / m2s
2
0
1
2
3
UAS
2
u / m2s
2
R2 = 0.93
P = 0.0
, u = 0.16
d
0
1
2
3
sonic
2
v / m2s
2
0
1
2
3
UAS
2
v / m2s
2
R2 = 0.96
P = 0.0
, v = 0.14
e
0
1
2
3
sonic
2
w / m2s
2
0
1
2
3
UAS
2
w / m2s
2
R2 = 0.98
P = 0.0
, w = 0.06
f
1
0
1
sonic u′w′ / m2s
2
1.0
0.5
0.0
0.5
1.0
UAS u′w′ / m2s
2
R2 = 0.77
P = 0.0
uw = 0.12
g
1
0
1
sonic v′w′ / m2s
2
1.0
0.5
0.0
0.5
1.0
UAS v′w′ / m2s
2
R2 = 0.57
P = 0.0
vw = 0.08
h
1
0
1
sonic u′v′ / m2s
2
1.0
0.5
0.0
0.5
1.0
UAS u′v′ / m2s
2
R2 = 0.93
P = 0.0
uv = 0.06
i
Figure 8. Scatter plots of flight-averaged UAS measurements versus sonic anemometer for u, v and w (a-c), as well as the correspon
variances (d-f) and covariances (g-i). https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. 4.4
Validation of resolved turbulence scales
220 For conditions
with low turbulence, the noise contributions are limiting the resolution of variance and covariance measurements with the UAS. From the noise level, we estimate this limit in resolution for the variances and covariances to ≈0.1 m2s−2 which is almost
230
equal to the RMSE that was determined in Sect. 4.3. From the noise level, we estimate this limit in resolution for the variances and covariances to ≈0.1 m2s−2 which is almost
230
equal to the RMSE that was determined in Sect. 4.3. From the noise level, we estimate this limit in resolution for the variances and covariances to ≈0.1 m2s−2 which is almost
230
equal to the RMSE that was determined in Sect. 4.3. 4.5
Momentum flux during a morning transition Figure 11 shows the results of the achieved by launching two separate sets of five UAS in turns, with a short overlap of 60 s. The UAS were located close to
240
the meteorological mast as indicated by the blue star in Fig. 3. In total, 23 flights with five UAS each, were performed in
this pattern. Additionally, a sixth UAS was operating in close proximity (≈5 m apart), profiling the same height range with
continuous ascents and descents. The ascents of these flights allow to obtain profiles of wind speed, wind direction, temperature
and humidity with a high vertical resolution, but are not used for the turbulence retrieval. Figure 11 shows the results of the achieved by launching two separate sets of five UAS in turns, with a short overlap of 60 s. The UAS were located close to
240
the meteorological mast as indicated by the blue star in Fig. 3. In total, 23 flights with five UAS each, were performed in
this pattern. Additionally, a sixth UAS was operating in close proximity (≈5 m apart), profiling the same height range with
continuous ascents and descents. The ascents of these flights allow to obtain profiles of wind speed, wind direction, temperature
and humidity with a high vertical resolution, but are not used for the turbulence retrieval. Figure 11 shows the results of the measurements during the morning transition. On the left, the time series of the UAS at 50 m are shown in comparison to
245
the sonic anemometer at the mast at the same level. The data are post-processed with a 10-minute moving average for better
visualization. Between 0730 UTC and 0745 UTC, data are missing because one UAS did not take off as planned. The dots
in the plots show the 30-minute average with error bars representing the uncertainties that were estimated in Sect. 4.3. We
find a good agreement between UAS and sonic anemometer for all variables. Around 0530 UTC, the mixed CBL is growing measurements during the morning transition. On the left, the time series of the UAS at 50 m are shown in comparison to
245
the sonic anemometer at the mast at the same level. The data are post-processed with a 10-minute moving average for better
visualization. Between 0730 UTC and 0745 UTC, data are missing because one UAS did not take off as planned. 4.4
Validation of resolved turbulence scales
220 A closer evaluation of the resolved turbulence scales by the UAS can be achieved with the analyses of power spectra of the
three wind components in comparison to the sonic anemometer. We choose two representative flights of UAS#12, one in low
wind and low turbulence conditions in the morning of the 26 June (blue), the other in a turbulent convective boundary layer on
2 July (red). The spectra of the three wind components in Fig. 9 show that an inertial subrange of locally isotropic turbulence with a slope of -5/3 (dashed grey line) can be observed in both cases. For the low turbulence case, the spectra as measured by
225
the UAS deviates earlier from the curve as measured by the sonic anemometer than in the high turbulence case. It can be read
from the plots that frequencies above 1 Hz and spectral power below 10−2 m2 s−2 Hz−1 can barely be resolved by the UAS,
but are dominated by noise. This effect is also observed for the cospectra of the wind components (Fig. 10). For conditions
with low turbulence, the noise contributions are limiting the resolution of variance and covariance measurements with the UAS. with a slope of -5/3 (dashed grey line) can be observed in both cases. For the low turbulence case, the spectra as measured by
225
the UAS deviates earlier from the curve as measured by the sonic anemometer than in the high turbulence case. It can be read
from the plots that frequencies above 1 Hz and spectral power below 10−2 m2 s−2 Hz−1 can barely be resolved by the UAS,
but are dominated by noise. This effect is also observed for the cospectra of the wind components (Fig. 10). For conditions
with low turbulence, the noise contributions are limiting the resolution of variance and covariance measurements with the UAS. with a slope of -5/3 (dashed grey line) can be observed in both cases. For the low turbulence case, the spectra as measured by
225
the UAS deviates earlier from the curve as measured by the sonic anemometer than in the high turbulence case. It can be read
from the plots that frequencies above 1 Hz and spectral power below 10−2 m2 s−2 Hz−1 can barely be resolved by the UAS,
but are dominated by noise. This effect is also observed for the cospectra of the wind components (Fig. 10). 4.3
Wind vector validation 2
0
2
sonic w / ms
1
2
1
0
1
2
UAS w / ms
1
R2 = 0.46
P = 0.0
w = 0.13
c 10
0
10
sonic u / ms
1
10
5
0
5
10
UAS u / ms
1
R2 = 1.0
P = 0.0
u = 0.16
a 2
0
2
sonic v / ms
1
2
1
0
1
2
UAS v / ms
1
R2 = -0.11
P = 0.28
v = 0.0
b 0
1
2
3
sonic
2
v / m2s
2
0
1
2
3
UAS
2
v / m2s
2
R2 = 0.96
P = 0.0
, v = 0.14
e 0
1
2
3
sonic
2
w / m2s
2
0
1
2
3
UAS
2
w / m2s
2
R2 = 0.98
P = 0.0
, w = 0.06
f f v
1
0
1
sonic v′w′ / m2s
2
1.0
0.5
0.0
0.5
1.0
UAS v′w′ / m2s
2
R2 = 0.57
P = 0.0
vw = 0.08
h 1
0
1
sonic u′w′ / m2s
2
1.0
0.5
0.0
0.5
1.0
UAS u′w′ / m2s
2
R2 = 0.77
P = 0.0
uw = 0.12
g h g Figure 8. Scatter plots of flight-averaged UAS measurements versus sonic anemometer for u, v and w (a-c), as well as the corresponding
variances (d-f) and covariances (g-i). 12 4.5
Momentum flux during a morning transition A good case to study the validity and capability of the turbulence and flux measurements from the UAS is a transition phase of
a convective boundary layer (CBL), which features some significant variability and increase of turbulence at constant heights. A good case to study the validity and capability of the turbulence and flux measurements from the UAS is a transition phase of
a convective boundary layer (CBL), which features some significant variability and increase of turbulence at constant heights. In the morning of 28 June 2021, conditions were present which allowed to observe a morning transition of a CBL which was
235
mainly driven by surface heating. In the cloudless night, a stable nighttime inversion had developed and still no clouds were
present during the period of observation from 0400 UTC to 0800 UTC. A steady increase of shortwave downward radiation
from ≈100 W m−2 to ≈700 W m−2 was observed. Continuous measurements during this period with five stacked UAS at the heights 10 m, 50 m, 90 m, 150 m and 200 m were In the morning of 28 June 2021, conditions were present which allowed to observe a morning transition of a CBL which was
235
mainly driven by surface heating. In the cloudless night, a stable nighttime inversion had developed and still no clouds were
present during the period of observation from 0400 UTC to 0800 UTC. A steady increase of shortwave downward radiation
from ≈100 W m−2 to ≈700 W m−2 was observed. Continuous measurements during this period with five stacked UAS at the heights 10 m, 50 m, 90 m, 150 m and 200 m were Continuous measurements during this period with five stacked UAS at the heights 10 m, 50 m, 90 m, 150 m and 200 m were
achieved by launching two separate sets of five UAS in turns, with a short overlap of 60 s. The UAS were located close to
240
the meteorological mast as indicated by the blue star in Fig. 3. In total, 23 flights with five UAS each, were performed in
this pattern. Additionally, a sixth UAS was operating in close proximity (≈5 m apart), profiling the same height range with
continuous ascents and descents. The ascents of these flights allow to obtain profiles of wind speed, wind direction, temperature
and humidity with a high vertical resolution, but are not used for the turbulence retrieval. https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. The friction velocity u∗is quite variable, also increasing after 0630 UTC. In the right panel of Fig. 11, Hovmoeller diagrams show the transition period in dependency of time and height. From the
profiles of potential temperature, an estimate of the boundary-layer height as the height of the mixed layer below the lowest
255
inversion is derived and shown as a black line. A low-level jet (LLJ) was present at 100 m above ground level (a.g.l.) which
disappears as the mixed layer grows and is the reason for the observed higher wind speeds in the early morning at 50 m and
above. It can be clearly seen how low turbulence and high wind speeds above the inversion are separated from low wind
speeds and higher turbulence in the mixed layer. Despite the large number of individual UAS that were used to take these
measurements (i.e. 12 UAS), no significant biases or discontinuities can be found in the data, which is a good validation of the
260
accuracy of the calibration. 5
Conclusions In this work, we present a method to obtain the three-dimensional wind vector with small multicopter UAS. To obtain the
vertical wind velocity, motor thrust is included in the equations of motion and the resulting forces that act on the UAS are calibrated against sonic anemometers to obtain the wind velocity with an RMS deviation below 0.2 m s−1 in all three dimen-
265
sions. We showed that the variance of the wind components can be obtained particularly well with a remaining RMS deviation
below 0.2 m2 s−2 in all dimensions. The range and limits of the resolvable scales of turbulence are presented with spectra and
cospectra of the wind components. It is evident that there is a noise limit in the temporal resolution of approximately 1 Hz and
a limit for low turbulence conditions with spectral power density below 10−2m2 s−2 Hz−1. The fact that we could exercise the calibrated against sonic anemometers to obtain the wind velocity with an RMS deviation below 0.2 m s−1 in all three dimen-
265
sions. We showed that the variance of the wind components can be obtained particularly well with a remaining RMS deviation
below 0.2 m2 s−2 in all dimensions. The range and limits of the resolvable scales of turbulence are presented with spectra and
cospectra of the wind components. It is evident that there is a noise limit in the temporal resolution of approximately 1 Hz and
a limit for low turbulence conditions with spectral power density below 10−2m2 s−2 Hz−1. The fact that we could exercise the calibration with a single UAS and apply it to a fleet of more than 20 UAS without a big loss of accuracy shows the robustness
270
of the method and the applicability in practice. From these findings, it can be concluded that UAS of the presented size and
weight are capable of resolving eddies of only few meters. Bigger and heavier UAS will necessarily disturb the flow more, so
that a small and lightweight design is essential for a high resolution of wind measurements. In the presented dataset, the range of horizontal wind velocities is limited to ≈8 m s−1. We see that above such wind speeds, In the presented dataset, the range of horizontal wind velocities is limited to ≈8 m s−1. 5
Conclusions We see that above such wind speeds,
aerodynamic effects change and more studies will be necessary in future to extend the calibration to higher wind speeds. We
275
remove a thrust bias for every individual flight in this study, because the assumption of zero average vertical wind speed can
be made in the flat terrain in which the experiment was carried out, and this approach will lead to best estimates of vertical
velocity variance. For conditions with a significant average vertical velocity component, different strategies will need to be de-
veloped in future, which may incorporate more robust hardware configurations, an integrated weight estimator in the Kalman aerodynamic effects change and more studies will be necessary in future to extend the calibration to higher wind speeds. We
275
remove a thrust bias for every individual flight in this study, because the assumption of zero average vertical wind speed can
be made in the flat terrain in which the experiment was carried out, and this approach will lead to best estimates of vertical
velocity variance. For conditions with a significant average vertical velocity component, different strategies will need to be de-
veloped in future, which may incorporate more robust hardware configurations, an integrated weight estimator in the Kalman aerodynamic effects change and more studies will be necessary in future to extend the calibration to higher wind speeds. We
275
remove a thrust bias for every individual flight in this study, because the assumption of zero average vertical wind speed can
be made in the flat terrain in which the experiment was carried out, and this approach will lead to best estimates of vertical
velocity variance. For conditions with a significant average vertical velocity component, different strategies will need to be de-
veloped in future, which may incorporate more robust hardware configurations, an integrated weight estimator in the Kalman Filter or individual calibration of motor thrusts for each UAS. For both constraints, the obtained dataset from the FESSTVaL
280
campaign can not be used to improve the calibration. In general, calibration with field data is prone to large uncertainties due
to the complex ABL flow. The calibration dataset is thus subject to significant scatter and the polynomials that are used for
the relationship between forces and wind speed are not strictly based on physical principles, as simplifying assumptions are
made. 4.5
Momentum flux during a morning transition The dots
in the plots show the 30-minute average with error bars representing the uncertainties that were estimated in Sect. 4.3. We
find a good agreement between UAS and sonic anemometer for all variables. Around 0530 UTC, the mixed CBL is growing through the measurement height, wind becomes very small and thus the estimation of wind direction deviates by almost twenty
250
degrees between UAS and sonic anemometer. Also, temperature measurements differ most during this period. TKE only picks
up significantly after 0630 UTC with a large peak just before 0800 UTC which can be seen in both UAS and sonic anemometer. 13 https://doi.org/10.5194/egusphere-2022-110
Preprint. Discussion started: 13 May 2022
c⃝Author(s) 2022. CC BY 4.0 License. for this purpose. We also prepare temperature sensors with a faster response time to be able to measure sensible heat flux in a
broad range of atmospheric conditions in future. for this purpose. We also prepare temperature sensors with a faster response time to be able to measure sensible heat flux in a
broad range of atmospheric conditions in future. We showed the potential of multicopter UAS measurements for fundamental ABL research with a case study during a morning
transtition of a CBL. In this case study, the calibration was applied to 12 individual UAS and nevertheless, a seamless time
series over 4.5 hours could be realized in six measurement heights. The evolution of wind speed and temperature, as well as
290
TKE and shear stress is well captured in comparison to the reference from sonic anemometers throughout the transition period. This example demonstrates the advantage of operating a fleet of multiple UAS to obtain spatio-temporal in-situ data at flexible
measurement points throughout the ABL. The possibilities to deploy such a system for ABL studies in complex flow such as
wind farms or mountainous terrain are numerous and an observational gap can potentially be closed with this approach. g
p
We showed the potential of multicopter UAS measurements for fundamental ABL research with a case study during a morning
transtition of a CBL. In this case study, the calibration was applied to 12 individual UAS and nevertheless, a seamless time
series over 4.5 hours could be realized in six measurement heights. The evolution of wind speed and temperature, as well as
290
TKE and shear stress is well captured in comparison to the reference from sonic anemometers throughout the transition period. This example demonstrates the advantage of operating a fleet of multiple UAS to obtain spatio-temporal in-situ data at flexible
measurement points throughout the ABL. The possibilities to deploy such a system for ABL studies in complex flow such as
wind farms or mountainous terrain are numerous and an observational gap can potentially be closed with this approach. 290 Data availability. Data is available from the authors upon request and will shortly be made available through the FESSTVaL data archive. 295 Data availability. Data is available from the authors upon request and will shortly be made available through the FESSTVaL data archive. 295 Author contributions. 5
Conclusions In future, we plan to conduct wind tunnel experiments to study the aerodynamic effects in a broader range of horizontal
d
i
l
i d
l
i i
d i
d
il H d
difi
i
h
ll
h
fli h
i d
l
d Filter or individual calibration of motor thrusts for each UAS. For both constraints, the obtained dataset from the FESSTVaL
280
campaign can not be used to improve the calibration. In general, calibration with field data is prone to large uncertainties due
to the complex ABL flow. The calibration dataset is thus subject to significant scatter and the polynomials that are used for
the relationship between forces and wind speed are not strictly based on physical principles, as simplifying assumptions are
made. In future, we plan to conduct wind tunnel experiments to study the aerodynamic effects in a broader range of horizontal and vertical wind velocities and in more detail. Hardware modifications that allow hover flights indoor are currently prepared
285 14 https://doi.org/10.5194/egusphere-2022-110
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Figure 11. Time series of horizontal wind speed U, wind direction Ψ, temperature T, friction velocity u∗and TKE at 50 m above ground
level during the morning transition of 28 June 2021 in comparison between UAS and sonic (left). the continuous lines show 10-minute
moving averages, whereas the dots give the 30-minute mean for each quantity. On the right, Hovmoeller diagrams for the observed height
range from 10-200 m are shown. The black line indicates the height of the mixed layer below the lowest temperature inversion as observed
from vertical profiles of potential temperature θ. For wind speed U, wind direction Ψ and θ, continuous ascent vertical profiles from a single
drone are shown in the background of the measurements from the hovering UAS at 10 m, 50 m, 90 m, 150 m and 200 m. 0
50
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2 Figure 11. Time series of horizontal wind speed U, wind direction Ψ, temperature T, friction velocity u∗and TKE at 50 m above ground
level during the morning transition of 28 June 2021 in comparison between UAS and sonic (left). the continuous lines show 10-minute
moving averages, whereas the dots give the 30-minute mean for each quantity. On the right, Hovmoeller diagrams for the observed height
range from 10-200 m are shown. The black line indicates the height of the mixed layer below the lowest temperature inversion as observed
from vertical profiles of potential temperature θ. For wind speed U, wind direction Ψ and θ, continuous ascent vertical profiles from a single
drone are shown in the background of the measurements from the hovering UAS at 10 m, 50 m, 90 m, 150 m and 200 m. 20
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Regimentsgeschichten online
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Regimentsgeschichten online
Digitalisierung einer wiederentdeckten Quelle zum Ersten Weltkrieg
18
Im Jahr 2016 hat die Bibliothek für Zeitgeschichte
ein umfangreiches Projekt zur Digitalisierung von
Truppengeschichten des Ersten Weltkriegs gestartet. Langfristiges Ziel ist es, dass alle in der
WLB vorhandenen Regimentsschriften online zur
Verfügung stehen. In diesem Zusammenhang
wurden 2016 erste Bände der mehr als 1.000 Titel
umfassenden Serie „Erinnerungsblätter deutscher
Regimenter“ digitalisiert. Bereits 2014 wurden die
gemeinfreien Titel der Reihe „Die württembergischen Regimenter im Weltkrieg“ online gestellt
(42 von 55 Bänden). Alle digitalisierten Titel sind
über den Katalog der WLB oder überregional über
den Karlsruher Virtuellen Katalog (KVK) abrufbar.
Während die Regimentsgeschichten in der Forschung lange nur wenig Beachtung gefunden
haben, erfuhren sie in letzter Zeit vermehrt Aufmerksamkeit. Zum einen wird das Genre zum
Gegenstand kultur- und mentalitätsgeschichtlicher
Untersuchungen – ein Dissertationsprojekt an
der Universität Düsseldorf beschäftigt sich zum
Beispiel anhand der Regimentsgeschichten mit
den Denkmustern und Mentalitäten der besiegten
Kriegsteilnehmer in der Zwischenkriegszeit.1 Andere sehen in den Darstellungen der Regimentsgeschichtsschreiber eine Ersatzüberlieferung zu den
im Zweiten Weltkrieg verlorenen Aktenbeständen
des Potsdamer Heeresarchivs. Zu ihnen zählt
beispielsweise Gunter Spraul, der in seinem viel
diskutierten Werk „Der Franktireurkrieg 1914“2
anhand der Regimentsgeschichten zu klären versucht, ob deutsche Truppen 1914 beim Einmarsch
ins neutrale Belgien von Freischärlern angegriffen
wurden und ob bestimmte deutsche Einheiten in
Kriegsverbrechen verwickelt waren.
Die ersten gedruckten Regimentsgeschichten
entstanden im Anschluss an die napoleonischen
Kriege in den 1820er Jahren. Diese Truppengeschichten schilderten den Werdegang eines Regiments, seinen Dienst und seine Einsätze im Krieg.
Sie richteten sich an die aktiven und ehemaligen
Angehörigen der jeweiligen Einheit und dienten
der Traditionspflege und damit der Schaffung
eines Zusammengehörigkeitsgefühls. Die Zahl
der publizierten Regimentsgeschichten nahm bis
1914 immer weiter zu, um dann nach dem Ersten
Weltkrieg ihren Höhepunkt zu erreichen.
Nach der Niederlage 1918 und inmitten eines
radikal veränderten Umfeldes sollten sie für den
Kriegsteilnehmer einen wichtigen Orientierungs-
Abb. 1: Einklebeblatt für die persönlichen Daten eines Regimentsangehörigen. Die Geschichte des Oldenburgischen Infanterie-Regiments
Nr. 91. Oldenburg 1930.
WLBforum Ausgabe 2017/1
1) Dissertationsprojekt von Sara-Verena Adamsky M.A.: Der Erste Weltkrieg in den „Erinnerungsblättern deutscher Regimenter“. Ein Beitrag zur Mentalitätsgeschichte der Weimarer Republik“, http://www.
geschichte.hhu.de/lehrstuehle/neuere-geschichte/unsere-forschung/
dissertationsprojekte.html, letzter Zugriff 16.12.2016.
2) Spraul, Gunter: Der Franktireurkrieg 1914. Untersuchungen zum Verfall einer Wissenschaft und zum Umgang mit nationalen Mythen,
Berlin 2016.
19
Abb. 2: Beispielseite aus einer Regimentsschrift. Das 3. badische Dragoner-Regiment Prinz Karl Nr. 22, Berlin 1934, S. 370-371.
punkt bieten. Die Verfasser wollten die vermeintlichen „Großtaten der deutschen Waffen im
Weltkriege“3 vor dem Vergessen bewahren, als
die deutsche Armee aufgrund der Bedingungen
des Versailler Vertrages auf eine Streitkraft von
100.000 Mann reduziert werden musste. Es ging
neben dem Gedenken auch darum, eine bestimmte Deutung des Krieges durchzusetzen: Denn, wie
einer der Initiatoren meinte, die Kriegsteilnehmer
könnten „nicht dulden, daß unsere Kinder und
Enkel ihre Kenntnisse über den Weltkrieg aus den
Quellen unserer Feinde schöpfen“, schließlich
verfolgten die Kriegsgegner das Ziel, „die Kriegsgeschichtsschreibung über den Weltkrieg in ihrem
Sinne zu gestalten“.4
Aus den schmalen Heften der frühen 1920er
Jahre entwickelten sich im Laufe der 1930er Jahre
zunehmend umfangreiche Bände. Die chronologische Wiedergabe der Kriegstagebücher wurde um
3) Ebd., S. 70.
4) Ebd.
5) Murawski, Erich: Truppen-Geschichten alter und neuer Art, in: Wehrkunde, 8. (1959), S. 157-164, 212-218, hier S. 162.
6) Ebd., S. 158.
persönliche Erinnerungen ergänzt und mit Fotos,
Gefechtsskizzen und Kartenmaterial illustriert. Stellenbesetzungspläne und Gefallenenlisten liefern
Informationen zu einzelnen Personen.5
Regimentsgeschichten wurden nach 1918 von
verschiedenen deutschen Bibliotheken gesammelt. Auch die Weltkriegsbücherei, die heutige
Bibliothek für Zeitgeschichte in der Württembergischen Landesbibliothek, legte eine umfangreiche
Sammlung von Regimentsgeschichten des Ersten
Weltkriegs an. Dieser Bestand war insbesondere
für den deutschen Leihverkehr von Bedeutung.
Nachgewiesen wurden die Werke unter anderem
in der regelmäßig erscheinenden „Bücherschau
der Weltkriegsbücherei“.6 Die nun begonnene Digitalisierung der Regimentsgeschichten erleichtert
der Forschung die Nutzung dieser wiederentdeckten Quellengattung.
Christian Westerhoff
WLBforum Ausgabe 2017/1
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THE INTEGRATION OF GREEN-BUILDING TASKS AND PROJECT-DESIGN PROCESSO - CASE STUDY
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ARTIGOS ARTIGOS Alessandro Orsi, Ph.D. (Polytechnic University of Valencia);
Eugenio Pellicer Armiñana, Ph.D. (Polytechnic University of Valencia) Key Words
Green-building; Project management; Integrated process; LEAN;Process waste; LEED. ABSTRACT The development of a green-building project following a speciic reference standard such as LEED, brings new
conditions and restrains for all subjects involved in the process. Such changes afect technicians, owners, bureaucracy
and also the management tasks either during design or construction phases. Within this scope, the management of
sustainability-related activities plays a key role for the optimization of the design-project development. This research
analyzes the design process of two diferent case-study projects undergoing the same green-building certiication
from the project management perspective. In both project sustainability-related activities were performed throughout
the design process however, in one of them such activities were integrated to the building-design development and in
the other they were not. The projects selected for the scope of the research is a new nursing home complex located in
Northern Italy and an oice building project in Barcelona (Spain) currently pursuing the LEED certiication. A new me-
thodology was created in order to analyze the project and evaluate the efects of detected project-management issues
under three diferent points of view: costs, time and building sustainability. Such “issues” were identiied by researchers
on the basis of the LEAN-deinition of “waste”. The scope of the research is to demonstrate a positive relationship be-
tween integration of the process green-building tasks and successful development of green-building projects within
the European construction environment. The results showed that integration of green-building tasks through the de-
velopment of the design process can considerably afect the cost, schedule and sustainability of the project design. 105 Mix Sustentável | Florianópolis | v.4 | n.2 | p.105-112 | abr. | 2018 Key Words
Green-building; Project management; Integrated process; LEAN;Process waste; LEED. y
Green-building; Project management; Integrated process; LEAN;Process waste; LEED. 1. INTRODUCTION The intent is to develop, with future research, a
deep hands-on analysis where speciic problems related
to speciic activities and circumstances could be identi-
ied and, possibly, prevented. 106 The concept of sustainability has been standardized
internationally through the implementation of diferent
protocols but the majority of the research studies have
been developed on the basis of common project mana-
gement processes that refer to the United States cons-
truction industry [8] (Lopez & Sánchez – 2010). Recently,
sustainability has become a key aspect of the construc-
tion ield [9] (Enache, Pommer & Horman – 2009) and this
includes also project management. However, despite
their demonstrated beneits, green buildings are not yet
perceived as attractive projects because most people as-
sociate green features with expensive technologies that
add cost [10] (Castro-Lacouture et al.). 1. INTRODUCTION The whole research is based on the comparison of real
case-study projects and has been carried out through
three diferent stages: The importance of sustainability within the construc-
tion business has been increasing dramatically during the
last decades [1] (P. Hansford et al. – 2013) and, as some
research studies point out, “an increased emphasis must
be placed on the processes and competencies required
to deliver high-performance buildings” [2] (Horman et
al. – 2006). Currently, many researchers focus on unders-
tanding diferent aspects of delivering green-building
projects in order to minimize waste, maximize value, and
reduce cost. During the last years several research studies
analyzed diferent project management issues related to
green-building developments. Their main goal is to op-
timize the project management process for developing
green-building projects focusing on diferent aspects,
such as, counterfactual analysis [3] (Klotz et al. - 2009),
LEAN processes [4] (Lapinski et al. – 2006), piloting evalua-
tion metrics [5] (Korkmaz et al. – 2010). • Data collection and process illustration; • Process Analysis and detection of project-manage-
ment issues; • Estimate of the impact of project-management issues
on project costs, schedule and sustainability. The projects selected for the case-study is a new nur-
sing-home complex located in Trento, Northern Italy,
and an oice building located in Barcelona, Spain, both
certiied under the LEED protocol, with a total budget of
approximately 1o Million Euros. The choice of these case-
-study projects was made on the basis of the following
statements: • Direct access to project information and contact with
all technicians involved in the project; • Simultaneity between research and project design
development; As Lenle points out in a recent study, “the links betwe-
en studies devoted to project management and innovation
management are complex and marked by a relative lack of
communication between the two ields” [6] (Lenle – 2008). Moreover, during the last years project management prac-
tice has evolved into a business process and got detached
from the practical aspects of the job tasks [7] (Kerzer – 2013). The scope of this research is to develop a practical compa-
rison between projects with diferent levels of integration
for the development of green-building tasks. • Project sustainability referring to LEED credits as ben-
chmark for evaluation. The choice of real case-study projects helped resear-
chers testing a new methodology for the analysis of the
project management issues in green-building develop-
ments. Mix Sustentável | Florianópolis | v.4 | n.2 | p.105-112 | abr. | 2018 A integração das tarefas de sustentabilidade com o proceso de desenho do projeto. - Estudo de casos - A integração das tarefas de sustentabilidade com o proceso de desenho do projeto. - Estudo de casos - 2.1 Deliverables and potential benefits of
the research. The present research has two main outputs: • The endorsement of the new methodology developed
by researchers in previous investigations for analyzing
sustainability-related issues within the development
of a European green-building design project. • The evaluation of the impact of process integration for
sustainability-related tasks within the design process
in terms of costs, time and sustainability features. 3. METHODOLOGY No speci-
ic clauses were introduced in order to determine how
and for which compensation LEED-related services
would have been performed. During the later design
and construction phases the costs of such services
were subject to luctuation on the basis of the cons-
truction cost variation. • No appropriate clauses in bid documentation. No speci-
ic clauses were introduced in order to determine how
and for which compensation LEED-related services
would have been performed. During the later design
and construction phases the costs of such services
were subject to luctuation on the basis of the cons-
truction cost variation. • Systematic cuts to budget due to change-orders and de-
lays. The delay of the project design phase brought to
price increase and big deicits in the project budget
which involved also the sustainability-related aspect. • Lack of knowledge about energy modelling role and pro-
cess. The mechanical engineers in charge of the design
development developed an energy model that could
not be interfaced with the LEED-required software. Another energy modeler had then to be contracted in
order to partially or totally redevelop the original mo-
del however, the second energy modeler was brought
in too late in order to have signiicant impact on the
project because by the time the energy model was i-
nished the inal design had already been inished and
approved with little or no margin for modiication. 107 The results obtained from the data collection process
allowed researchers to identify the project priorities or,
in other words, the independent variables that had to be
considered for the scope of this research. Such indepen-
dent variables are: Lack of project manager supervising the whole project. A
project manager for sustainability-related and LEED-
related issues was contracted from the beginning
but no general project manager was overviewing the
whole process. This brought to a lack of coordination
between subjects involved and consequent fragmen-
tation of the process. Lack of project manager supervising the whole project. A
project manager for sustainability-related and LEED-
related issues was contracted from the beginning
but no general project manager was overviewing the
whole process. This brought to a lack of coordination
between subjects involved and consequent fragmen-
tation of the process. • Time deviation: intended as the delay sufered by all
sustainability-related activities of the project impac-
ted by any of the project management issues during
the design-phase development. 3. METHODOLOGY The scope of this research is to analyze the efect of
process integration for green-building design delivery wi-
thin the European Community. This study focuses on the practical implementation
of a methodology developed during a previous investi-
gation where researchers analyzed a single case-study
project and developed a method to estimate the entity of
project management problems generated by the lack of
process integration [11] (Orsi & Guillamón, 2016). Mix Sustentável | Florianópolis | v.4 | n.2 | p.105-112 | abr. | 2018 Alessandro Orsi e Eugenio Pellicer Armiñana Following the original scope, researchers focused on
identifying project management “problems”, deined
on the basis of the “waste” deinition of the LEAN philo-
sophy. In simple words, any type of activity performed
during the process that in spite of consuming resour-
ces doesn’t bring added value to the inal product [12]
(J. Liker - 2003). Five types of problems were considered
for the purpose of this research: waiting (process delays),
transportation (unnecessary displacement of people or
materials), extra-processing (re-manufacturing and reite-
ration), costs (unforeseen costs for project-related tasks),
defects (project weaknesses that didn’t allow the achieve-
ment of the expected LEED certiication). Project-related
information were collected with two diferent methods:
project documentation analysis and personal interviews. Project owners provided all project documentation such
as technical reports and drawings and included all infor-
mation related to each phase, activity and event afecting
the project design phase from the early preliminary de-
sign stage until the inal executive phase. Interviews were
made by researchers personally to technicians and per-
sonnel involved in the project. The interview process was
standardized by using a common procedure for all inter-
viewees. Each subject recognized all the problems they
encountered during the design development and indica-
ted them in the list of project activities developed before. • Misunderstanding of Commissioning Authority’s (CxA)
tasks and process. Project designers and owner didn’t
understand the role of the Commissioning Authority
and in spite of the suggestions of the LEED consultant
the design was carried out without the CxA help until
the very last stage. • Misunderstanding of Commissioning Authority’s (CxA)
tasks and process. Project designers and owner didn’t
understand the role of the Commissioning Authority
and in spite of the suggestions of the LEED consultant
the design was carried out without the CxA help until
the very last stage. • No appropriate clauses in bid documentation. 3. METHODOLOGY • Cost deviation: intended as all additional costs caused
by project-management issues for the development
of sustainability-related activities. Problems related to project schedule and therefore to
time variance were analyzed and evaluated with the use
of a project management software, Microsoft Project. The
list of activities was used to create a Gantt diagram for the
whole project. Problems were accounted as activities and
identiied with diferent colors depending on their rela-
tionship with time, costs or sustainability. For the purpose
of the present research only issues related to green-buil-
ding activities were taken into consideration. Duration of
each activity was deined on the basis of the data collec-
ted from the project documentation. • Sustainability deviation: intended as the loss of cer-
tiication points, under the LEED reference standard,
caused by project-management issues for the develo-
pment of sustainability-related activities. Problems, as deined above, were identiied by all
subjects involved and were gathered together in several
“categories of issues” which represent the dependent va-
riables researchers aimed to focus on. The categories of
issues identiied for the purpose of the present research
are listed below: Mix Sustentável | Florianópolis | v.4 | n.2 | p.105-112 | abr. | 2018 Cross-case analysis: sustainability. Cross-case analysis: sustainability. For all projects analyzed for the scope of this research
sustainability was never considered as the priority. None of
the project budgets was ever modiied for a sustainability-
-related problem and this had severe consequences on the
inal level of sustainability of the project. However, the re-
searcher noticed a substantial diference between the way
the LEED procedure was developed in the two projects. For
the oice building project sustainability was an integrated
aspect of the design that was constantly upgraded, modi-
ied and adapted to the new schedule and budget needs. For the nursing home project however, sustainability was
developed more as an outsider activity which had to be
considered just once-in-a-while during comprehensive
meetings with all technicians involved. This detachment
of green-building activities from the design-development
phase caused a growing gap between what should have
been done and what could be done leading to a withdraw
of many green-building features and tasks. 110 This leads to the second contribution of the present
study: the relationship between project management
and green-building projects which also supports the rela-
tionship between sustainability and afordability. Green-building activities as critical tasks for the schedu-
ling process. The analysis of diferent case studies led researchers
to identify a parallelism between design activities, (in-
cluding architectural, mechanical, structural design) and
sustainability-related activities. As cited above, for the
nursing home project such activities were not integrated
in the design process on a frequent basis but were con-
sidered only sporadically for global meetings. This didn’t
happened for the second case study where results were
sensibly diferent. Researchers saw that the schedule de-
veloped for design-related tasks did not always coincide
with the sustainability-related one and, being the LEED
certiication a long process with no speciic deadlines,
these activities were never considered in the global plan-
ning procedure and therefore, even if behind schedu-
le, were never considered critical. This was the cause of
several problems, such as, the misunderstanding of the
CxA role or the lack of use given to the energy model. A integração das tarefas de sustentabilidade com o proceso de desenho do projeto. - Estudo de casos - an international scale where subjects involved have dife-
rent backgrounds, benchmark and procedures. project owner had a diferent order of priorities for each
of the three independent variables. For the nursing-home
project the most important was always the “cost” variable
mainly because, as explained above, it depended on a pu-
blic funding which had already been approved and could
not be changed. However, this project also had “time” as
the least important variable and, according to the analysis,
these two variables are heavily related one to the other. Most of the issues that generated the cost variance depen-
ded on delays which imposed change orders, project rema-
nufacturing tasks and other expensive activities. Therefore,
is important to notice that cost variance and time variance
depend one from the other or, said in other words, from the
project management perspective, also during the design
phase of a green-building project, time is money. This leads to the irst contribution of the present stu-
dy: the quality of the project sustainability features could
be improved by enhancing the integration between sub-
jects involved in the design process. Positive relationship between green-building features
and project management. Researcher demonstrate the existence of a relationship
between the level of project integration and sustainabili-
ty for the development of green-building projects. The
cross-case analysis showed that both ields are mutually
linked and that the eicacy of one can impact the success
of the other. Following the literature review researchers
focused also on the strong relationship between project
management and process integration (Jainendrakumar,
2015). The relationship between project management
and green-building development can also be seen as the
relationship between two subjects which goal is to opti-
mize the use of available resources. Let these resources be
mainly time and costs for project management and water,
energy and others for sustainability. Finally, all resources
can be spent and both project management and sustai-
nability focus on spending them the best possible way. 6. CONCLUSIONS Importance of process integration for the development of
green-building projects. Cost Analysis: Cost Analysis: Indirect costs estimate was often ambiguous because
could not be linked to written documents nor to any spe-
ciic project activity. Information related to indirect costs
were collected through interviews to subjects who some-
times could not identify project management wastes. [5] Korkmaz et al.; High-Performance Green Building
Design Process Modeling and Integrated Use of Visualization
Tools; Journal of Architectural Engineering; 2010. [5] Korkmaz et al.; High-Performance Green Building
Design Process Modeling and Integrated Use of Visualization
Tools; Journal of Architectural Engineering; 2010. [6] Sylvain Lenle; Exploration and Project Management;
International Journal of Project Management; 2008. Researchers only analyzed the cost of the problems
they had related information of, there might have been
other extra costs that couldn’t be estimate because nobo-
dy appointed them as problems and so researchers didn’t
even know the existence of. 111 [7] Harold Kerzer; Project Management, a systems
approach to planning, scheduling and controlling; 11th
Edition; 2013. [7] Harold Kerzer; Project Management, a systems
approach to planning, scheduling and controlling; 11th
Edition; 2013. REFERENCE LIST Considering sustainability-related tasks as critical activi-
ties within the global design planning and goal may pre-
vent future issues for both sustainability features, budget
and time spent. This is the third contribution of this study
which follows the original idea of Horman related to the
priority of sustainability-related tasks (Horman, 2006). [1] P. Hansford, D. Bower, M. Clare et al.; Executive
Summary – Construction 2025; HM Government Oicial
Document; Crown Editor; 2013. [2] Horman M., Riley D., Lapinski A., et al.; Delivering
Green Buildings – Process Improvements for Sustainable
Construction; Journal of Green Building; 2006. Time analysis: Time analysis: [3] Klotz L., Johnson P., Leopard T., Maruszewski S.,
Hormann M., Riley D.; Campus Construction as a Research
Laboratory: A Model for Intra-Campus Collaboration;
Journal of Professional Issues in Engineering Education
and Practice, Vol. 135, No. 4; October 2009. Estimating the delay of single activities resulted so-
metimes diicult because depended from tasks which
dependency could not be calculated. Therefore, for the
purpose of this research activities with undeined sche-
duling features were considered not individually but as
part of groups of activities (milestones) whose start and
ending point could be determined univocally. [4] Lapinski A., Horman M., Riley D.; LEAN Processes
for Sustainable Project Delivery; Journal of Construction
Engineering and Management, 2006. [4] Lapinski A., Horman M., Riley D.; LEAN Processes
for Sustainable Project Delivery; Journal of Construction
Engineering and Management, 2006. Importance of process integration for the development of
green-building projects. The analysis of the results highlighted the positive re-
lationship between process integration and development
of green-building projects which has to be perceived
from a broad perspective. Integration intended as physi-
cal integration, in which each component can physically
interact with each other, and timely integration where te-
chnicians involved interact on a frequent basis with each
other. Promoting this broad concept of integration in rela-
tionship with the development of green-building projects
has a great potential impact on the business especially at Mix Sustentável | Florianópolis | v.4 | n.2 | p.105-112 | abr. | 2018 Alessandro Orsi e Eugenio Pellicer Armiñana David Riley, Amy Grommes, Corinne Thatcher; Teaching
Sustainability in Building Design and Engineering; Journal
of Green Building; 2007. David Riley, Amy Grommes, Corinne Thatcher; Teaching
Sustainability in Building Design and Engineering; Journal
of Green Building; 2007. [12] Jefrey Liker; The Toyota Way: 14 Management
Principles from the World’s Greatest Manufacturer; 3rd
edition; McGraw-Hill Education; 2003. [13] Harris R.B.; Precedence and Arrow Networking
Techniques for Construction, John Wiley and Sons; John
Wiley & Sons Inc; 1978. Mastroianni R. Abdelhamid T.; The Challenge: The
Impetus For Change To Lean Project Delivery; 11th
Annual Conference for Lean Construction, Blacksburg,
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Who mixes with whom among men who have sex with men? Implications for modelling the HIV epidemic in southern India
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Journal of theoretical biology
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Who mixes with whom among men who have sex with men?
Implications for modelling the HIV epidemic in southern India K.M. Mitchell a,n, A.M. Foss a, H.J. Prudden a, Z. Mukandavire a, M. Pickles a,b,
J.R. Williams b, H.C. Johnson a, B.M. Ramesh c,d, R. Washington c,e, S. Isac c, S. Ra
A.E. Phillips b, J. Bradley f,g, M. Alary g,h,i, S. Moses d, C.M. Lowndes g,j, C.H. Wat
M.-C. Boily b, P. Vickerman k,a K.M. Mitchell a,n, A.M. Foss a, H.J. Prudden a, Z. Mukandavire a, M. Pickles a,b,
J.R. Williams b, H.C. Johnson a, B.M. Ramesh c,d, R. Washington c,e, S. Isac c, S. Rajaram f
A.E. Phillips b, J. Bradley f,g, M. Alary g,h,i, S. Moses d, C.M. Lowndes g,j, C.H. Watts a,
M.-C. Boily b, P. Vickerman k,a a London School of Hygiene and Tropical Medicine, London, UK
b Imperial College London, London, UK
c Karnataka Health Promotion Trust, Bangalore, India
d University of Manitoba, Winnipeg, MB, Canada
e St. John’s Research Institute, Bangalore, India
f CHARME-India Project, Bangalore, India
g Centre de recherche du CHU de Québec, Québec, QC, Canada
h Département de medicine sociale et preventive, Université laval, Québec, QC, Canada
i Institut national de santé publique du Québec, Québec, QC, Canada
j Public Health England, London, UK
k University of Bristol, Bristol, UK a London School of Hygiene and Tropical Medicine, London, UK
b Imperial College London, London, UK
c Karnataka Health Promotion Trust, Bangalore, India
d University of Manitoba, Winnipeg, MB, Canada
e St. John’s Research Institute, Bangalore, India
f CHARME-India Project, Bangalore, India
g Centre de recherche du CHU de Québec, Québec, QC, Canada
h Département de medicine sociale et preventive, Université laval, Québec, QC, Canada
i Institut national de santé publique du Québec, Québec, QC, Canada
j Public Health England, London, UK
k University of Bristol, Bristol, UK H I G H L I G H T S Different mixing scenarios are explored for 3 groups of role-segregated MSM. Models show that the mixing scenario affects both R0 and endemic HIV prevalence. When models are fit to data, predicted HIV trends are unaffected by mixing. Impact of targeted (but not non-targeted) interventions can be affected by mixing. n Correspondence to: Department of Global Health and Development, London School of Hygiene and Tropical Medicine, London WC1H 9SH, UK.
Tel.: þ44 207 927 2760; fax: þ44 20 7637 5391.
E-mail addresses: Kate.Mitchell@lshtm.ac.uk (K.M. Mitchell), Anna.Foss@lshtm.ac.uk (A.M. Foss), Holly.Prudden@lshtm.ac.uk (H.J. Prudden),
Zindoga.Mukandavire@lshtm.ac.uk (Z. Mukandavire), M.Pickles@imperial.ac.uk (M. Pickles), JR.Williams@imperial.ac.uk (J.R. Williams),
Helen.Johnson@lshtm.ac.uk (H.C. Johnson), bmramesh@khpt.org (B.M. Ramesh), reynold@khpt.org (R. Washington), shajyisac@khpt.org (S. Isac),
rajaram@khpt.org (S. Rajaram), a.phillips05@imperial.ac.uk (A.E. Phillips), jbradley360@shaw.ca (J. Bradley), malary@uresp.ulaval.ca (M. Alary),
Stephen.Moses@med.umanitoba.ca (S. Moses), Catherine.lowndes@phe.gov.uk (C.M. Lowndes), Charlotte.Watts@lshtm.ac.uk (C.H. Watts),
mc.boily@imperial.ac.uk (M.-C. Boily), Peter.Vickerman@lshtm.ac.uk (P. Vickerman). Contents lists available at ScienceDirect Contents lists available at ScienceDirect http://dx.doi.org/10.1016/j.jtbi.2014.04.005
0022-5193/& 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/). journal homepage: www.elsevier.com/locate/yjtbi Who mixes with whom among men who have sex with men? Implications for modelling the HIV epidemic in southern India Journal of Theoretical Biology 355 (2014) 140–150 Journal of Theoretical Biology 355 (2014) 140–150 ors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/ http://dx.doi.org/10.1016/j.jtbi.2014.04.005
0022-5193/& 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creative 1. Introduction mixing in models including MSM role segregation is more com-
plex and a variety of methods have been used for different settings
(Alam et al., 2010; Goodreau and Golden, 2007; Goodreau et al.,
2005; Lou et al., 2009; Sullivan et al., 2012). These previous models
have all divided the population into three groups: exclusively
insertive, exclusively receptive, and versatile; none have allowed
for occasional receptive acts by insertive MSM or any insertive acts
by mainly receptive MSM. For men who have sex with men (MSM), taking the receptive role
in anal sex carries a higher risk of acquiring HIV from an infected
partner than taking the insertive role (Jin et al., 2010; Pinkerton et al.,
2000; Vittinghoff et al., 1999). Mathematical models have shown that
role segregation among MSM (adopting a fixed role – insertive or
receptive – during all anal sex acts) can reduce the size of an HIV
epidemic (Goodreau and Golden, 2007; Goodreau et al., 2005;
Punyacharoensin et al., 2011; Van Druten et al., 1992; Wiley and
Herschkorn, 1989). This is because when there is high role segrega-
tion, men consistently taking the receptive role have a high risk of
acquiring infection but a low risk of transmitting, whereas when
there is little role segregation, individuals acquiring HIV through
receptive acts are more likely to transmit infection through taking
the insertive role in some subsequent sexual encounters (Goodreau
et al., 2005; Trichopoulos et al., 1988). Similarly, if individuals
fluctuate between taking the insertive and receptive roles, this can
increase HIV prevalence (Alam et al., 2010). In this paper, we develop several new mixing matrices (which
determine the probabilities of mixing between different MSM
groups), that all ensure balancing of insertive and receptive anal
sex acts, for three MSM groups with different levels of insertive
and receptive anal sex (note that in contrast to previous models,
none of these groups have exclusively insertive or receptive sex). We parameterise these matrices with data from Bangalore in
southern India, and explore how different mixing scenarios within
this framework affect the level of overall mixing between groups,
the R0 for HIV, and the size of an HIV epidemic. We also explore
the implications of these different mixing scenarios for estimating
the impact of a targeted HIV intervention after fitting a dynamic
HIV transmission model incorporating these mixing assumptions
to data from Bangalore. a b s t r a c t Article history:
Received 4 January 2013
Received in revised form
1 April 2014
Accepted 2 April 2014
Available online 13 April 2014
Keywords:
Mathematical model
Mixing matrix
Sexually transmitted infection
Disassortative mixing
Pre-exposure prophylaxis Article history:
Received 4 January 2013
Received in revised form
1 April 2014
Accepted 2 April 2014
Available online 13 April 2014 In India, the identity of men who have sex with men (MSM) is closely related to the role taken in anal sex
(insertive, receptive or both), but little is known about sexual mixing between identity groups. Both role
segregation (taking only the insertive or receptive role) and the extent of assortative (within-group)
mixing are known to affect HIV epidemic size in other settings and populations. This study explores how
different possible mixing scenarios, consistent with behavioural data collected in Bangalore, south India,
affect both the HIV epidemic, and the impact of a targeted intervention. Deterministic models describing
HIV transmission between three MSM identity groups (mostly insertive Panthis/Bisexuals, mostly
receptive Kothis/Hijras and versatile Double Deckers), were parameterised with behavioural data from
Bangalore. We extended previous models of MSM role segregation to allow each of the identity groups to
have both insertive and receptive acts, in differing ratios, in line with field data. The models were used to
explore four different mixing scenarios ranging from assortative (maximising within-group mixing) to
disassortative (minimising within-group mixing). A simple model was used to obtain insights into the
relationship between the degree of within-group mixing, R0 and equilibrium HIV prevalence under
different mixing scenarios. A more complex, extended version of the model was used to compare the http://dx.doi.org/10.1016/j.jtbi.2014.04.005
0022-5193/& 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/). Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/). K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 141 predicted HIV prevalence trends and impact of an HIV intervention when fitted to data from Bangalore. With the simple model, mixing scenarios with increased amounts of assortative (within-group) mixing
tended to give rise to a higher R0 and increased the likelihood that an epidemic would occur. a b s t r a c t When the
complex model was fit to HIV prevalence data, large differences in the level of assortative mixing were
seen between the fits identified using different mixing scenarios, but little difference was projected in
future HIV prevalence trends. An oral pre-exposure prophylaxis (PrEP) intervention was modelled,
targeted at the different identity groups. For intervention strategies targeting the receptive or receptive
and versatile MSM together, the overall impact was very similar for different mixing patterns. However,
for PrEP scenarios targeting insertive or versatile MSM alone, the overall impact varied considerably for
different mixing scenarios; more impact was achieved with greater levels of disassortative mixing. & 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license & 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license
(http://creativecommons.org/licenses/by/3.0/). 1. Introduction The intervention explored is pre-exposure
prophylaxis (PrEP), an oral antiretroviral medication which when
taken daily by uninfected MSM has been shown to reduce their
risk of acquiring HIV (Grant et al., 2011, 2010). Since PrEP is only
delivered to, and directly affects, HIV negative individuals, it can
be independently targeted at different population groups. In some countries, MSM sexual identity is related to the role
taken in anal sex (Goodreau et al., 2005), and this is seen in India,
where Kothis and Hijras tend to take the receptive role, Panthis and
Bisexuals usually take the insertive role, and Double Deckers are
versatile, taking both insertive and receptive roles (Asthana and
Oostvogels, 2001; Boyce, 2007; Phillips et al., 2008). Hence it is
likely that considerable role segregation occurs among MSM in
India. Reported behaviour does not map exactly onto identity
groups however, with some insertive acts reported by Kothis and
some receptive acts reported by Bisexuals and Panthis (Phillips
et al., 2008). Limited data are currently available on mixing
between these different identity groups in India. It is important
to explore the implications of different possible mixing patterns
between MSM groups in the southern Indian setting, since there is
an extensive literature showing that mixing between different
groups (stratified by age, race or levels of sexual activity) can
have a large impact on HIV prevalence (Boily and Anderson, 1991;
Garnett and Anderson, 1994; Hallett et al., 2007; Turner et al.,
2004). 2.1. Data sources The size of the KH
population in Bangalore was estimated from mapping surveys
carried out by non-governmental organisations (Bill & Melinda
Gates Foundation, 2008), and the size of the DD population
estimated from their frequency relative to the numbers of KH in
the IBBA surveys. Total MSM population size was estimated from
confidential Polling Booth Surveys (PBS) conducted among the
general population in neighbouring districts (Bellary, Belgaum and
Mysore (Lowndes et al., 2012)). The size of the PB population could
thus be estimated by subtracting the sizes of the KH and DD
populations from the total population size. Note that there is
considerable uncertainty in these metrics, particularly the popula-
tion sizes, which is taken into account in the analyses. mixing matrix is presented in Supplementary materials, together
with details on how the number of sex acts and overall mixing
probabilities were calculated. 2006 (Phillips et al., 2008) were used to calculate the percentage of
anal sex acts that are insertive for each group. The size of the KH
population in Bangalore was estimated from mapping surveys
carried out by non-governmental organisations (Bill & Melinda
Gates Foundation, 2008), and the size of the DD population
estimated from their frequency relative to the numbers of KH in
the IBBA surveys. Total MSM population size was estimated from
confidential Polling Booth Surveys (PBS) conducted among the
general population in neighbouring districts (Bellary, Belgaum and
Mysore (Lowndes et al., 2012)). The size of the PB population could
thus be estimated by subtracting the sizes of the KH and DD
populations from the total population size. Note that there is
considerable uncertainty in these metrics, particularly the popula-
tion sizes, which is taken into account in the analyses. 2.5.1. Description of the simple model InsKH þInsPB þInsDD ¼ RecKH þRecPB þRecDD
ð3Þ
Substituting (1) and (2) into (3) and re-arranging gives
NPB ¼ NKHcKHð12xKHÞþNDDcDDð12xDDÞ
cPBð2xPB 1Þ
ð4Þ InsKH þInsPB þInsDD ¼ RecKH þRecPB þRecDD ð3Þ InsKH þInsPB þInsDD ¼ RecKH þRecPB þRecDD A deterministic compartmental SI model was developed to
describe the transmission of HIV between and amongst the three
MSM groups (KH, DD and PB). The MSM are further divided into
susceptible and infectious compartments, denoted by Si and Ii
(where i¼KH, DD or PB), and the total size of each identity group,
Ni, is given by Si þIi. Susceptible MSM in each identity group (Si),
become infected at a per-person time dependent rate λi, and move
into the infected compartment (Ii). The force of infection, λi, is a
function of the number of anal sex acts per month per man (ci), the
proportion of acts which are insertive (xi), the probability that HIV
is acquired from an infectious partner per receptive act (βrec), the
relative risk of acquiring HIV from an insertive compared with a
receptive sex act (κ), the mixing matrices (ρIns and ρRec), and the
prevalence of HIV in each of the groups they are mixing with
(given by Ij=Nj). MSM in both susceptible and infected compart-
ments cease sexual activity with other men for non-HIV related
reasons and leave the MSM population at a constant per-person
rate μi. Additionally, MSM in the infected compartments leave the
population as they develop AIDS, at which point they are assumed
to cease sexual activity, at a constant per-person rate α. New
sexually active MSM join the population at a constant rate μiN0
i
where N0
i is assumed to be the initial size of the MSM in group i,
prior to the introduction of HIV into the population. Substituting (1) and (2) into (3) and re-arranging gives
NPB ¼ NKHcKHð12xKHÞþNDDcDDð12xDDÞ
cPBð2xPB 1Þ
ð4Þ Substituting (1) and (2) into (3) and re-arranging gives
NPB ¼ NKHcKHð12xKHÞþNDDcDDð12xDDÞ
cPBð2xPB 1Þ
ð4Þ Substituting (1) and (2) into (3) and re-arranging gives ð4Þ 2.3. Mixing matrices 2.2. Balancing overall number of sex acts 2.2. Balancing overall number of sex acts Mixing matrices were developed describing the mixing between
three MSM groups: KH, PB and DD. Mixing was determined within
the constraints of group-specific data on group size, frequency of anal
sex, and proportion of acts which are insertive. 2.5. Analyses using simple, unfitted model The overall numbers of insertive (Insi) and receptive (Reci) acts
for each identity group were calculated as: A simple model (which does not include acute or late-stage
HIV, nor any condom use trends) was developed and used to
calculate the basic reproductive number (R0) and equilibrium
prevalence of HIV for the different mixing scenarios, and these
were compared with each other and with Q (the degree of mixing)
for multiple parameter combinations. The proportion of new
infections from each group when HIV reached endemic equili-
brium prevalence was also calculated to estimate the contribution
of each group to HIV transmission. For these initial analyses, the
model was not fit to HIV prevalence data. This allowed direct
comparisons to be made between the four mixing scenarios for
each parameter combination. Insi ¼ Nicixi
ð1Þ
Reci ¼ Nicið1xiÞ
ð2Þ ð1Þ Insi ¼ Nicixi Reci ¼ Nicið1xiÞ ð2Þ where Ni ¼population size, ci ¼number of anal sex acts per month
per man, and xi ¼proportion of acts which are insertive, for each
identity group (i¼KH, PB, DD). where Ni ¼population size, ci ¼number of anal sex acts per month
per man, and xi ¼proportion of acts which are insertive, for each
identity group (i¼KH, PB, DD). Balancing was achieved by altering the PB population size (for
which no data are available) to give an equal number of insertive
and receptive acts across the whole population. If the total numbers of insertive and receptive acts in the whole
population balance, then: 2.4. Calculating the degree of overall mixing (Q) For each mixing scenario, and for each parameter combination
considered, the overall degree of mixing was calculated from the
overall mixing matrix (Supplementary materials) using Q (Gupta
et al., 1989), which assesses within-group mixing. For a matrix
with n groups, given the probabilities (ρi;j) that group i mixes with
group j, Q is calculated as: Q ¼ ∑i ¼ jρ i;j 1
n1 A Q of 1 indicates completely assortative mixing, 0 indicates
proportionate mixing, and a negative Q value indicates disassor-
tative mixing. When three groups are used (n¼3), a Q of 0.5
indicates completely disassortative mixing. 2.1. Data sources The data were collected from MSM in Bangalore for evaluation
of the Avahan intervention, an HIV prevention program targeted
at vulnerable groups in six high prevalence states in India
(Chandrasekaran et al., 2008). MSM were analysed in three groups,
by the role taken in anal sex: Kothis/Hijras (KH; predominantly
receptive), Panthis/Bisexuals (PB; predominantly insertive) and
Double Deckers (DD; versatile). Data from Integrated Biological
and Behavioural Assessment (IBBA) surveys in 2006 (Brahmam
et al., 2008) and 2009 were used to calculate group-specific HIV
prevalence, frequency of anal sex and condom use. Data from the
2006 IBBA survey on the identity of main MSM partners (for the
subset of MSM who reported having a main partner) was used to
inform the structure of the ‘setting plausible’ mixing matrix
(Section 2.3). Historical condom use trends were based upon a
statistical analysis of data from the 2006 IBBA survey on how long
MSM had been having sex with men and how long they had always
used condoms with male sex partners, which was used to recon-
struct the trend in consistent condom use over time (Lowndes et al.,
2010). Data from a special behavioural survey (SBS) carried out in Disassortative mixing is defined as preferentially mixing with
other groups rather than with your own group. For example, in
heterosexual models, 100% disassortative mixing by gender is
usually assumed, where men only have sex with women and vice
versa. Disassortative mixing is also expected in role-segregated
MSM populations, since those taking the receptive role must mix
with those taking the insertive role. When there is disassortative
mixing, there is usually a discrepancy in the number of sex acts
reported by different groups (e.g. men usually report having more
sex acts than women), so for modelling, the data have to be
adjusted to allow the number of acts between different groups to
‘balance’. In models of heterosexual STI transmission, simple and
transparent methods for balancing sex acts have been developed
(Garnett and Anderson, 1994; Gupta et al., 1989; Hallett et al.,
2007; Turner et al., 2004). However, balancing and determining K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 142 2006 (Phillips et al., 2008) were used to calculate the percentage of
anal sex acts that are insertive for each group. 2.3. Mixing matrices Having balanced the total number of insertive and receptive acts,
we then distributed the insertive and receptive acts between the
different groups within data constraints, using one of four different
mixing scenarios: (i) maximum assortative (maximising within-
group mixing while maintaining the calculated numbers of inser-
tive and receptive acts for each group, which prevents fully
assortative mixing); (ii) setting plausible (in which DD have max-
imum within-group mixing while the other groups mix disassorta-
tively; this scenario was developed following discussions with local
MSM and analysis of data on the reported identity of main MSM
partners); (iii) proportionate (in which receptive acts are distributed
in proportion to the number of insertive acts offered by each group;
note that this does not give rise to overall proportionate (random)
mixing in the population due to the different groups having
differing levels of insertive and receptive sex), and (iv) disassorta-
tive (minimising within-group mixing while maintaining the calcu-
lated numbers of insertive and receptive acts for each group, which
prevent fully disassortative mixing). Note that the name of each
matrix refers to the rules used to distribute the sex acts within the
data constraints—it does not reflect the resulting overall pattern of
mixing, which is also influenced by the relative amounts of insertive
and receptive sex that each group has. The derivation of each The rate of change of the number of susceptible (Si) and
HIV-infected (Ii) MSM in each group (i¼KH, DD, PB) is given by
the following system of differential equations dSi
dt ¼ μiN0
i λiSi μiSi
dIi
dt ¼ λiSi μiIi αIi
8
<
: K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 143 The force of infection is given by The force of infection is given by of the next generation matrix (ρ denotes the spectral radius). Here,
the structure of the next generation matrix hinders the derivation
of an analytic expression for R0. Therefore we calculate R0
numerically using code in Cþ þ which makes use of the Unsym-
meig routine from Press et al. (2007), computing the eigenvalues
of a real nonsymmetric matrix by reduction to Hessenberg form,
followed by QR iteration. Local stability of the disease-free equili-
brium for the simple model when R0 o1 follows from Theorem
2 in van den Driessche and Watmough (2002). 2.5.3. Calculating the equilibrium prevalence of HIV for the simple
model 2.5.3. Calculating the equilibrium prevalence of HIV for the simple
model The mixing matrix is also re-calculated at each time step, using
the methods described in Supplementary materials, using current
population sizes and contact rates for the three groups. The endemic equilibrium for simple model in terms of the
group force of infection (λn
i ) is given by We repeated analyses with the simple model making an
alternative assumption that the sizes of the total MSM population
and each MSM group (KH, DD and PB) remain constant over time,
by replacing all of those ceasing sexual activity and leaving the
population (due to AIDS or other reasons) with sexually active
MSM of the same identity group newly entering the susceptible
population. 2.5.2. Calculating the basic reproductive number (R0) for the simple
model 2.5.2. Calculating the basic reproductive number (R0) for the simple
model The basic reproductive number (R0) is the average number of
secondary HIV cases arising from the introduction of a single infectious
individual into a completely susceptible population, and is mathema-
tically defined as the spectral radius of the next generation operator
(Diekmann et al., 1990; van den Driessche and Watmough, 2002). Using an approach in van den Driessche and Watmough (2002)
to calculate R0 for the simple model, at the disease-free equili-
brium (ξ0 ¼ ðS0
KH; I0
KH; S0
DD; I0
DD; S0
PB; I0
PB; Þ ¼ ðN0
KH; 0; N0
DD; 0; N0
PB; 0ÞÞ, the
F matrix for the rate of new infections coming into each compartment,
and the V matrix for all other transitions into and out of compart-
ments are given by Due to the complexity of the model, it was not possible to
explicitly derive algebraically tractable solutions for the endemic
equilibrium. We used numerical simulations to demonstrate the
existence and uniqueness of the endemic equilibrium. The equili-
brium HIV prevalence was calculated for each mixing matrix using
numerical simulation of the deterministic transmission model,
starting with 1% of each group in the infected compartment (Ii)
and the remainder in the susceptible compartment (Si). For each
parameter set, and each mixing scenario in turn, the equations
were solved numerically using an Euler algorithm and a time step
of 0.001 years, which continued until HIV prevalence reached N0
KHcKHxKHκβRρIns;KH;DD þcKHð1xKHÞβRρRec;KH;DD
N0
DD
N0
KHcKHxKHκβRρIns;KH;PB þcKH 1xKH
ð
ÞβRρRec;KH;PB
N0
PB
cDDxDDκβRρIns;DD;DD þcDDð1xDDÞβRρRec;DD;DD
N0
DDcDDxDDκβRρInc;DD;PB þcDDð1xDDÞβRρRec;DD;PB
N0
PB
N0
PBcPBxPBκβRρInc;PB;DD þ cPBð1xPBÞβRρRec;PB;DD
N0
DD
cPBxκβRρInc;PB;PB þcPBð1xPBÞβRρRec;PB;PB
1
C
C
C
C
C
A N0
KHcKHxKHκβRρIns;KH;DD þcKHð1xKHÞβRρRec;KH;DD
N0
DD
N0
KHcKHxKHκβRρIns;KH;PB þcKH 1xKH
ð
ÞβRρRec;KH;PB
N0
PB
cDDxDDκβRρIns;DD;DD þcDDð1xDDÞβRρRec;DD;DD
N0
DDcDDxDDκβRρInc;DD;PB þcDDð1xDDÞβRρRec;DD;PB
N0
PB
N0
PBcPBxPBκβRρInc;PB;DD þ cPBð1xPBÞβRρRec;PB;DD
N0
DD
cPBxκβRρInc;PB;PB þcPBð1xPBÞβRρRec;PB;PB
1
C
C
C
C
C
A F ¼
cKHxiKHκβRρIns;KH;KH þcKHð1xKHÞβRρRec;KH;KH
N0
DDcDDxDDκβRρIns;DD;KH þ cDDð1 xDDÞβRρRec;DD;KH
N0
KH
N0
PBcPBxPBκβRρInc;PB;KH þcPBð1 xPBÞβRρRec;PB;KH
N0
KH
0
B
B
B
B
B
@
V ¼
αþμKH
0
0
0
αþμDD
0
0
0
αþμPB
0
B
@
1
C
A: The next generation matrix is given by 2.3. Mixing matrices λiðtÞ ¼ ∑
n
j ¼ 1
cixiρIns;i;jκβrec
Ij
Nj
þ
cið1xiÞρRec;i;jβrec
Ij
Nj
where n is the number of groups in the model (n¼3 for all
analyses here). In order to maintain balancing of sex acts over time, cPB is
recalculated at each time step using the following equation, which
is re-arranged from Eq. (4) cPB ¼ NKHcKHð12xKHÞþNDDcDDð12xDDÞ
NPBð2xPB 1Þ 2.5.3. Calculating the equilibrium prevalence of HIV for the simple
model We repeated analyses with the simple model making an
alternative assumption that the sizes of the total MSM population
and each MSM group (KH, DD and PB) remain constant over time, ξn ¼
Sn
KH ¼ μKHN0
KH
λn
KH þμKH; In
KH ¼
μKHN0
KHλn
KH
ðα þμKHÞðλn
KH þμKHÞ
Sn
DD ¼ μDDN0
DD
λn
DD þμDD; In
DD ¼
μDDN0
DDλn
DD
ðα þ μDDÞðλn
DD þ μDDÞ
Sn
PB ¼ μPBN0
PB
λn
PB þμPB; In
PB ¼
μPBN0
PBλn
PB
ðα þ μPBÞðλn
PB þμPBÞ
8
>
>
>
>
>
<
>
>
>
>
>
: ξn ¼
Sn
KH ¼ μKHN0
KH
λn
KH þμKH; In
KH ¼
μKHN0
KHλn
KH
ðα þμKHÞðλn
KH þμKHÞ
Sn
DD ¼ μDDN0
DD
λn
DD þμDD; In
DD ¼
μDDN0
DDλn
DD
ðα þ μDDÞðλn
DD þ μDDÞ
Sn
PB ¼ μPBN0
PB
λn
PB þμPB; In
PB ¼
μPBN0
PBλn
PB
ðα þ μPBÞðλn
PB þμPBÞ
8
>
>
>
>
>
<
>
>
>
>
>
: ξn ¼
Sn
KH ¼ μKHN0
KH
λn
KH þμKH; In
KH ¼
μKHN0
KHλn
KH
ðα þμKHÞðλn
KH þμKHÞ
Sn
DD ¼ μDDN0
DD
λn
DD þμDD; In
DD ¼
μDDN0
DDλn
DD
ðα þ μDDÞðλn
DD þ μDDÞ
Sn
PB ¼ μPBN0
PB
λn
PB þμPB; In
PB ¼
μPBN0
PBλn
PB
ðα þ μPBÞðλn
PB þμPBÞ
8
>
>
>
>
>
<
>
>
>
>
>
: by replacing all of those ceasing sexual activity and leaving the
population (due to AIDS or other reasons) with sexually active
MSM of the same identity group newly entering the susceptible
population. where Sn
i is the number of susceptible MSM, and In
i the number of
infected MSM, in group i at endemic equilibrium. The next generation matrix is given by The
rates of change of the number of MSM who are susceptible (Si),
have acute (Ii;1), chronic (Ii;2) or pre-AIDS (Ii;3) HIV infection in
each MSM group (i ¼KH, DD, PB) are given by the following
system of equations acute HIV infection compartment (Ii;1), where they remain for 1/γ1
years before moving into the chronic infection stage (Ii;2). MSM
stay in the chronic infection stage for on average 1/γ2 years before
moving into the pre-AIDS stage (Ii;3), which they leave at a rate α
as they develop AIDS and cease sexual activity. As in the simple
model, MSM leave all compartments at a constant per-person rate
μi as they cease sexual activity with other men for non-HIV related
reasons, and are recruited into the population at a constant rate
μiN0
i . As in the simple model, the contact rate for the PB group and
the mixing parameters were re-calculated at each timestep to
ensure balancing of sex acts between the different groups. The
rates of change of the number of MSM who are susceptible (Si),
have acute (Ii;1), chronic (Ii;2) or pre-AIDS (Ii;3) HIV infection in
each MSM group (i ¼KH, DD, PB) are given by the following
system of equations To see the contribution of each MSM group to the spread of
HIV, we calculated the proportion of new infections which are
generated by each group (i.e. proportion of newly infected who are
infected by members of that group) when HIV was at endemic
equilibrium. At the endemic equilibrium in the numerical simula-
tions, the proportion of new HIV infections coming from each
group was calculated as follows: infected by members of that group) when HIV was at endemic
equilibrium. At the endemic equilibrium in the numerical simula-
tions, the proportion of new HIV infections coming from each
group was calculated as follows: ∑3
i ¼ 1
cixiκβrecρInc;i;j þcið1xiÞβrecρRec;i;j
Sn
i
∑3
j ¼ 1 ∑3
i ¼ 1
cixiκβrecρIns;i;j þcið1xiÞβrecρRec;i;j
Sn
i
where Sn
i
is the proportion of susceptible MSM in group i at
endemic equilibrium. 2.5.5. Model parameters and initial analyses using simple model 2.5.5. The next generation matrix is given by Model parameters and initial analyses using simple model
Uncertainty ranges for behavioural parameters were obtained
from data for Bangalore or neighbouring areas if data for Banga-
lore were not available (Section 2.1), and biological parameters
were obtained from the literature (all given in Supplementary
Table S1). For analyses involving the simple model, all behavioural
and biological parameters were varied within the ranges shown in
Supplementary Table S1. Parameters were sampled from their
ranges 1000 times using Latin Hypercube sampling (Blower and
Dowlatabadi, 1994), assuming a uniform distribution for each
parameter. To check whether the assumed distribution made a
difference, parameters were then resampled 1000 times, first
assuming a triangular distribution for each parameter (using the
mode and range given in Supplementary Table S1), and then
assuming a normal distribution for each parameter (using the
mean and standard deviation given in Supplementary Table S1). Parameter sets which gave rise to a data-plausible overall MSM
population size (between 8501 and 122,600) were used to calcu-
late Q, R0 and the equilibrium HIV prevalence using each of the
different mixing scenarios, using the calculations in Sections 2.4,
2.5.2 and 2.5.3. R0 was estimated using data at the start of the
epidemic, and Q was calculated at equilibrium prevalence. All of
these analyses were repeated using the alternative model assump-
tion of population sizes remaining constant over time. dSi
dt ¼ μiN0
i Siðλi þμiÞ
dIi;1
dt ¼ λiSi Ii;1ðμi þγ1Þ
dIi;2
dt ¼ γ1Ii;1 Ii;2ðμi þγ2Þ
dIi;3
dt ¼ γ2Ii;2 Ii;3ðμi þαÞ:
8
>
>
>
>
>
>
<
>
>
>
>
>
>
: The force of infection is given by, λiðtÞ ¼ ∑
n
j ¼ 1
ð1eCf CðtÞÞ
cixiρIns;i;jκ βrec;1
Ij;1
Nj
þβrec;2
Ij;2
Nj
þβrec;3
Ij;3
Nj
þ
cið1xiÞρRec;i;j
βrec;1
Ij;1
Nj
þβrec;2
Ij;2
Nj
þβrec;3
Ij;3
Nj
where eC is condom efficacy against HIV, f CðtÞ is the proportion of
sex acts in which condoms are used correctly and βrec;j is the per-
act transmission from an individual in infection stage Ii;j. Based on
statistical analyses reconstructing historical condom use trends
(Lowndes et al., 2010), condom use was assumed to change over
time in a linear piecewise manner according to the following
equation f CðtÞ ¼
π1;
tZ2006
ðtt0ÞΔc;
t0 oto2006; π4π0
π0;
otherwise
8
>
<
>
: otherwise otherwise 2.6. Analyses using more complex model, fitted to data where π1 is the proportion of sex acts in which condoms are used
correctly in the year 2006 (from 2006 IBBA survey data (Brahmam
et al., 2008)), t0 is the year in which condom use would have been
zero when reconstructed condom use trends are extrapolated
backwards in time, Δc is the yearly increase in the proportion of
sex acts in which condoms are used correctly (Lowndes et al.,
2010) and π0 is the initial baseline level of condom use assumed in
the population prior to the recently recorded increase. where π1 is the proportion of sex acts in which condoms are used
correctly in the year 2006 (from 2006 IBBA survey data (Brahmam
et al., 2008)), t0 is the year in which condom use would have been
zero when reconstructed condom use trends are extrapolated
backwards in time, Δc is the yearly increase in the proportion of
sex acts in which condoms are used correctly (Lowndes et al.,
2010) and π0 is the initial baseline level of condom use assumed in
the population prior to the recently recorded increase. A more complex model was developed which included three
stages of HIV infection (to account for the increased transmission
probabilities associated with early and late-stage HIV infection)
and time-varying condom use. This model was fitted to HIV
prevalence data, and model fits were used to compare the
differences in mixing patterns and HIV prevalence trends for
different mixing scenarios, the impact of a targeted PrEP inter-
vention from 2015, and the effective reproductive number (R) with
and without PrEP. We repeated analyses with the complex model making the
alternative assumption that the sizes of the total MSM population
and each MSM group remain constant over time, with all those
leaving the population, due to developing AIDS or other causes,
being replaced with new susceptible MSM of the same identity
group. The next generation matrix is given by N0
KHcKHxκβRρIns;KH;PB þcKHð1xKHÞβRρRec;KH;PB
N0
PBðα þμPBÞ
N0
DDcDDxDDκβRρIns;DD;PB þ cDDð1xDDÞβRρRec;DD;PB
N0
PBðα þμPBÞ
cPBxκβRρIns;PB;PB þcPBð1xPBÞβRρRec;PB;PB
α þμPB
¼
RKH;KH
RKH;DD
RKH;PB
RDD;KH
RDD;DD
RDD;PB
RPB;KH
RPB;DD
RPB;PB
0
B
@
1
C
A: FV 1 ¼
cKHxKHκβRρIns;KH;KH þcKHð1xKHÞβRρRec;KH;KH
α þμKH
N0
KHcKHxKHκβRρIns;KH;DD þ cKHð1 xKHÞβRρRec;KH;DD
N0
DDðα þμDDÞ
N0
DDcDDxDDκβRρIns;DD;KH þ cDDð1xDDÞβRρRec;DD;KH
N0
KHðα þμKHÞ
cDDxDDκβRρIns;DD;DD þcDDð1xDDÞβRρRec;DD;DD
α þμDD
N0
PBcPBxκβRρIns;PB;KH þcPBð1xPBÞβRρRec;PB;KH
N0
KHðα þμKHÞ
N0
PBcPBxκβRρIns;PB;DD þcPBð1xPBÞβRρRec;PB;DD
N0
DDðα þμDDÞ FV 1 ¼
cKHxKHκβRρIns;KH;KH þcKHð1xKHÞβRρRec;KH;KH
α þμKH
N0
DDcDDxDDκβRρIns;DD;KH þ cDDð1xDDÞβRρRec;DD;KH
N0
KHðα þμKHÞ
N0
PBcPBxκβRρIns;PB;KH þcPBð1xPBÞβRρRec;PB;KH
N0
KHðα þμKHÞ endemic equilibrium (defined as changing by less than 0.01% per
year). The solution profile for the infected population using various
initial conditions for R0 o1 and R0 41 for all mixing scenarios
shows convergence to the disease-free and a unique endemic
equilibrium respectively (Supplementary Fig. S1), suggesting that a
unique endemic equilibrium exists for this model. Here, Ri;j for (i; j)¼KH, PB and DD are the expected number of
group i individuals infected by group j individuals when a single
newly infected individual in group
j enters the disease-free
population at equilibrium. It follows that the basic reproductive number for the simple
model is given by R0 ¼ ρðFV 1Þ, which is the dominant eigenvalue K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 144 2.5.4. Contribution of each group to incidence at equilibrium acute HIV infection compartment (Ii;1), where they remain for 1/γ1
years before moving into the chronic infection stage (Ii;2). MSM
stay in the chronic infection stage for on average 1/γ2 years before
moving into the pre-AIDS stage (Ii;3), which they leave at a rate α
as they develop AIDS and cease sexual activity. As in the simple
model, MSM leave all compartments at a constant per-person rate
μi as they cease sexual activity with other men for non-HIV related
reasons, and are recruited into the population at a constant rate
μiN0
i . As in the simple model, the contact rate for the PB group and
the mixing parameters were re-calculated at each timestep to
ensure balancing of sex acts between the different groups. 3.1. Analyses using simple, unfitted model where ~pi is the proportion of MSM in group i who are using PrEP
and eP is the effectiveness of PrEP in preventing HIV infection. Out of the 1000 parameter sets selected from uniform para-
meter ranges, 595 gave a plausible total MSM population size
when receptive and insertive sex acts were balanced. These 595
parameter sets were used in Sections 3.1.1–3.1.4, where all
comparisons are between matched runs which differ only in
the mixing scenario used. Analyses using parameters drawn
from triangular or normal distributions gave qualitatively similar
results—differences are noted where relevant. Analyses using the
assumption of a constant population size also gave qualitatively
similar results. PrEP effectiveness – which combines PrEP efficacy and adher-
ence – was assumed to be 42%, as measured in the iPrEx trial
(Grant et al., 2011, 2010). For an optimistic high-adherence
strategy, PrEP effectiveness was assumed to be 92%, based on trial
findings for individuals with detectable treatment drug in their
blood (Grant et al., 2011). Coverage of the target group(s) (i.e. the
percentage of sex acts of susceptible MSM covered by the PrEP
intervention) was assumed to be 30% or 60% when using a realistic
effectiveness of 42%. For the optimistic high-adherence strategy,
90% coverage was assumed. The optimistic strategy was included
to see whether differences emerged between the predictions for
the different mixing scenarios under high intervention impact,
assuming that any such differences would be greater and more
easily observed with greater impact. PrEP was targeted separately
at each of the three MSM identity groups, at the KH and DD groups
together (because these groups are more likely to be in contact
with current MSM-specific interventions than PB), and then at all
three groups simultaneously. 3.1.1. Effect of mixing scenario upon overall mixing (Q) 3.1.1. Effect of mixing scenario upon overall mixing (Q)
Q is always negative for the ‘proportionate’ mixing scenario,
meaning that the overall mixing is disassortative (Supplementary
Fig. S2). For the disassortative mixing scenario, the combination of
groups which are given priority affects the value of Q (Supplementary
Fig. S2). Combination (b), where PB and DD are given priority, shows
the most even reductions in Q (when compared with ‘proportionate’
mixing) across the range explored here, and is used for disassortative
mixing in all subsequent reported results and figures (i.e. priority is
given to minimising within-group mixing among PB and DD in
setting mixing patterns). 2.6.3. Comparing the impact of a targeted PrEP intervention 2.6.3. Comparing the impact of a targeted PrEP intervention 2.6.3. Comparing the impact of a targeted PrEP intervention In order to test whether the choice of mixing scenario affects
the predicted impact of a targeted intervention, we looked at a
hypothetical PrEP intervention. PrEP was modelled against a
background of reduced condom use to ensure that any differences
in the effect of a PrEP intervention would be clearly seen. Condom
use was assumed to drop linearly between 2010 and 2015, down to
a level 20% (absolute difference) below the 2010 level, remaining
constant thereafter. This fall in condom use might occur due to
intervention fatigue or reduced perception of risk as HIV preva-
lence falls, but has not been observed in this setting to date. Here, a1 ¼ cKHðecf c 1Þðep ~pKHÞ , a2 ¼ cDDðecf c 1Þðep ~pDDÞ, a3 ¼
cPBðecf c 1Þðep ~pPBÞ, b1 ¼ βrec;1 þðγ1ðβrec;3γ2 þβrec;2ðαþμKHÞÞ=ðαþμKHÞ
ðγ2 þμKHÞÞ,
b2 ¼ βrec;1 þðγ1ðβrec;3γ2 þβrec;2ðαþμDDÞÞ=ðαþμDDÞðγ2 þμDDÞÞ,
b3 ¼ βrec;1 þðγ1ðβrec;3γ2 þβrec;2ðαþμPBÞÞ=ðαþμPBÞðγ2 þμPBÞÞ,
d1 ¼ xKK
ðκρIns;KH;KH ρRec;KH;KHÞþρRec;KH;KH, d2 ¼ xKKðκρIns;KH;DD ρRec;KH;DDÞþ
ρRec;KH;DD,
d3 ¼ xKKðκρIns;KH;PB ρRec;KH;PBÞþρRec;KH;PB,
d4 ¼ xDD
ðκρIns;DD;KH ρRec;DD;KHÞþρRec;DD;KH, d5 ¼ xDDðκρIns;DD;DD ρRec;DD;DDÞþ
ρRec;DD;DD, d6 ¼ xDDðκρIns;DD;PB ρRec;DD;PBÞþρRec;DD;PB, d7 ¼ xPBðκρIns;PB;KH
ρRec;PB;KHÞþρRec;PB;KH, d8 ¼ xPBðκρIns;PB;DD ρRec;PB;DDÞþρRec;PB;DD
and
d9 ¼ xPBðκρIns;PB;PB ρRec;PB;PBÞþρRec;PB;PB. PrEP was introduced in the model in 2015 without any gradual
rollout phase. Incorporating PrEP in the model results in the
following force of infection As before, the effective reproductive number is given by
R ¼ ρðFV 1Þ and is calculated using a numerical algorithm coded
in Cþ þ, for scenarios with condom use and with or without PrEP
included. Local stability of the disease-free equilibrium for the
complex model system when Ro1 also follows from van den
Driessche and Watmough (2002). λiðtÞ ¼ ∑
n
j ¼ 1
ð~pið1eCf CðtÞÞð1ePÞþð1 ~piÞð1eCf CðtÞÞÞ
cixiρIns;i;jκ βrec;1
Ij;1
Nj
þβrec;2
Ij;2
Nj
þβrec;3
Ij;3
Nj
þ
cið1xiÞρRec;i;j
βrec;1
Ij;1
Nj
þβrec;2
Ij;2
Nj
þβrec;3
Ij;3
Nj
3.1.2. Effect of mixing scenario upon R0
R0 tends to be similar for the propo 3.1.2. Effect of mixing scenario upon R0
R0 tends to be similar for the proportionate and disassortative
mixing scenarios (Fig. 1). R0 is very similar for the maximum
assortative and setting plausible mixing scenarios (Fig. 1). R0 tends
to be greater for maximum assortative and setting plausible
mixing than for either proportionate or disassortative mixing,
although a few exceptions are seen. A smaller range in R0 was
seen when parameters were drawn from triangular or normal
distributions due to less frequent sampling of extreme parameter
values (maximum R0
10 for normal distributions, 12 for 3. Results 3.1. Analyses using simple, unfitted model 2.6.1. Complex model structure 2.6.1. Complex model structure The complex model is an extension of the simple HIV model
which includes three stages of HIV infection, acute, chronic and
pre-AIDS, where HIV-positive MSM in the acute and pre-AIDS
stages are more highly infectious than those in the chronic stage. As in the simple model, susceptible MSM (Si), become infected at a
rate λi, which is determined by the number and type (insertive or
receptive) of sex acts they have, the per-act probabilities of
acquiring HIV from an HIV-infected partner associated with
receptive and insertive sex acts, mixing patterns and HIV pre-
valence of partners in different groups. Additionally in this model,
infection rates are affected by time-varying condom use (which is
assumed to be the same across all groups), and by the stage of HIV
infection of HIV-positive partners. Once infected, MSM enter the 2.6.2. Model fitting and analyses of model fits
The complex model was fitted to HIV prevalence data for the
three MSM groups from 2006 and 2009, using each mixing
scenario in turn. All of the behavioural and biological parameters
(detailed in Supplementary Table S1) were sampled from their
ranges 1 million times using Latin Hypercube sampling, assuming
a uniform distribution for each parameter. All parameter sets
producing HIV prevalences within the range for each group in
both 2006 and 2009, and population sizes for the KH and DD
groups and the total MSM population within the ranges estimated K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 145 simplified next generation matrix is given as follows: in 2011 were retained as model fits. For these fits Q, within-group
mixing, and overall and group-specific HIV prevalence over the
period 1985–2030 were recorded. FV 1 ¼
a1b1d1
γ1 þμKH
N0
KH
KHa1b2d2
N0
DDðγ1 þ μDDÞ
N0
KHa1b3d3
N0
PBðγ1 þμPBÞ
N0
DDa2b1d4
N0
KHðγ1 þμKHÞ
a2b2d5
γ1 þμDD
N0
DDa2b3d6
N0
PBðγ1 þμPBÞ
N0
PBa3b1d7
N0
KHðγ1 þμKHÞ
N0
PBa3b2d8
N0
DDðγ1 þ μDDÞ
a3b3d9
γ1 þ μPB
0
B
B
B
B
B
@
1
C
C
C
C
C
A 3.1. Analyses using simple, unfitted model For each individual parameter combination,
Q always progressively decreases for the mixing patterns in the
following order: maximum assortative, setting plausible, proportion-
ate, disassortative (data not shown). Intervention impact was measured by summing up the total
number of new infections occurring between 2015 and 2030 with
and without the PrEP intervention included, and taking the
difference to calculate the number of infections averted by the
PrEP intervention. This was expressed as a percentage of the
number of infections that would have occurred in the absence of
PrEP (percentage of infections averted). 2.6.4. Calculating the effective reproductive number (R)
for the complex model Note that only one form of disassortative mixing is shown—
giving priority to the PB and DD groups. The diagonal line shows equivalence. triangular and 19 for uniform distributions), but the patterns
observed remained the same. the equilibrium prevalence and R0, with equilibrium prevalence
0 when R0 is less than 1 and rising to a plateau as R0 increases above
1 (Supplementary Fig. S3 column 3). Interestingly, this broadly follows
the relationship between R0 and endemic prevalence (p¼11/R0)
that is found for simple epidemic models. 3.1.3. Effect of mixing scenario upon equilibrium HIV prevalence
We noted that the solution profiles for the infected population
for different initial conditions converge to a unique endemic
equilibrium when R0 41 and the disease-free equilibrium when
R0 o1 (showing the existence of a forward bifurcation). Although
we did not analytically derive conditions for the existence of the
endemic equilibrium, the solution profiles for the infected popula-
tion using different initial conditions show that the model system
has a unique endemic equilibrium when R0 41. 3.1.5. Contribution of each group to incidence at equilibrium
The proportion of new infections generated by each group when
HIV is at endemic equilibrium varies substantially across the different
parameter sets. Over all the parameter sets and mixing scenarios, PB
tend to cause the greatest proportion of infections (median 41%, 95%
credible interval 13–79%), followed by DD (median 33%, 95% CrI
7–71%), with KH responsible for the fewest (median 20%, 95% CrI
5–54%). This differs somewhat from the relative sizes of each group:
at equilibrium HIV prevalence, PB make up on average 68% of the
MSM population, DD 20% and KH 12%. This pattern remains true for
each mixing scenario, and there is no clear relationship between
mixing scenario and the proportion of infections coming from each
group. For all mixing scenarios, as R0 increases, the proportion of
new cases coming from PB increases on average, and the proportion
coming from DD decreases; the proportion coming from KH
decreases except when setting plausible mixing is used, when it
tends to increase with higher R0. Equilibrium HIV prevalence is similar between mixing scenar-
ios at higher HIV prevalences (425%) (data not shown). At lower
prevalences, maximum assortative or setting plausible mixing
tend to raise the equilibrium prevalence. With maximum assorta-
tive or setting plausible mixing, epidemics sometimes occur that
would not in the proportionate or disassortative scenarios. 2.6.4. Calculating the effective reproductive number (R)
for the complex model 2.6.4. Calculating the effective reproductive number (R)
for the complex model We define the effective reproductive number, R, as the number
of secondary cases arising from a single index case in a completely
susceptible population in the presence of an intervention (here,
the intervention is condom use and/or PrEP). Proceeding in the same way as we calculated R0 for the simple
model, R was calculated at the disease-free equilibrium using the
approach in van den Driessche and Watmough (2002). The K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 146 R0 for proportionate mixing
R0 for maximum assortative
mixing
R0 for proportionate mixing
R0 for setting plausible
mixing
R0 for proportionate mixing
R0 for disassortative
mixing (b)
R0 for maximum assortative mixing
R0 for setting plausible
mixing
R0 for maximum assortative mixing
R0 for disassortative
mixing (b)
R0 for setting plausible mixing
R0 for disassortative
mixing (b)
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
Fig. 1. R0 for the different mixing scenarios. R0 for each scenario is plotted against each other scenario in turn. Note that only one form of disassortative mixing is shown—
giving priority to the PB and DD groups. The diagonal line shows equivalence. R0 for proportionate mixing
R0 for maximum assortative
mixing
0
5
10
15
20
0
5
10
15
20 R0 for proportionate mixing
R0 for setting plausible
mixing
20
0
5
10
15
20
0
5
10
15
20 R0 for setting plausible
i i R0 for setting plausible Fig. 1. R0 for the different mixing scenarios. R0 for each scenario is plotted against each other scenario in turn. Note that only on
giving priority to the PB and DD groups. The diagonal line shows equivalence. cenarios. R0 for each scenario is plotted against each other scenario in turn. Note that only one form of disassortative mixing is show
ups. The diagonal line shows equivalence. Fig. 1. R0 for the different mixing scenarios. R0 for each scenario is plotted against each other scenario in turn. 2.6.4. Calculating the effective reproductive number (R)
for the complex model More
rarely, an HIV epidemic does not occur for maximum assortative or
setting plausible mixing when it does for the proportionate or
disassortative scenarios (data not shown). 3.1.4. Relationships between R0, Q and equilibrium HIV prevalence
Across all of the different mixing scenarios, R0 showed a weak
positive association with Q (Supplementary Fig. S3 column 1), which
was only statistically significant for proportionate and setting plausible
mixing. Weak but statistically significant positive associations were
seen between equilibrium prevalence and Q (Supplementary Fig. S3
column 2), with the strongest associations seen for the proportionate
mixing scenario. A distinctive and strong relationship is seen between 3.2. Analyses using more complex model, fitted to data 3.2. Analyses using more complex model, fitted to data 3.2.1. Implications of the mixing scenario for patterns of mixing and
HIV prevalence for fits to an HIV epidemic model When separate model fits were found using each mixing scenario,
more fits were found with increasing levels of disassortative mixing K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 147 different mixing patterns gave somewhat different estimates for
the group-specific impact for all three groups, particularly the DD
and PB, but the overall impact in the whole MSM population was
very similar (Fig. 4; Table 1). The estimated percentage of infec-
tions averted after 15 years of PrEP for this intervention strategy
ranged from a median of 25.4% (IQR 20.6–28.5%) for setting
plausible mixing to 27.5% (IQR 21.3–30.1%) for assortative mixing. For this same targeting strategy, no great difference in the
predicted overall impact was seen for lower (30%) PrEP coverage
or for an optimistic PrEP strategy (92% effectiveness, 90% coverage;
Table 1). Targeting only KH gave similar results—the overall impact
was similar for the different mixing scenarios, for all of the PrEP
strategies (Table 1). When only DD were targeted, substantial
differences were seen in the overall impact for each of the
intervention strategies, most dramatically for the optimistic inter-
vention strategy (92% effectiveness, 90% coverage; Fig. 5, Table 1)—
the overall impact ranged from 28.3% of infections averted for
setting plausible mixing (IQR 14.6–35.2%) to 43.1% for disassorta-
tive mixing (IQR 28.7–54.0%). If only PB were targeted, differences (maximum assortative scenario: 105 fits; setting plausible: 172;
proportionate: 305; disassortative: 550). Some differences were seen
between the posterior parameter distributions of the fits for the
different mixing scenarios, particularly in the DD population size
and the number of sex acts for each identity group (Supplementary
Fig. S4). different mixing patterns gave somewhat different estimates for
the group-specific impact for all three groups, particularly the DD
and PB, but the overall impact in the whole MSM population was
very similar (Fig. 4; Table 1). The estimated percentage of infec-
tions averted after 15 years of PrEP for this intervention strategy
ranged from a median of 25.4% (IQR 20.6–28.5%) for setting
plausible mixing to 27.5% (IQR 21.3–30.1%) for assortative mixing. 3.2.2. Implications of mixing scenario for predicted impact
of a targeted PrEP intervention 3.2.2. Implications of mixing scenario for predicted impact
of a targeted PrEP intervention When a plausible PrEP intervention was modelled – 42%
effectiveness, 60% coverage, targeted at KH and DD – using 1.0
maximum assortative
setting plausible
100
Q
0.5
'proportionate'
disassortative
60
80
0.0
% of acts within group
20
40
-0.5
MSM group
0
KH
DD
PB
Fig. 2. (a) Overall mixing (Q) and (b) degree of mixing within groups, for fits found using different mixing scenarios. Q and degree of mixing within groups are shown
at their 2006 values. The heavy line in the middle of each box indicates the median, the limits of the box the 25th and 75th percentiles, and the whiskers the 2.5th and 97.5th
percentiles. Mixing scenarios presented in decreasing order of assortativeness. Number of fits: assortative 105, setting plausible 171, proportionate 305, disassortative 550. 100
60
80
% of acts within group
20
40
MSM group
0
KH
DD
PB 1.0
maximum assortative
setting plausible
Q
0.5
'proportionate'
disassortative
0.0
-0.5 Fig. 2. (a) Overall mixing (Q) and (b) degree of mixing within groups, for fits found using different mixing scenarios. Q and degree of mixing within groups are shown
at their 2006 values. The heavy line in the middle of each box indicates the median, the limits of the box the 25th and 75th percentiles, and the whiskers the 2.5th and 97.5th
percentiles. Mixing scenarios presented in decreasing order of assortativeness. Number of fits: assortative 105, setting plausible 171, proportionate 305, disassortative 550. 15
30
maximum assortative
setting plausible
10
20
25
sett g p aus b e
'proportionate'
disassortative
5
5
10
15
MSM group
HIV prevalence in 2020 (%)
0
MSM group
HIV prevalence in 2006 (%)
0
KH
DD
PB
KH
DD
PB
Fig. 3. HIV prevalence in (a) 2006 and (b) 2020, for different groups for fits found using different mixing scenarios. The heavy line in the middle of each box indicates
the median, the limits of the box the 25th and 75th percentiles, and the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in decreasing order of
assortativeness. Number of fits: assortative 105, setting plausible 171, proportionate 305, disassortative 550. The fitting bounds for HIV prevalence in 2006 are shown
(horizontal lines). Note the different y-axis scales for (a) and (b). 3.2. Analyses using more complex model, fitted to data For this same targeting strategy, no great difference in the
predicted overall impact was seen for lower (30%) PrEP coverage
or for an optimistic PrEP strategy (92% effectiveness, 90% coverage;
Table 1). Targeting only KH gave similar results—the overall impact
was similar for the different mixing scenarios, for all of the PrEP
strategies (Table 1). When only DD were targeted, substantial
differences were seen in the overall impact for each of the
intervention strategies, most dramatically for the optimistic inter-
vention strategy (92% effectiveness, 90% coverage; Fig. 5, Table 1)—
the overall impact ranged from 28.3% of infections averted for
setting plausible mixing (IQR 14.6–35.2%) to 43.1% for disassorta-
tive mixing (IQR 28.7–54.0%). If only PB were targeted, differences Comparing the fits obtained using the different mixing scenar-
ios, Q and the group-specific level of within-group mixing both
varied substantially between scenarios (Fig. 2). Despite these
differences, the fitted HIV prevalence for each group was very
similar for the different mixing scenarios, both at the fitted time
points (shown for 2006, Fig. 3a) and for future predictions (shown
for 2020, Fig. 3b). 3.2.2. Implications of mixing scenario for predicted impact
of a targeted PrEP intervention 4. Discussion The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. Table 1
Median percentage of infections averted in whole MSM population for different PrEP intervention strategies. Eff.¼effectiveness (efficacy adherence). Text in bold
highlights where the absolute difference in impact between the mixing scenarios is 10% or more or where the relative difference in impact ((max–min)/min) is 20% or greater. Intervention
Mixing scenario
Greatest difference in
impact between scenarios
Target group
Eff. Coverage
Maximum assortative
Setting plausible
Proportionate
Disassortative
Absolute
Relative
KH
42
30
6.7
7.2
6.4
6.3
0.9
14.9
KH
42
60
13.3
14.3
12.8
12.5
1.8
14.6
KH
92
90
38.9
44.0
40.4
39.5
5.1
13.0
DD
42
30
6.6
6.1
7.4
7.0
1.3
24.7
DD
42
60
12.5
11.4
14.5
13.9
3.0
26.4
DD
92
90
31.4
28.3
42.2
43.1
14.8
52.4
KHþDD
42
30
14 3
13 0
14 1
13 2
1 2
9 5
MSM group
% infections averted
0
20
40
60
80
100
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort
Fig. 5. Percentage of infections averted during a 15-year PrEP intervention with
92% effectiveness and 90% coverage of DD group alone (no treatment of KH or
PB groups), for different mixing scenarios. The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. MSM group
% infections averted
0
10
20
30
40
50
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort MSM group
% infections averted
0
20
40
60
80
100
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort MSM group
% infections averted
0
20
40
60
80
100
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort
Fig. 5. Percentage of infections averted during a 15-year PrEP intervention with
92% effectiveness and 90% coverage of DD group alone (no treatment of KH or
PB groups), for different mixing scenarios. 3.2.3. Effective reproductive number for PrEP interventions
h
ff
i
d
i
b
i d
i The effective reproductive number, R, varied considerably
across the different parameter sets. Just before the introduction
of PrEP (with condom use at 20% below its peak level), R was
around 1 (median R¼1.02, IQR 0.92–1.14 for proportionate mix-
ing), and this was very similar for the different mixing scenarios. Increasingly effective PrEP interventions reduced R further: when
PrEP was given to all MSM groups, R was a median 0.89 for a
42% effective PrEP intervention with 30% coverage, reduced to
0.76 with 60% coverage, and to 0.17 for a 92% effective PrEP 4. Discussion The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. Fig. 5. Percentage of infections averted during a 15-year PrEP intervention with
92% effectiveness and 90% coverage of DD group alone (no treatment of KH or
PB groups), for different mixing scenarios. The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. Fig. 4. Percentage of infections averted during a 15-year PrEP intervention with
42% effectiveness and 60% coverage of the KH and DD groups (no treatment of
PB group), for different mixing scenarios. The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. 3.2.2. Implications of mixing scenario for predicted impact
of a targeted PrEP intervention 30
maximum assortative
setting plausible
20
25
sett g p aus b e
'proportionate'
disassortative
5
10
15
MSM group
HIV prevalence in 2006 (%)
0
KH
DD
PB 15
10
5
MSM group
HIV prevalence in 2020 (%)
0
KH
DD
PB Fig. 3. HIV prevalence in (a) 2006 and (b) 2020, for different groups for fits found using different mixing scenarios. The heavy line in the middle of each box indicates
the median, the limits of the box the 25th and 75th percentiles, and the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in decreasing order of
assortativeness. Number of fits: assortative 105, setting plausible 171, proportionate 305, disassortative 550. The fitting bounds for HIV prevalence in 2006 are shown
(horizontal lines). Note the different y-axis scales for (a) and (b). K.M. Mitchell et al. / Journal of Theoretical Biology 355 (2014) 140–150 148 intervention with 90% coverage, and was not affected by the
mixing scenario. R was higher when only a single group was
targeted, and varied somewhat between different mixing patterns
for the high coverage PrEP intervention. were also seen in the overall impact under the optimistic inter-
vention strategy (Table 1)—the overall impact ranged from 50.7%
of infections averted for assortative mixing to 63.9% for disassor-
tative. When PrEP was given at the same coverage to all three
groups, very little difference was seen in either the group-specific
or the total population impact. 3.2.4. Analyses using model with constant population size
Analyses using the assumption of a constant population size gave
similar results for the variability in Q and prevalence values (although
it predicted higher levels of prevalence – around 2.3-fold higher – in
2020 than the model with variable population size). The effective
reproduction number and impact of a targeted PrEP intervention were
all of a similar magnitude for both versions of the model. 4. Discussion This analysis has shown that a range of different mixing
patterns are consistent with observed behavioural data from MSM group
% infections averted
0
10
20
30
40
50
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort
Fig. 4. Percentage of infections averted during a 15-year PrEP intervention with
42% effectiveness and 60% coverage of the KH and DD groups (no treatment of
PB group), for different mixing scenarios. The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. MSM group
% infections averted
0
20
40
60
80
100
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort
Fig. 5. Percentage of infections averted during a 15-year PrEP intervention with
92% effectiveness and 90% coverage of DD group alone (no treatment of KH or
PB groups), for different mixing scenarios. The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. MSM group
% infections averted
0
10
20
30
40
50
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort
Fig. 4. Percentage of infections averted during a 15-year PrEP intervention with
42% effectiveness and 60% coverage of the KH and DD groups (no treatment of
PB group), for different mixing scenarios. The heavy line in the middle of each
box indicates the median, the limits of the box the 25th and 75th percentiles, and
the whiskers the 2.5th and 97.5th percentiles. Mixing scenarios presented in
decreasing order of assortativeness. Number of fits: assortative 105, setting
plausible 171, proportionate 305, disassortative 550. MSM group
% infections averted
0
10
20
30
40
50
KH
DD
PB
all
max. assortative
setting plausible
proportionate
disassort
Fig. 4. Percentage of infections averted during a 15-year PrEP intervention with
42% effectiveness and 60% coverage of the KH and DD groups (no treatment of
PB group), for different mixing scenarios. Table 1 / Journal of Theoretical Biology 355 (2014) 140–150 149 2008; Newman, 2003), and its lower bound varies with the number
of groups considered (Doherty et al., 2009). However, as our mixing
matrices here all contained the same number of groups, the Q metric
can be used to make direct comparisons between matrices. MSM in Bangalore, and that these different mixing patterns can have
a large effect on epidemic potential for scenarios that otherwise have
the same risk behaviour. However, despite these effects, all possible
mixing patterns are consistent with available HIV prevalence trends
from Bangalore, and have little effect on projected future HIV
prevalence trends. In addition, the different mixing patterns have
little effect upon the predicted impact of an untargeted PrEP
intervention, but can affect the impact of a targeted PrEP interven-
tion, especially if targeted at groups with versatile behaviour (rather
than those mainly taking a fixed role in anal sex). MSM in Bangalore, and that these different mixing patterns can have
a large effect on epidemic potential for scenarios that otherwise have
the same risk behaviour. However, despite these effects, all possible
mixing patterns are consistent with available HIV prevalence trends
from Bangalore, and have little effect on projected future HIV
prevalence trends. In addition, the different mixing patterns have
little effect upon the predicted impact of an untargeted PrEP
intervention, but can affect the impact of a targeted PrEP interven-
tion, especially if targeted at groups with versatile behaviour (rather
than those mainly taking a fixed role in anal sex). This analysis highlights the importance of collecting MSM sexual
mixing data in this setting, especially for the versatile DD, to improve
our understanding of the likely impact of targeted interventions and
to better guide resource allocation, and for identifying the most
suitable mixing matrix for future modelling of this population. Until
such data become available, this analysis suggests that any of the
mixing scenarios used here would be suitable for use in MSM models
which are used for estimating prevalence trends or the impact of
non-targeted interventions, but caution should be exercised if the
models are being used to predict the impact of targeted interventions
in these or similar MSM populations. Table 1 Table 1
Median percentage of infections averted in whole MSM population for different PrEP intervention strategies. Eff.¼effectiveness (efficacy adherence). Text in bold
highlights where the absolute difference in impact between the mixing scenarios is 10% or more or where the relative difference in impact ((max–min)/min) is 20% or greater. Table 1
Median percentage of infections averted in whole MSM population for different PrEP intervention strategies. Eff.¼effectiveness (efficacy adherence). Text in bold
highlights where the absolute difference in impact between the mixing scenarios is 10% or more or where the relative difference in impact ((max–min)/min) is 20% or greater. Intervention
Mixing scenario
Greatest difference in
impact between scenarios
Target group
Eff. Coverage
Maximum assortative
Setting plausible
Proportionate
Disassortative
Absolute
Relative
KH
42
30
6.7
7.2
6.4
6.3
0.9
14.9
KH
42
60
13.3
14.3
12.8
12.5
1.8
14.6
KH
92
90
38.9
44.0
40.4
39.5
5.1
13.0
DD
42
30
6.6
6.1
7.4
7.0
1.3
24.7
DD
42
60
12.5
11.4
14.5
13.9
3.0
26.4
DD
92
90
31.4
28.3
42.2
43.1
14.8
52.4
KHþDD
42
30
14.3
13.0
14.1
13.2
1.2
9.5
KHþDD
42
60
27.5
25.4
27.1
25.8
2.1
8.5
KHþDD
92
90
73.3
70.6
73.6
73.5
2.9
4.2
PB
42
30
9.6
11.4
10.1
11.5
1.8
19.1
PB
42
60
18.4
21.9
19.5
22.4
4.0
21.9
PB
92
90
50.7
58.6
54.4
63.9
13.2
26.1
KHþDDþPB
42
30
22.9
22.9
23.0
23.0
0.1
0.6
KHþDDþPB
42
60
41.9
41.8
42.0
41.8
0.2
0.5
KHþDDþPB
92
90
92.2
92.3
92.3
92.2
0.1
0.1 Table 1
Median percentage of infections averted in whole MSM population for different PrEP intervention strategies. Eff.¼effectiveness (efficacy adherence). Text in bold
highlights where the absolute difference in impact between the mixing scenarios is 10% or more or where the relative difference in impact ((max–min)/min) is 20% or greater. d in whole MSM population for different PrEP intervention strategies. Eff.¼effectiveness (efficacy adherence). Text in bold
n impact between the mixing scenarios is 10% or more or where the relative difference in impact ((max–min)/min) is 20% or greater. edian percentage of infections averted in whole MSM population for different PrEP intervention strategies. Eff.¼effectivene
ghlights where the absolute difference in impact between the mixing scenarios is 10% or more or where the relative difference in imp K.M. Mitchell et al. References Alam, S.J., Romero-Severson, E., Kim, J.H., Emond, G., Koopman, J.S., 2010. Dynamic
sex roles among men who have sex with men and transmissions from primary
HIV infection. Epidemiology 21, 669–675. Asthana, S., Oostvogels, R., 2001. The social construction of male ‘homosexuality’ in
India: implications for HIV transmission and prevention. Soc. Sci. Med. 52,
707–721. Bill & Melinda Gates Foundation, 2008. Use it or Lose it: How Avahan Used Data to
Shape its HIV Prevention Efforts in India. New Delhi. Blower, S.M., Dowlatabadi, H., 1994. Sensitivity and uncertainty analysis of complex
models of disease transmission—an HIV model, as an example. Int. Stat. Rev. 62,
229–243, http://dx.doi.org/10.2307/1403510. Boily, M.C., Anderson, R.M., 1991. Sexual contact patterns between men and
women and the spread of HIV-1 in urban centers in Africa. IMA J. Math. Appl. Med. Biol. 8, 221–247. Boyce, P., 2007. ‘Conceiving kothis’: men who have sex with men in India and the
cultural subject of HIV prevention. Med. Anthropol. 26, 175–203, http://dx.doi. org/10.1080/01459740701285582. Brahmam, G.N., Kodavalla, V., Rajkumar, H., Rachakulla, H.K., Kallam, S., Myakala, S.P.,
Paranjape, R.S., Gupte, M.D., Ramakrishnan, L., Kohli, A., Ramesh, B.M., for the
IBBA Study Team, 2008. Sexual practices, HIV and sexually transmitted infections
among self-identified men who have sex with men in four high HIV prevalence
states
of
India. AIDS
22,
S45–S57,
http://dx.doi.org/10.1097/01.aids.00003
43763.54831.15. Chandrasekaran, P., Dallabetta, G., Loo, V., Mills, S., Saidel, T., Adhikary, R., Alary, M.,
Lowndes, C.M., Boily, M.C., Moore, J., for the Avahan Evaluation Partners, 2008. Evaluation design for large-scale HIV prevention programmes: the case of
Avahan, the India AIDS initiative. AIDS 22, S1–S15. PrEP interventions targeting DD had the greatest variation in
predicted impact by mixing scenario, due to DD having the
greatest variation in within-group mixing across the different
mixing scenarios. These differences occur because DD are versatile
in their sexual role behaviour, having large quantities of both
receptive and insertive sex, and so they can either have a large
proportion of acts with other DD under the more assortative
mixing scenarios, or many acts with members of other MSM
groups for the more disassortative mixing scenarios. Diekmann, O., Heesterbeek, J.A.P., Metz, J.A.J., 1990. On the definition and the
computation of the basic reproduction ratio R0 in models for infectious diseases
in heterogeneous populations. J. Math. Biol. 28, 365–382. Doherty, I.A., Schoenbach, V.J., Adimora, A.A., 2009. Sexual mixing patterns and
heterosexual HIV transmission among African Americans in the southeastern
United States. Table 1 It is difficult from this analysis to draw conclusions about the
‘true’ mixing pattern for this population, since very different scenar-
ios, particularly with regard to the extent of mixing within the
versatile group, are compatible with group-specific HIV prevalence
data. The proportionate mixing matrix considered here tends to give
rise to a partially disassortative mixing pattern (median of Q 0.16,
IQR 0.22 to 0.11), with the insertive group having the most
within-group mixing, and very little within-group mixing amongst
versatile MSM; the extent of within-group mixing in this matrix is
heavily impacted by the relative sizes of the different groups as well
as their preference for insertive and receptive sex, and the insertive
group is considerably larger than the other groups. In contrast, the
‘setting plausible’ matrix by design gives considerable within-group
mixing for versatile MSM, and tends to result in more assortative
population-level mixing (median of Q 0.00, IQR 0.07 to 0.11). Acknowledgements This work was supported by the Wellcome Trust (086431/Z/08/Z). Funding for the data collection came from the Bill & Melinda Gates
Foundation (33978). The views expressed herein are those of the
authors and do not necessarily reflect the official policy or position
of the Wellcome Trust or the Bill & Melinda Gates Foundation. We
would like to thank three anonymous referees for their helpful
comments on earlier versions of this manuscript. In line with epidemiological theory, the mixing scenarios which
gave the most assortative mixing tended to give a higher R0 and
were more likely to give rise to an HIV epidemic (Garnett et al.,
1992; Vynnycky and White, 2010). However, using the different
mixing scenarios in a model which was then fit to HIV prevalence
data showed that although they give rise to considerably different
mixing patterns, each can be used to fit the model to available HIV
prevalence data, and all give very similar projections for future HIV
prevalence trends (although posterior parameter distributions
differ substantially). Additionally, if these fitted models are used
to project the impact of an intervention given to all groups, then
the mixing scenario has little effect on the intervention impact. If the intervention is targeted at particular identity groups, how-
ever, the mixing scenario may affect the predicted impact. KH and
DD are the most likely groups to be targeted in this setting, since
they are more easily identified (and more likely to self-identify) as
MSM. PB are less likely to be targeted, since they tend to be harder
to reach, and are a larger, lower-risk and more ‘hidden’ population
than either the KH or the DD (Prudden et al., 2012), so that although
the model predicts differences in the overall impact between the
different mixing scenarios when PB alone are targeted, this is
unlikely to be a targeting strategy that is considered in this setting. For the most likely targeting strategies in this setting, where KH or
KH and DD together are targeted, the overall impact of the
intervention is unaffected by the mixing scenario. However, when
DD alone are targeted, differences in the overall impact are
predicted, and so if this strategy is considered, our modelling
suggests that MSM mixing patterns could have a large effect on
the intervention impact. Appendix A. Supporting information Supplementary data associated with this article can be found in
the online version at http://dx.doi.org/10.1016/j.jtbi.2014.04.005. References Pinkerton, S.D., Abramson, P.R., Kalichman, S.C., Catz, S.L., Johnson-Masotti, A.P.,
2000. Secondary HIV transmission rates in a mixed-gender sample. Int. J. STD
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Boily, M.C., Watts, C., Lowndes, C., Vickerman, P., 2012. Using mathematical
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F.,
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Anthony, J., Watts, R., Moses, S., Alary, M., 2008. Sexual identity and its
contribution to MSM risk behavior in Bangaluru (Bangalore), India: the results
of a two-stage cluster sampling survey. J. LGBT Health Res. 4, 111–126. Goodreau, S.M., Goicochea, L.P., Sanchez, J., 2005. Sexual role and transmission of
HIV Type 1 among men who have sex with men, in Peru. J. Infect. Dis. 191
(Suppl. 1), S147–S158, http://dx.doi.org/10.1086/425268. Grant, R., McMahan, V., Liu, A., Guanira, J., Casapia, M., Lama, J., Fernandez,
T., Veloso, V., Buchbinder, S., Chariyalertsak, S., Schechter, M., Bekker, L.-G.,
Mayer, K., Kallas, E., Anderson, P., Amico, K.R., Glidden, D., 2011. Completed
observation of the randomized placebo-controlled phase of iPrEx: daily oral FTC/
TDF pre-exposure HIV prophylaxis among men and trans women who have sex
with men. In: International AIDS Society Conference, Rome. References Per-contact probability of HIV
transmission in homosexual men in Sydney in the era of HAART. AIDS 24,
907–913, http://dx.doi.org/10.1097/QAD.0b013e3283372d90. Turner, K.M.E., Garnett, G.P., Ghani, A.C., Sterne, J.A.C., Low, N., 2004. Investigating
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behavioural surveys in resource-poor settings. AIDS Behav. 16, 1054–1062,
http://dx.doi.org/10.1007/s10461-011-0004-1. Vynnycky, E., White, R.G., 2010. An Introduction to Infectious Disease Modelling. Oxford University Press, Oxford. Wiley, J.A., Herschkorn, S.J., 1989. Homosexual role separation and AIDS epidemics—
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Lowndes, C.M., Alary, M., Verma, S., Demers, E., Bradley, J., Jayachandran, A.A.,
Ramesh, B.M., Moses, S., Adhikary, R., Mainkar, M.K., 2010. Assessment of
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Interpeduncular cistern intrathecal targeted drug delivery for Intractable Postherpetic Neuralgia: a case report
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Interpeduncular cistern intrathecal targeted drug
delivery for Intractable Postherpetic Neuralgia: a
case report Feng Fu
Characteristic Medical Center of PAP
Xianfeng Jiang
Characteristic Medical Center of PAP
Lei Gong
Characteristic Medical Center of PAP
Chen Yun
Characteristic Medical Center of PAP
Fengwu Tang
(
doctang@126.com
)
Characteristic Medical Center of PAP Case presentation Herein, we describe a 69-year-old male had a one-year history of PHN after developing a vesicular rash in
the ophthalmic division of cranial nerve V (trigeminal nerve) distribution. The pain was rated 7-8 at rest
and 9-10 of breakthrough pain(BTP) on an numeric rating scale(NRS). Despite receiving aggressive
multimodal therapies including large doses of oral analgesics and Sphenopalatine Ganglion Block (SGB),
with no relief of his pain, and subsequently the patient elected to pursue an implantable IDDS with the
catheter tip placed at the interpeduncular cistern. The frequency of BTP episodes was also decreased. The patient’s continuous daily dose was adjusted to 0.032 mg/day after 3 months of follow-up and stop
5 months later. Conclusion The use of interpeduncular cistern intrathecal infusion with low dose of opioids by IDDS may present an
effective alternative in the management of severe PHN and other forms of neuropathic-associated
craniofacial pain. Background Intractable Postherpetic Neuralgia(PHN) can be difficult to manage though receiving aggressive
multimodal therapies. Patients who experience uncontrolled refractory PHN on head despite conservative
treatment may benefit greatly from intrathecal drug delivery system (IDDS). For craniofacial neuropathic
pain,the traditional approach has been to place the intrathecal catheter tip usually below the level of
cranial nerve root entry zones, which may lead to an insufficient analgesic effect. Case Report Posted Date: March 21st, 2022 DOI: https://doi.org/10.21203/rs.3.rs-1408412/v2 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. d
ll License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/7 Introduction Postherpetic neuralgia (PHN) is defined as persistent pain with dermatomal distribution in patients who
have recovered from herpes zoster (HZ). Additionally, patients with PHN frequently experience physical
and mental pain and sleep disorders, severely affect a patient’s quality of life. Generally, approximately
20% of patients with HZ will experience PHN and more than 50% of PHN occurs in patients who are ≥ 60
years of age[1, 2]. Similarly, a cross-sectional study conducted in 24 hospitals in seven cities in China,
found that 29.8% of HZ patients developed PHN and that 66.3% of those patients were > 60 years of
age[3]. Currently, first-stage treatments for PHN is medication, followed by the interventional therapies such as
subcutaneous injection, ganglion block, pulsed radiofrequency, nerve or spinal cord stimulation, as
second- stage therapies. However, patients who experience uncontrolled refractory pain despite
conservative treatment may benefit greatly from intrathecal drug delivery system (IDDS), which is referred
to as third-stage therapy by the Polyanalgesic Consensus Conference (PACC) [4]. Page 2/7 Page 2/7 Page 2/7 The traditional teaching of many Best Practices and Guidelines has reasonably recommended that the
catheter tip optimal placement nearest the site of pain[4]. However, for craniofacial neuropathic pain, the
traditional approach has been to place the intrathecal catheter tip usually below the level of cranial nerve
root entry zones, which may lead to an insufficient analgesic effect[5]. Limited data exist as to appropriate and best catheter tip placement. To provide reference for clinical
treatment, the present manuscript aims to briefly describe a case of intrathecal targeted drug delivery by
placing the catheter tip near the interpeduncular cistern for the treatment of PHN patient with refractory
pain. Case Presentation A 69-year-old male had a one-year history of PHN after developing a vesicular rash in the ophthalmic
division of cranial nerve V (trigeminal nerve) distribution. The patient was originally treated with antiviral
medication, and the rash subsequently resolved. The patient, however, develop PHN with sharp, burning,
and electrical type of pain in the distribution of his prior rash. The pain was rated 7–8 at rest and 9–10 of
breakthrough pain(BTP) on an numeric rating scale(NRS), which at first responded to gabapentin,
oxycodone, and lidocaine patches, but then became refractory to these treatments. The patient also tried
twice Sphenopalatine Ganglion Block (SGB), with no relief of his pain. The patient with anxiety and insomnia were getting worse due to the severity of pain, and the patient
agreed to proceed with the IDDS implantation procedure. After the success of general anesthesia, the
patient was placed in a left lateral decubitus position. Intraoperative fluoroscopy was mandatory to
confirm access to the C3-4 intrathecal space and the catheter tip(SP-10210, Soph-A-Port, Sophysa,
France) was carefully placed within the interpeduncular cistern (Fig. 1, A and B). The intrathecal catheter
was then tunneled to the upper chest subcutaneous pocket where the subcutaneous port was implanted
(Fig. 1, C and D). An external drug delivery system was connected to the port using a nondestructive
needle. No procedural complications were encountered while inserting the pump. A continuous daily hydromorphone hydrochloride(Yichang Human -well Pharmaceutical Co.,Ltd, China ) dose was started at 0.064mg/day and gradually titrated up to
0.128mg/day for improved pain control. For more efficient control of BTP, a bolus was added with 0.0003
mg each time and a 1 hour lockout interval. The patient developed nausea and vomiting at the beginning
of medication, which was gradually controlled after drug treatment. No sedation, confusion, nor
respiratory depression occurred. He was discharged from the hospital with pain reduction had been well
maintained at the NRS pain score of 3/10 at rest and 5/10 at worst during breakthrough pain. The
frequency of BTP episodes was also decreased. The patient’s continuous daily dose was adjusted to
0.032 mg/day after 3 months of follow-up and stop 5 months later. Discussion Page 3/7 Page 3/7 With the increasing understanding of pain pathophysiology and intrathecal analgesia, implanted IDDS
has been widely recognized worldwide for the treatment of various types of chronic intractable pain. IDDS
can directly inject drugs into the cerebrospinal fluid, which has the advantages of higher selectivity,
significantly lesser doses of drugs and fewer adverse effects (AEs) [6]. However, in order to take
advantage of this, proper patient selection and careful application of the therapy needs to be exercised. With the increasing understanding of pain pathophysiology and intrathecal analgesia, implanted IDDS
has been widely recognized worldwide for the treatment of various types of chronic intractable pain. IDDS
can directly inject drugs into the cerebrospinal fluid, which has the advantages of higher selectivity,
significantly lesser doses of drugs and fewer adverse effects (AEs) [6]. However, in order to take
advantage of this, proper patient selection and careful application of the therapy needs to be exercised. This patient had severe unrelenting PHN in the cranial nerve V (trigeminal nerve) distribution, which
greatly impacted his quality of life. Despite receiving aggressive multimodal therapies including large
doses of oral analgesics and SGB nerve blocks, with no relief of his pain, and subsequently the patient
elected to pursue an implantable IDDS with the catheter tip placed at the interpeduncular cistern. After
pump placement and initiation of intrathecal hydromorphone, his pain was significantly improved,
demonstrating interpeduncular cistern intrathecal targeted drug delivery may be an effective method of
treating a plethora of PHN in the trigeminal nerve area. This case proves that it is particularly important to place the catheter tip in the corresponding position
according to the patient's pain level in order to achieve better analgesic effect. Current concepts of
Cerebrospinal Fluid (CSF) flow dynamics emphasize pulsatile flow with oscillatory bidirectional
craniocaudad CSF movement[7, 8]. Pulsatile flow patterns of CSF have been shown to imposes significant
limitations on intrathecal targeted medications delivery via an IDDS, which involves a continuous low-
flow intrathecal infusion through a small catheter, such that drugs was limited to a few centimeters of the
catheter tip (2–3 vertebrae)[9, 10]. The trigeminal nerve is a mixed nerve, which contains general somatosensory and special visceral
movement of two kinds of fibers. Sensory fibers into the pons continue forward to the sensory nucleus,
spinal trigeminal nucleus or midbrain nucleus[11–12]. Acknowledgments We are very grateful to Xiao Hong Li for editing the English text of a draft of this manuscript. Availability of data and method The data used and/or method during the current case is available from the corresponding author upon
reasonable request. Funding This study was funded by the Key project of Chinese Academy of Sciences (No. ZDRW-ZS-2016-2-1). Availability of data and method This study was funded by the Key project of Chinese Academy of Sciences (No. ZDRW-ZS-2016-2-1). Discussion According to clinical experience, the spinal
trigeminal nucleus is second order neuron to transmits the pain signal centrally. In spite of this, the
catheter tip is always placed far away from the trigeminal nerve root entry zone (where the target
receptors are located) in the traditional way, thus possibly leading to insufficient analgesia. Its effect is
attributed to the dense concentration of opioid receptors surrounding the brainstem and the CSF flow
dynamics theory, the interpeduncular cistern intrathecal targeted drug delivery method for intractable PHN
in the trigeminal nerve area could be more effective compared with the traditional approach. Based on our previous experience, it is difficult to reach the high cervical region by entering the catheter
from the relatively safe L2 level due to the lack of a suitable catheter, let alone the intracranial region. Cisterna magna puncture was considered because of its safety, but was abandoned result of difficulty in
fixation.Therefore, we chose to puncture through C3-4 and place the catheter tip slowly upwards. The
catheter must be advanced slowly into cervical subarachnoid space under continuous X-ray to avoid
damage to the tissues. Angle adjustment is very important in the placement process. If the catheter
encountered resistance, it was withdrawn and adjust the angle to attempted again. The catheter tip must
be exceptionally slow and careful to pass through the C1 level, after which the catheter was easily
advanced to this level in our case. Page 4/7 The difficulties of the case mentioned above highlights the need of advancing in intrathecal catheter
design, access techniques, imaging, and greater understanding of pain pathway. Technical innovations
include new catheters, its tip is soft and the body is strong for easier placement. Ultrasound-guided
puncture appears to be a safety technique for the puncture of catheter, while providing better
visualization and no radiation exposure.We anticipate that this will occur in several concurrent phases,
which will usher in an era where the intracisternal space is recognized as a highly valued therapeutic
target. Conclusion In conclusion, interpeduncular cistern intrathecal infusion with low dose of opioids by IDDS is an
effective and safe way to alleviate severe PHN and other forms of neuropathic-associated craniofacial
pain with few adverse effects. Authors’ contributions Design of the work-F F, XF J, FW T; data collection and analysis-F F, L G; interpretation of data-F F, C Y, FW
T; drafting and revision of the manuscript-F F, XF J, C Y, FW T. All authors approved the final version of the
manuscript. Ethics approval and consent to participate We confirm that we have read the journal’s position on issues involved in ethical publication and affirm
that this report is consistent with these guidelines. As this is a case report describing clinical
observations, ethics approval was waived. References 1. Johnson RW, Rice ASC. Clinical practice postherpetic neuralgia. N Engl J Med 2014;371(16):1526–
33. 1. Johnson RW, Rice ASC. Clinical practice postherpetic neuralgia. N Engl J Med 2014;371(16):1526–
33. 1. Johnson RW, Rice ASC. Clinical practice postherpetic neuralgia. N Engl J Med 2014;371(16):1526–
33. 2. Massengill JS, Kittredge JL. Practical considerations in the pharmacological treatment of
postherpetic neuralgia for the primary care provider. J Pain Res 2014;7:125–32. 3. Yang F, Yu S, Fan B, Liu Y, Chen YX, Kudel I, Concialdi K, DiBonaventura M, Hopps M, Hlavacek P,
Cappelleri JC, Sadosky A, Parsons B, Udall M. The Epidemiology of Herpes Zoster and Postherpetic
Neuralgia in China: Results from a Cross-Sectional Study. Pain Ther 2019;8(2):249–259. 4. The Polyanalgesic Consensus Conference (PACC): Recommendations on Intrathecal Drug Infusion
Systems Best Practices and Guidelines. Neuromodulation 2017 Jun;20(4):405–406. 4. The Polyanalgesic Consensus Conference (PACC): Recommendations on Intrathecal Drug Infusion
Systems Best Practices and Guidelines. Neuromodulation 2017 Jun;20(4):405–406. 5. Zou D, Zhang W, Wang Y. Prepontine Cistern Intrathecal Targeted Drug Delivery for Cancer-Related
Craniofacial Pain. Pain Med 2021;22(12):3112–3114. 5. Zou D, Zhang W, Wang Y. Prepontine Cistern Intrathecal Targeted Drug Delivery for Cancer-Related
Craniofacial Pain. Pain Med 2021;22(12):3112–3114. 6. Hayek SM, Hanes MC. Intrathecal therapy for chronic pain: current trends and future needs. Curr Pain
Headache Rep 2014;18(1):388. 6. Hayek SM, Hanes MC. Intrathecal therapy for chronic pain: current trends and future needs. Curr Pain
Headache Rep 2014;18(1):388. 7. Henry-Feugeas MC, Idy-Peretti I, Baledent O, Poncelet-Didon A, Zannoli G, Bittoun J, Schouman-
Claeys E. Origin of subarachnoid cerebrospinal fluid pulsations:a phase-contrast MR analysis. Magn
Reson Imaging 2000;18:387–95. 7. Henry-Feugeas MC, Idy-Peretti I, Baledent O, Poncelet-Didon A, Zannoli G, Bittoun J, Schouman-
Claeys E. Origin of subarachnoid cerebrospinal fluid pulsations:a phase-contrast MR analysis. Magn
Reson Imaging 2000;18:387–95. 8. Friese S, Hamhaber U, Erb M, Kueker W, Klose U. The influence of pulse and respiration on spinal
cerebrospinal fluid pulsation. Invest Radiol 2004;39:120–30. 8. Friese S, Hamhaber U, Erb M, Kueker W, Klose U. The influence of pulse and respiration on spinal
cerebrospinal fluid pulsation. Invest Radiol 2004;39:120–30. 9. Bernards CM. Cerebrospinal fluid and spinal cord distribution of baclofen and bupivacaine during
slow intrathecal infusion in pigs. Anesthesiology 2006;105:169–78. 9. Bernards CM. Cerebrospinal fluid and spinal cord distribution of baclofen and bupivacaine during
slow intrathecal infusion in pigs. Anesthesiology 2006;105:169–78. 10. Flack SH, Anderson CM, Bernards C. Competing interests All authors declare that they have no conflict of interests in this study. All authors declare that they have no conflict of interests in this study. Consent for publication Consent for publication Page 5/7 Page 5/7 Written informed consent was obtained from the patient for publication of this case report and
accompanying images. References Morphine distribution in the spinal cord after chronic infusion in
pigs[J]. Anesth Analg 2011;112(2):460–4. 10. Flack SH, Anderson CM, Bernards C. Morphine distribution in the spinal cord after chronic infusion in
pigs[J]. Anesth Analg 2011;112(2):460–4. 11. Okada S, Katagiri A, Saito H, Lee J, Ohara K, Iinuma T, Bereiter DA, Iwata K. Differential activation of
ascending noxious pathways associated with trigeminal nerve injury. Pain 2019;160(6):1342–1360. 11. Okada S, Katagiri A, Saito H, Lee J, Ohara K, Iinuma T, Bereiter DA, Iwata K. Differential activation of
ascending noxious pathways associated with trigeminal nerve injury. Pain 2019;160(6):1342–1360. 12. Reske-Nielsen E, Oster S, Pedersen B. Herpes zoster ophthalmicus and the mesencephalic nucleus: A
neuropathological Study[J]. Acta Pathol Microbiol Immunol Scand A 1986;94(4):263–269. 12. Reske-Nielsen E, Oster S, Pedersen B. Herpes zoster ophthalmicus and the mesencephalic nucleus: A
neuropathological Study[J]. Acta Pathol Microbiol Immunol Scand A 1986;94(4):263–269. Figures Page 6/7 Figure 1
Head CT and 3D reconstruction taken after the procedure. The arrowhead indicates the cathete
the arrow indicates the pump. Horizontal bitmap (A), Sagittal bitmap (B) and 3D reconstruction Figure 1
Head CT and 3D reconstruction taken after the procedure. The arrowhead indicates the catheter tip
the arrow indicates the pump. Horizontal bitmap (A), Sagittal bitmap (B) and 3D reconstruction (C, Figure 1 Head CT and 3D reconstruction taken after the procedure. The arrowhead indicates the catheter tip, and
the arrow indicates the pump. Horizontal bitmap (A), Sagittal bitmap (B) and 3D reconstruction (C,D). Page 7/7 Page 7/7
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A Proximate Analysis of the Seed of the Common Pigweed, <i>Amaranthus</i> <i>Retroflexus</i>
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AKALYSIS g
After completing a determination the capsule may
be lifted out of the apparatus by means of a wire hook,
and the spent acid may be drawn out with a pipette. The apparatus is then ready for the next determination
without even refilling with COZ. MOISTURE
IN
20-
AND
7 2-MESH
SAMPLES-O~
gram samples were dried in an electric drying oven
at exactly 100’ C. Preliminary tests showed that
14 and 4 hrs., respectively, were required to bring
the 20- and 72-mesh samples to constant weight. -20-Mesh-
-72-Mesh- RESULTS
Argillaceous
Calcite
Limestone
NanCOa aq. Per cent COz
Per cent COz
Per cent COz
43.53
24.71
34.74
43.67
24.34
34.40
43.40
24.67
By absorption method
43.52
24.36
34.59
24.59
34.30
-
Av., 43.51
-
By ignition
Av. 24.53
43.59
By absorption method
24.47(a) Moisture content, grams., .... 0.1127 0.1129
0.0860 0.0860 0.0860
Average percentage of moisture
11.28
8.60
20 Mesh
72 Mesh
I
I1
I
I1
I11 Moisture content, grams., .... 0.1127 0.1129
0.0860 0.0860 0.0860
Average percentage of moisture
11.28
8.60
I
I1
I
I1
I11 Moisture content, grams., .... 0.1127 0.1129
0.0860 0.0860 0.0860
Average percentage of moisture
11.28
8.60
AsH-Ash
was determined on one-gram samples
in an electric muffle at a temperature of
620’ C. I
I1
I
I1
I11
I
I1
I11
Ash content in grams., ....................... 0.0445
0.0448
0.0446
Average percentage of ash.. ......... ..... 4.46 AsH-Ash
was determined on one-gram samples AsH-Ash
was determined on one-gram samples
in an electric muffle at a temperature of
620’ C. I
I1
I11 in an electric muffle at a temperature of
620’ C. I
I1
I11
Ash content in grams., ....................... 0.0445
0.0448
0.0446
Average percentage of ash.. ......... ..... 4.46 I
I1
I11
Ash content in grams., ....................... 0.0445
0.0448
0.0446
Average percentage of ash.. ......... ..... 4.46 pletely to an ash- over a Bunsen burner. It was very difficult to burn the substance com- (a) Average of 100 determinations varying from 24.1 per cent to 24.8
per cent. SEVERANCE
CHEMICAL
LABORATORY
OBERLIN COLLEGE,
OBERLIN, OHIO one-gram portions of the material, dried respectively
to constant weight in an air oven and in a vacuum
sulfuric acid desiccator, were extracted in Soxhlet
extractors with anhydrous, alcohol-free ethyl ether
to completion, which required 16 hrs. DETERMINATIOK
O F OIL (ETHER EXTRACT)-AbOUt SEVERANCE
CHEMICAL
LABORATOR
OBERLIN COLLEGE,
OBERLIN, OHIO SEVERANCE
CHEMICAL
LABORATOR OBERLIN COLLEGE,
OBERLIN, OHIO ISachse, Chem. Zenlr., 1877, 732; Bureau of Chemistry, U. S. Dept.
2 Browne, J . Am. Chem. Soc., 1906, 439.
of Agriculture, Bull. 107. T H E JOCR,VAL OF I N D C S T R I A L A N D ENGI-VEERING C H E M I S T R Y July, 1918 July, 1918 July, 1918 529 By EVERHART
P. HARDINC
AND WALTER A. EOGE
Received August 3, 1917 I11
IV
I
I1
Oven dried, grams oil.. ............... 0.0798
0.0793
0.0788 0.0791
Desiccator dried, grams oil. ...... 0.0814 0.0788
0.0801
.... Oven dried, average percentage of oil.. . Desiccator dried, average percentage of oil
7.92
8.46 It was thought by the authors of this paper that
the partially carbonized bracts of the seeds of this
common plant might make a good filtering medium
€or decolorizing sugar and other colored solutions. This suggested other possible uses of the seeds which
led to their proximate analysis. The dried oil dissolved in cold sulfuric ether, but
not in cold petroleum ether. PRoTEIK-Protein
was determined by Gunning’s
modification of
Kjeldahl’s method, using one-gram
samples and the nitrogen conversion factor 6.2 j. I
I1
I11
IV
19.13
Proteincontent, grams.. ............... 0.1880 0.1873
0.1867 0.1880
Average percentage of protein. . , , . . , . . , PRoTEIK-Protein
was determined by Gunning’s
modification of
Kjeldahl’s method, using one-gram
samples and the nitrogen conversion factor 6.2 j. p. 37.
1 Minnesota Agricultural Experiment Station, Bull. 129, March 1913, Vr X 2 7 3 X 0.001965
-
760 The seeds were stripped from plants growing in
Waseca County in the southern part of Minnesota. They were cleaned by removing foreign matter and
chaff (bracts). The separation and removal of the
bracts was difficult and tedious. Approximately 75
per cent of the seeds were black and fully matured,
the rest were red, showing varying degrees of maturity. The sample was rapidly ground to 20-mesh size and
the moisture determined on a portion of this size to
represent total moisture in the seeds. The rest was
air-dried for 7 days and then ground to a 7a-mesh
size. Moisture and all other determinations were
made on this size sample. and call this the constant for the apparatus, K. We
then have : K P
Wt. of coz =
~
2 7 3 + t The percentage of COZ in the carbonate then follows,
thus IOO K P
Percentage of COz = ( 2 7 3 + t ) X Wt. of sample‘ By use of logarithms the necessary calculation may be
made in less than 2 min. The total time con-
sumed in making a determination, including the weigh-
ing and calculation, need not be over I j min. A PROXIMATE ANALYSIS OF THE SEED OF THE
COMMON PIGWEED, AMARANTHUS
RETROFLEXUS L By EVERHART
P. HARDINC
AND WALTER A. EOGE
Received August 3, 1917 By EVERHART
P. HARDINC
AND WALTER A. EOGE By EVERHART
P. HARDINC
AND WALTER A. EOGE
Received August 3, 1917 N A L OF I N D U S T R I A L A N D E N G I N E E R I N G C B E M I S T R Y
Vol. IO, ?Jo. 7 -I---. 7 1 1 -
7-111-----. 1
2
1
2
1
2
CueO, mg .......... 299.6 298.0
297.5
298.4
300.1
299.4
Dextrose, mg ....... 137.0 136.2
135.95
136.40
137.25 136.90
Percentage of starch
41.09
40.91
40.98
Starch, mg ......... 123.3 122.6
122.4
122.7
123.5
123.2
Average percentage of starch.. . . . . . . . . . . .40.96 DETERMINATION
OF CRUDE FIBER-This
determina-
tion was made on 2-g. samples containing 8.57 per
cent of moisture. Kennedy’s modification’ of Sweeney’s
method was used and modified by filtering and ig-
niting in alundum crucibles. g
I
I1
I11
IV
0.2585
0.2650
0.2590 0.2580
0.0358 0.0380 0.0398 0.0382
0.2127 0.2220
0.2192
0.2198
Crude fiber and ash, grams.. ,
. . . . 10.63
11.1100 10.96
10.99
10.92 STARCH D E T E R M I N A T I O N (DIASTASE METHOD)-Three-
gram samples were used and the diastase conversion
carried out as outlined in Leach’s “Food Inspection
and Analysis,” p. 284. The Munson-Walker method
was used for determining the amount of dextrose. The reductions were determined on an aliquot part
of a definite volume equivalent to 0.240 g. of material. For the conversion 0.60 g. of commercial diastase
with a reduction equivalent of 33.1 mg. of cuprous
oxide was used. TANNIr;-Qualitative
tests showed tannin. SUMMARY
-PERCENTAGES ON-
F
20-Mesh
72-Mesh
Oven-
Desiccator-
CONSTITUENTS
as Received
Air-Dried
Dried
Dried
Moisture. ................. 11.28
8.60
0.00
.... .......... 4.33
4.46
4.88
.... Oil (ether extract). . . . . . . . . . 7.03
7.24
7.92
8.46
Protein. 19.13
.... . . . . . . . . 20.93
Starch (diastase). 33.39
36.52
40.98
44.83
.... ---PERCENTAGES ON--
20-h.Iesh
72-Mesh
Oven-
CONSTITU~NTS
as Received Air-Dried
Dried
Hemicellulose (starch by acid conversion
. . . . . . 7.37
7.59
8.31. trace
trace
trace
. . . . . . Sugar (after inversion). . . . . . . . . . . . . . . . . . 2.32
2.39
2.31
Crudefiber ............................ 10.59
10.92
11.92
Tannin and other undetermined substance
by difference
6.35
6.52
7.17
Sugar (after inversion computed to cane
sugar)
....................... 2.08
2.15
2.35
......................... Th
i
l
i
h
h
h
d
ld oxide was used. 7
1
7
----II----. 7 - 1 1 1 7
1
2
1
2
1
2
CuzO, mg ........ 233.9
234.1
232.8
233.3
232.8
232.0
Dextrose, mg ..... N A L OF I N D U S T R I A L A N D E N G I N E E R I N G C B E M I S T R Y
Vol. IO, ?Jo. 7 89.40
89.50
88.85
89.10
88.85
88.46
.. 80.46
80.55
79.96
80.19
79.96
79.61
starch ......... 33.53
33.56
33.32
33.41
33.32
33.17
Average percentage of starch ... 33.39 determination of sugar was difficult on account of
the colloidal condition of the sugar extract. This
difficulty was finally overcome by keeping the solution
just slightly alkaline, which seemed to settle the col-
loids. Filtering was avoided as far as possible by
increasing the volume of the solution and pipetting
an aliquot volume. DETERMINATION O F SUGAR ( R E D U C I N G SUGARS)-The The proximate analysis shows that the seeds would
make a good component part of a stock food and as
seeds of related species have been found to contain
considerable amounts of potassium nitrate, the rather
high protein content would suggest that they might. be valuable as a chicken or bird food. q
Five-gram samples were boiled in 150 cc. of 50 per
cent neutral alcohol for an hour on a steam bath, with
reflux condenser. The solution was cooled to room
temperature and the volume made up to 500 cc. with
95 per cent alcohol made just alkaline. After thor-
oughly mixing and settling over night, 400 cc. were
pipetted off with continuous suction and evaporated
on a water bath to 20 cc. This volume was made up
to 2 5 0 cc., using 2 cc. of lead acetate to clarify. After
clarifying,
2 0 0 cc. were pipetted with continuous
suction into a beaker and the excess of lead precipi-
tated with anhydrous sodium carbonate. The solu-
tion was filtered and jo cc. of the filtrate used for
determining the sugar by the Munson-Walker method. From an aliquot part of the solution equivalent to
0.80 g. of material only a mere trace of CuzO was
formed. CHEMICAL LABORATORY
UNIVBRSITY OF MINNESOTA CHEMICAL LABORATORY
MINNEAPOLIS
UNIVBRSITY OF MINNESOTA CHEMICAL LABORATORY
MINNEAPOLIS
UNIVBRSITY OF MINNESOTA CHEMICAL LABORATORY
MINNEAPOLIS
UNIVBRSITY OF MINNESOTA
THE DETECTION OF VEGETABLE GUMS IN FOOD
PRODUCTS THE DETECTION OF VEGETABLE GUMS IN FOOD
PRODUCTS By A. A. COOK AND A. G. WOODM The use of gums in food products is dependent
mainly on their physical properties, the most note-
worthy of
which is their colloidal
nature. This
property enables the gum substance to hold within
itself relatively large quantities of water and still
impart a decided “body” t o the mixture. Their use
is specifically, then, as thickeners and binders in such
food products as marshmallow preparations, ice cream,
custards, pie fillings, egg substitutes, and flavoring
emulsions. The gums ordinarily employed are gum
arabic, gum tragacanth,
Indian
gum, agar-agar,
and commercial dextrin. Gelatin, egg albumin, a n d . commercial glucose, as well as starch, are also used
for the same purpose. DETERMINATION
OF S U G A R
(AFTER
INVERSION)-
Fifty cubic centimeters of the solution in the pre-
ceding determination from which the excess lead
was precipitated were pipetted into a 100-cc. graduated
flask, 5 cc. of concentrated hydrochloric acid added,
the volume made up to I O O cc. with distilled water,
and allowed to remain over night at about zoo C. DESCRIPTION O F PL.4NT’ This variety of pigweed is commonly called “red
root,” “rough pigweed,” “green amaranthus” and
“Chinaman’s greens.”
It is an annual weed which
grows from a well-formed
and fairly deep-rooted
tap root. The root is generally red. The plant
grows from I to 3 ft. high and is branched, the branches
coming obliquely from the stem. The stem and
leaves are rough. The plant flowers fron; July to
September. These flowers are very inconspicuous,
appearing in the angle formed by the stem and leaf
stalk. The seeds are oval, black and shiny, and
ripen during August, or before. The weed occurs
in all parts of the State of Minnesota and thrives in
all kinds of soil, but prefers a rich loam. It is common
in gardens and waste places and does most injury
by crowding out crop plants. I
I1
I11
IV
19.13
Proteincontent, grams.. ............... 0.1880 0.1873
0.1867 0.1880
Average percentage of protein. . , , . . , . . , s T A R c H DE T E R MI N A TI o N ( ACI D c o NVE R SI o N ME TH OD)
-Three-gram
samples were used. The usual acid
conversion1 of starch into dextrose was made and the
amount of
dextrose determined by the Munson-
Walker method.z The seeds occupied a volume of
2.10 cc., for which allowance was made. Aliquot
parts of the solution equivalent to 0.30 g. of substance
were used in the reductions and the starch conversion
factor of 0.90 was used. The following amounts of reduced cuprous oxide
and the corresponding weights of dextrose and starch
were found. p. 37. 1 Minnesota Agricultural Experiment Station, Bull. 129, March 1913, T H E J O U R N A L OF I N D U S T R I A L A N D E N G I N E E R I N G C B E M I S T R Y
Vol. IO, ?Jo. 7 530 T H E J O U R N A L OF I N D U S T R I A L A N D E N G I N E E R I N G C B E M I S T R Y
Vol. IO, ?Jo. 7 T H E J O U R N A L OF I N D U S T R I A L A N D E N G I N E E R I N G C B E M I S T R Y
Vol. IO, ?Jo. 7 T H E J O U R N A L OF I N D U S T R I A L A N D E N G I N E E R I N G C B E M I S T R Y
V p
EXISTING METHODS EXISTING METHODS
The methods which have been proposed for the de-
tection of this class of
materials are based for the
most part on isolated reactions for a particular gum,
depending on some color or solubility test of the crude
gum itself , and having no -reference to the detection
of small amounts of the gum in a complex food mixture. Of the few that are more general perhaps the best
THISJOURNAL4 (1912) 600 CuzO, mg .............................. 21.00 21.40
21.90 21.10
Dextrose, mg.. ......................... 9.40
9.56
9.76
9.44
--I---. c---II--. 1
2
1
2
Percentage of dextrose,. , , . , , , , , . , , , . , , . Average percentage of dextrose.. ......... Percentage calculated as cane sugar.. . . . . . 2.35
2.39
2.44
2.36
2.39
2.15 The acid was nearly neutralized and the sugar de-
termined in an aliquot part of the solution, equivalent
to 0.40 g. of material, by the Munson-Walker method. 1 THIS JOURNAL,
4 (1912), 600.
|
https://openalex.org/W4200388377
|
https://www.frontiersin.org/articles/10.3389/fcell.2021.793428/pdf
|
English
| null |
Interplay Among Metabolism, Epigenetic Modifications, and Gene Expression in Cancer
|
Frontiers in cell and developmental biology
| 2,021
|
cc-by
| 18,017
|
Edited by:
Lutao Du,
Second Hospital of Shandong
University, China Edited by:
Lutao Du,
Second Hospital of Shandong
University, China Edited by:
Lutao Du,
Second Hospital of Shandong
University, China Reviewed by:
Marco Sciacovelli,
University of Cambridge,
United Kingdom
Jian Zhang,
Fourth Military Medical University,
China
Lei Chen,
Eastern Hepatobiliary Surgery
Hospital, China Reviewed by:
Marco Sciacovelli,
University of Cambridge,
United Kingdom
Jian Zhang,
Fourth Military Medical University,
China
Lei Chen,
Eastern Hepatobiliary Surgery
Hospital, China *Correspondence:
Wei Huang
weihuang@ccmu.edu.cn
Yan Wang
yanwang@cicams.ac.cn
†These authors have contributed
equally to this work and share first
authorship *Correspondence:
Wei Huang
weihuang@ccmu.edu.cn
Yan Wang
yanwang@cicams.ac.cn
†These authors have contributed
equally to this work and share first
authorship Keywords: epigenetic modifications, metabolic reprogramming, metabolic enzymes, gut microbiota, clinical trails Specialty section:
This article was submitted to
Epigenomics and Epigenetics,
a section of the journal
Frontiers in Cell and Developmental
Biology
Received: 12 October 2021
Accepted: 01 December 2021
Published: 24 December 2021
Citation:
Huo M, Zhang J, Huang W and
Wang Y (2021) Interplay Among
Metabolism, Epigenetic Modifications,
and Gene Expression in Cancer. Front. Cell Dev. Biol. 9:793428. doi: 10.3389/fcell.2021.793428 Specialty section:
This article was submitted to
Epigenomics and Epigenetics,
a section of the journal
Frontiers in Cell and Developmental
Biology REVIEW published: 24 December 2021
doi: 10.3389/fcell.2021.793428 INTRODUCTION Cancer is a disease with high morbidity and mortality and is a serious threat to human health (Bray
et al., 2021). Genome instability and mutations contribute to the extraordinary diversity of cancer, and
tumors acquire multiple hallmarks during their multistep development, including the reprogramming
of energy metabolism (Hanahan and Weinberg, 2011; Sung et al., 2021). Over the past few decades,
researchers have found that the metabolic characteristics of tumor cells are significantly different from
those of normal cells. Tumor cells have high nutrient and energy requirements, based on their
characteristics of sustaining proliferative signaling, evading growth suppressors, and deregulating
cellular energetics (Hanahan and Weinberg, 2011). The metabolic reprogramming of tumor cells
enables them to obtain essential nutrients from a nutrition-deficient environment to maintain
continuous cell growth and proliferation (Pavlova and Thompson, 2016). On one hand, the
activation of oncogenes and the deficiency of tumor suppressor genes promote the metabolic
reprogramming of tumors, to achieve stronger nutrient-utilization ability and provide material and Received: 12 October 2021
Accepted: 01 December 2021
Published: 24 December 2021 Epigenetic modifications and metabolism are two fundamental biological processes. During
tumorigenesis
and
cancer
development
both
epigenetic
and
metabolic
alterations
occur
and
are
often
intertwined
together. Epigenetic
modifications
contribute to metabolic reprogramming by modifying the transcriptional regulation of
metabolic enzymes, which is crucial for glucose metabolism, lipid metabolism, and
amino acid metabolism. Metabolites provide substrates for epigenetic modifications,
including histone modification (methylation, acetylation, and phosphorylation), DNA and
RNA methylation and non-coding RNAs. Simultaneously, some metabolites can also serve
as substrates for nonhistone post-translational modifications that have an impact on the
development of tumors. And metabolic enzymes also regulate epigenetic modifications
independent of their metabolites. In addition, metabolites produced by gut microbiota
influence host metabolism. Understanding the crosstalk among metabolism, epigenetic
modifications, and gene expression in cancer may help researchers explore the
mechanisms of carcinogenesis and progression to metastasis, thereby provide
strategies for the prevention and therapy of cancer. In this review, we summarize the
progress in the understanding of the interactions between cancer metabolism and
epigenetics. EPIGENETIC MODIFICATIONS Increasing evidence suggests that cancer is a metabolic disease. Epigenetic regulation plays a crucial role in metabolic regulation
and tumorigenesis (Li et al., 2018; Bates, 2020). To maintain
homeostasis and ensure cell survival, cells must dynamically
respond to changes in the environment and reprogram their
metabolic state. Similarly, the harmonization of gene expression
is required to ensure normal cell function. Epigenetic modifications
provide an ideal mechanism for the regulation of gene expression
and metabolic reprogramming. Specifically, changes in histone
modification are fast and reversible and rely on metabolic
intermediates as cofactors for modification. Therefore, it is of
great significance to understand the relationship among the
metabolic
environment,
epigenetic
modifications,
and
the
expression of genes that play a role in many diseases, particularly
cancer (Li et al., 2018). Citation: Altered metabolic profiles mainly occur
with respect to the uptake and metabolism of glucose and amino
acids and the synthesis of lipids. For example, the Warburg effect,
observed in cancer, suggests that even under sufficient oxygen
conditions, malignant tumor cells are active in anaerobic glycolysis,
which yields lactic acid, instead of oxidative phosphorylation like
that in normal differentiated cells, characterized by a high glucose
uptake rate and active glycolysis; moreover, a high level of the
metabolite lactic acid correlates with poor tumor prognosis
(Warburg, 1956; Som et al., 1980; Vander Heiden et al., 2009). Although aerobic glycolysis is an inefficient way to generate
adenosine 5′-triphosphate (ATP), it meets the nutrient needs
for cancer cell proliferation via the incorporation of metabolized
nutrients into biomass. This reveals a link between cellular
metabolism and cell growth control (Vander Heiden et al.,
2009). As
a
highly
versatile
nutrient,
glutamine
is
also
important for tumor cell growth. Cancer cells take up glutamine
via glutamine transporter (ASCT2), also known as solute carrier
family 1 member 5 (SLC1A5) (Wang et al., 2015). Further, cancer
cells are addicted to glutamine through oncogene-dependent
pathways involving c-MYC, AKT (Serine/Threonine Kinase 1),
and p53 (Tumor Protein P53) (Wettersten et al., 2017). Likewise, as
a principal growth-supporting substrate, glutamine provides
nitrogen
for
the
biosynthesis
of
purine
and
pyrimidine
nucleotides, glucosamine-6-phosphate, and nonessential amino
acids (Pavlova and Thompson, 2016). Additionally, a process
known as glutaminolysis can divert abundant glutamine to
replenish the tricarboxylic acid (TCA) cycle (Wong et al., 2017). Lifestyle-related factors, especially diet and nutrition, have a
profound effect on human health. Moreover, the gut microbiota
plays an important role in this by further metabolizing nutrients
from the diet and producing a variety of chromatin-modifying
compounds,
ultimately
regulating
histone
methylation
and
acetylation by modulating the intracellular pools of metabolites
(Dai et al., 2020). Epigenetic modificatios and metabolism are two fundamental
biological
processes. Epigenetic
alterations
and
metabolic
reprogramming in cancer are highly interrelated. Oncogene-
driven
metabolic
reprogramming
alters
the
epigenetic
landscape by regulating DNA and histone modification-related
enzyme activity. However, the expression of metabolic genes is
regulated
by
epigenetic
mechanisms,
thus,
altering
the
metabolome. Therefore, the crosstalk between epigenetics and
metabolism plays a crucial role in carcinogenesis and cancer
progression
through
the
proliferation,
metastasis,
and
heterogeneity of cancer cells. Citation: December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 1 Huo et al. Metabolism Crosstalk with Epigenetic Modifications energy for biosynthesis. At the same time, a lack of nutrition in
solid tumors also requires malignant tumor cells to possess
metabolic flexibility to maintain growth and survival (Boroughs
and DeBerardinis, 2015). Altered metabolic profiles mainly occur
with respect to the uptake and metabolism of glucose and amino
acids and the synthesis of lipids. For example, the Warburg effect,
observed in cancer, suggests that even under sufficient oxygen
conditions, malignant tumor cells are active in anaerobic glycolysis,
which yields lactic acid, instead of oxidative phosphorylation like
that in normal differentiated cells, characterized by a high glucose
uptake rate and active glycolysis; moreover, a high level of the
metabolite lactic acid correlates with poor tumor prognosis
(Warburg, 1956; Som et al., 1980; Vander Heiden et al., 2009). Although aerobic glycolysis is an inefficient way to generate
adenosine 5′-triphosphate (ATP), it meets the nutrient needs
for cancer cell proliferation via the incorporation of metabolized
nutrients into biomass. This reveals a link between cellular
metabolism and cell growth control (Vander Heiden et al.,
2009). As
a
highly
versatile
nutrient,
glutamine
is
also
important for tumor cell growth. Cancer cells take up glutamine
via glutamine transporter (ASCT2), also known as solute carrier
family 1 member 5 (SLC1A5) (Wang et al., 2015). Further, cancer
cells are addicted to glutamine through oncogene-dependent
pathways involving c-MYC, AKT (Serine/Threonine Kinase 1),
and p53 (Tumor Protein P53) (Wettersten et al., 2017). Likewise, as
a principal growth-supporting substrate, glutamine provides
nitrogen
for
the
biosynthesis
of
purine
and
pyrimidine
nucleotides, glucosamine-6-phosphate, and nonessential amino
acids (Pavlova and Thompson, 2016). Additionally, a process
known as glutaminolysis can divert abundant glutamine to
replenish the tricarboxylic acid (TCA) cycle (Wong et al., 2017). Lifestyle-related factors, especially diet and nutrition, have a
profound effect on human health. Moreover, the gut microbiota
plays an important role in this by further metabolizing nutrients
from the diet and producing a variety of chromatin-modifying
compounds,
ultimately
regulating
histone
methylation
and
acetylation by modulating the intracellular pools of metabolites
(Dai et al., 2020). energy for biosynthesis. At the same time, a lack of nutrition in
solid tumors also requires malignant tumor cells to possess
metabolic flexibility to maintain growth and survival (Boroughs
and DeBerardinis, 2015). Deoxyribonucleic Acid and Ribonucleic
Acid Methylation y
Many studies have shown that DNA and RNA methylation plays an
important role in regulating cancer metabolism (Saghafinia et al.,
2018; Uddin et al., 2021). Abnormal methylation in the promoter
region of tumor suppressor genes is key to tumorigenesis and cancer
development (Nishiyama and Nakanishi, 2021). Zinc finger DHHC-
Type containing 1 (ZDHHC1), a recently discovered tumor
suppressor gene, is silenced in a variety of cancers through
abnormal hypermethylation to inhibit glucose metabolism and
the
pentose
phosphate
pathway
(Le
et
al.,
2020). The
transcription factor brother of the regulator of imprinted sites
(BORIS) regulates the methylation of pyruvate kinase M1/2
(PKM) exons and the alternative splicing of PKM mRNA to
mediate the Warburg effect and promote breast cancer (Singh
et al., 2017). In colon cancer, hypermethylation of the derlin3
(DERL3) promoter region promotes high expression of solute
carrier family 2 member 1 (SLC2A1) to enhance the Warburg
effect
(Lopez-Serra
et
al.,
2014). Methyltransferase
3,
N6-
adenosine-methyltransferase
complex
catalytic
subunit
3
(METTL3) attaches m6A-IGF2BP2/3 to stabilize the expression
of
hexokinase
2
(HK2),
resulting
in
the
expression
of
phosphorylated glucose hexokinases, and SLC2A1, resulting in the
expression of glucose transporter (GLUT1), in colon cancer to
activate the glycolytic pathway (Shen et al., 2020) (Figure 1). Heritable changes in gene expression that do not include changes
to the DNA sequence itself are termed epigenetic changes. Epigenetics mainly are manifested as DNA methylation, histone
post-translational modifications (PTMs), such as acetylation,
methylation,
phosphorylation,
ubiquitination,
glycosylation,
lactylation, succinylation, and other acyl modifications, including
O-linked N-acetylglucosamine modification (O-GlcNAcylation)
(Esteller, 2008; Tan et al., 2011; Suva et al., 2013; Huang
et al., 2014; Tessarz and Kouzarides, 2014; Dai et al., 2020),
as well as RNA methylation, including N6-methyladenosine
(m6A)
and
5-methylcytosine
(m5C)
(Han
et
al.,
2020). Epigenetic plasticity in the process of tumorigenesis and
development
facilitates
the
acquisition
of
hallmark
characteristics
of
cancer
(Esteller,
2008;
Hanahan
and
Weinberg, 2011). Many metabolic intermediates serve as
epigenetic
modification
substrates
or
cofactors,
and
the
various epigenetic processes are primarily governed by the
concentrations of the involved reactants (Simithy et al., 2017;
Wagner et al., 2017; Thakur and Chen, 2019). December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 2 Huo et al. Huo et al. Deoxyribonucleic Acid and Ribonucleic
Acid Methylation Metabolism Crosstalk with Epigenetic Modifications FIGURE 1 | Regulation of glycolysis and gluconeogenesis enzymes by epigenetic modificatio
epigenetic regulation of the key proteins, GLUT1, HK2, PKM, ENO2, LDHA, IDH, and the key FIGURE 1 | Regulation of glycolysis and gluconeogenesis enzymes by epigenetic modifications. Epigenetic regulatory enzymes, lncRNA, and circRNA regulate the
epigenetic regulation of the key proteins, GLUT1, HK2, PKM, ENO2, LDHA, IDH, and the key enzymes FBP and PCK in the process of gluconeogenesis. GLUT1, glucose
transporter type 1; HK2, hexokinase 2; PKM, pyruvate kinase M1/2; ENO2, enolase 2; LDHA, lactate dehydrogenase A; IDH, isocitrate dehydrogenase (NADP (+)); FBP,
fructose-bisphosphatase; PCK, phosphoenolpyruvate carboxykinase. FIGURE 1 | Regulation of glycolysis and gluconeogenesis enzymes by epigenetic modifications. Epigenetic regulatory enzymes, lncRNA, and circRNA regulate the
epigenetic regulation of the key proteins, GLUT1, HK2, PKM, ENO2, LDHA, IDH, and the key enzymes FBP and PCK in the process of gluconeogenesis. GLUT1, glucose
transporter type 1; HK2, hexokinase 2; PKM, pyruvate kinase M1/2; ENO2, enolase 2; LDHA, lactate dehydrogenase A; IDH, isocitrate dehydrogenase (NADP (+)); FBP,
fructose-bisphosphatase; PCK, phosphoenolpyruvate carboxykinase. December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 3 Metabolism Crosstalk with Epigenetic Modifications Huo et al. hypoxic conditions, contributing to the Warburg effect (Yang
et al., 2014). HIFAL (the anti-sense lncRNA of HIF1α) recruits
PHD3 to PKM2 to promote the hydroxylation of its proline
residues, and the PKM2/PHD3 complex is then guided by
heterogeneous nuclear ribonucleoprotein F (hnRNPF) into the
nucleus to enhance the transcriptional activation of HIF1α and
promote glycolysis (Zheng et al., 2021). Meanwhile, HIF-1α-
stabilizing
long
noncoding
RNA
(HISLA)
inhibits
the
interaction
between
prolyl
hydroxylase
domain-containing
protein 2 (PHD2) and HIF1α to prevent the degradation of
HIF1α and promote glycolysis, hindering breast cell apoptosis
(Chen et al., 2019). Many genes involved in glucose metabolism
are transcriptionally activated by HIF1α (Semenza, 2003)
(Figure 2). The reduced transcription of fructose bisphosphates 1 (FBP1),
a rate-limiting enzyme in gluconeogenesis, mediates disruptions
to gluconeogenesis and increased glycolytic activity, causing
tumor progression and poor prognosis (Hirata et al., 2016). Under hypoxic conditions, HIF1a promotes the methylation of
FBP1 by upregulating the expression of glycogen-branching
enzyme 1 (GBE1) in lung adenocarcinoma (Li L. et al., 2020). The promoter region of fructose-bisphosphatase 2 (FBP2) in
gastric cancer is densely methylated to promote glucose
metabolism (Li et al., 2013) (Figure 1). Non-Coding Ribonucleic Acids Non Coding Ribonucleic Acids
Recent studies have shown that non-coding RNAs regulate the
metabolic remodeling of tumors, including sugar metabolism,
lipid metabolism, cholesterol metabolism, and amino acid
metabolism (Xu et al., 2021c; Sellitto et al., 2021). However,
the mechanism by which long non-coding RNAs regulate tumor
metabolism is still unclear. Many studies have explored the
relationship
between
metabolism
and
non-coding
RNAs. Urothelial cancer associated 1 (UCA1) has been shown to
increase the activation of HK2 by inhibiting miR203 and to
regulate glucose metabolism by increasing glucose uptake and
lactic acid production, promoting the proliferation and metastasis
of esophageal cancer (Liu H.-E. et al., 2020). CircCDKN2B-AS1,
the cyclic structure of the long non-coding RNA CDKN2B-AS1,
can combine with IMP U3 small nucleolar ribonucleoprotein 3
(IMP3) to stabilize the transcription of HK2 and promote aerobic
glycolysis and the malignant phenotype in cervical cancer (Zhang
Y. et al., 2020). Prostate cancer associated 3 (PCA3) targets miR-
132–3P and weakens its interaction with SREBP1, leading to lipid
metabolism disorders caused by antimony exposure in prostate
cancer (Guo et al., 2021) (Figure 1). Deoxyribonucleic Acid and Ribonucleic
Acid Methylation g
Peroxisome proliferator activated receptor alpha (PPARα), a
nuclear receptor that regulates lipid homeostasis, inhibits DNA
methyltransferase 1 (DNMT1)-mediated cyclin dependent kinase
inhibitor 1A (CDKN1A) and PRMT6-mediated cyclin dependent
kinase inhibitor 1b (CDKN1B) to promote colon cancer (Luo
et al., 2019). YTH n6-methyladenosine RNA binding protein 2
(YTHDF2) is downstream of epidermal growth factor receptor/
src proto-oncogene, non-receptor tyrosine kinase/extracellular
signal-regulated
kinase
(EGFR/SRC/ERK)
and
plays
an
important role in the proliferation and invasion of glioma
cells. Studies
have
shown
that
YTHDF2
mediates
the
downregulation of liver X receptor-alpha (LXRA) mRNA
through m6A to influence glioblastoma (GBM) cholesterol
homeostasis (Fang et al., 2021). Argininosuccinate synthase 1
(ASS1)
in
cisplatin-resistant
bladder
cancer
cells
is
hypermethylated,
resulting
in
greatly
downregulated
expression, suppressing the apoptotic effects of cisplatin (Yeon
et al., 2018). Recent research on microRNAs has led to increasing evidence
on the pivotal role of miRNAs in all stages of tumor development. MiR-9-1 targets HK2 to inhibit glycolysis, reduce the formation
of lactic acid, and promote metabolic reprogramming in
nasopharyngeal carcinoma cells (Xu Q. L. et al., 2021). Meanwhile, miR-542–3p elevates HK2 to induce glycolysis in
GBM (Kim et al., 2021). miRNA-1185-2-3p inhibits Golgi
phosphoprotein 3 (GOLPH3L) and affects central carbon
metabolism regulated by GOLPH3L (Xu et al., 2021b). MiR-
16–5p and 15b-5p coregulate ALDH1A3, which can inhibit the
ubiquitination of PKM2 and regulate glycolysis to exert anti-
cancer effects (Huang X. et al., 2021). In ovarian cancer, miR-
424–5p inhibits mitochondrial elongation factor 2 (MIEF2),
which
regulates
mitochondrial
fission,
inhibits
glucose
metabolism from oxidative phosphorylation to glycolysis, and
inhibits tumor growth (Zhao et al., 2020). LIX1-like protein
(LIX1L) promotes miR-21–3p, inhibits FBP1, reduces lactic
acid production, and affects sugar metabolism to inhibit tumor
growth (Zou et al., 2021) (Figure 1). MiR-15a-5p inhibits acetate
uptake and acyl-CoA synthetase short chain family member 2
(ACSS2) and H4 acetylation in the nucleus under hypoxia,
inhibiting fatty acid synthesis in lung cancer cells and further
suppressing malignancy in lung cancer (Ni et al., 2020). Histone Modifications Meanwhile, the interaction between LSD1 and snail family
transcriptional repressor 2 (SNAIL2, also known as SLUG, an
important epigenetic regulator of de novo adipose tissue)
mediates the demethylation of H3K9 and stimulates FASN
expression and lipogenesis (Liu Y. et al., 2020; Manuel and
Haeusler,
2020). Protein
arginine
methyltransferase
5
(PRMT5) regulates fat cells by promoting the expression of
fatty acid synthase (FASN; lipid synthesis gene) by methylating
sterol regulatory element binding transcription factor 1 (SREBP1)
(Jia et al., 2020). (Rausch et al., 2021). Enhancer of zeste 2 polycomb repressive
complex 2 subunit (EZH2), a key epigenetic enhancer, suppresses
gene transcription by promoting H3K27me3 (Zhang T. et al.,
2020). Recently, EZH2 was shown to affect tumor cell
metabolism, including carbohydrate metabolism, amino acid
metabolism,
and
lipid
metabolism. EZH2
regulates
the
Warburg
effect
to
promote
tumorigenesis
and
cancer
development. EZH2-mediated
histone
H3
lysine
27
trimethylation mediates the downregulation of LINC00261 to
promote glycolysis in pancreatic cancer (Zhai et al., 2021). EZH2
is enriched in the WNT promoter region and regulates
H3K27me3 to suppress the transcription of WNTs, including
WNT-1, 6, 10a, and 10b genes, which are involved in the process
of adipogenesis (Wang et al., 2010). In lung cancer, lysine
methyltransferase
2D
(KMT2D)
is
highly
expressed
and
regulates the super enhancers H3K4me1 and H3K27ac of
period
circadian
regulator
2
(PER2;
circadian
inhibitory
factor), affecting the expression of PER2 and its downstream
glycolytic genes (Alam et al., 2020). As a H3K27me2 reader, PHD
Finger Protein 20 Like 1(PHF20L1) plays important roles in
promoting the Warburg effect via many glycolysis-related genes
(GRGs) in breast cancer (Hou et al., 2020). Lysine-specific histone
demethylase 1 (LSD1) also plays an important role in the
metabolic
regulation
of
hepatocellular
carcinoma. LSD1
mediates the methylation of H3K4 to inhibit the expression of
PPARgamma coactivator 1alpha (PGC1α), thereby, affecting
mitochondrial oxidative respiration (Sakamoto et al., 2015). Meanwhile, the interaction between LSD1 and snail family
transcriptional repressor 2 (SNAIL2, also known as SLUG, an
important epigenetic regulator of de novo adipose tissue)
mediates the demethylation of H3K9 and stimulates FASN
expression and lipogenesis (Liu Y. et al., 2020; Manuel and
Haeusler,
2020). Protein
arginine
methyltransferase
5
(PRMT5) regulates fat cells by promoting the expression of
fatty acid synthase (FASN; lipid synthesis gene) by methylating
sterol regulatory element binding transcription factor 1 (SREBP1)
(Jia et al., 2020). Histone Modifications Various PTMs act on histones. Most histone modification sites
are at the N-terminal end of the nucleosome tail of H3 and H4
histones. Common histone modifications include methylation,
acetylation, ubiquitination, SUMOylation, and phosphorylation
(Ahringer and Gasser, 2018). However, in recent years, new
histone
modifications
have
been
discovered,
including
crotonylation, GlcNAcylation, and citrullination (Blakey and
Litt, 2015; Zhang M. et al., 2020). Different histone modifications are associated with different
chromatin states—specifically, the methylation of H3K4 activates
transcription, trimethylation at H3K27 is associated with
transcription
inhibition,
acetylation
of
the
histone
tail
generally promotes transcription, and deacetylation of histones
inhibits transcription (Carter and Zhao, 2021). Epigenetic
changes control the expression of many metabolic genes,
which are important in cancer metabolism (Sun et al., 2021). Increasing
evidence
shows
that
histone
methylation
and
metabolic variations in cancer cells are highly correlated HIF1α upregulates the transcription of genes encoding glucose
transporters and glycolytic enzymes to regulate tumor glucose
metabolism. In recent years, several studies have shown that long
non-coding RNAs (lncRNAs) play key roles in regulating the
HIF1α pathway (Tan Y. T. et al., 2021). LncRNA-p21 is a
hypoxia-reactive lncRNA that can bind HIF1α to inhibit the
ubiquitination of HIF1α and then promote glycolysis under December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 4 Huo et al. Huo et al. Metabolism Crosstalk with Epigenetic Modifications FIGURE 2 | Epigenetic regulation of HIF1A regulates glycolytic enzymes. HIFAL recruits PHD3 to PKM2, and the PKM2/PHD3 complex is then guided by HNRNPF
into the nucleus to enhance the transcriptional activation of HIF1α to promote the expression of genes related to glucose metabolism. LncRNA-P21 protects HIF1A
stability. PHD3, prolyl hydroxylase domain-containing protein 3; HNRNPF, heterogeneous nuclear ribonucleoprotein F; HIFAL, anti-sense lncRNA of HIF1A; PKM2,
pyruvate kinase M2. FIGURE 2 | Epigenetic regulation of HIF1A regulates glycolytic enzymes. HIFAL recruits PHD3 to PKM2, and the PKM2/PHD3 complex is then guided by HNRNPF
into the nucleus to enhance the transcriptional activation of HIF1α to promote the expression of genes related to glucose metabolism. LncRNA-P21 protects HIF1A
stability. PHD3, prolyl hydroxylase domain-containing protein 3; HNRNPF, heterogeneous nuclear ribonucleoprotein F; HIFAL, anti-sense lncRNA of HIF1A; PKM2,
pyruvate kinase M2. Histone Modifications Acetylation
and
deacetylation
can
also
affect
the
transcriptional output of metabolic genes in various working
models. EZH2-deficient cells show increased H3K27 acetylation,
indicating that acetylation and trimethylation of H3K27 have a
repulsive effect in regulating WNT expression (Wang et al.,
2010). In contrast, EZH2 can also inhibit the expression of
apolipoprotein
E
(APOE)
in
adipocytes
to
promote
lipoprotein-dependent lipid accumulation (Yiew et al., 2019). Histone deacetylase 11 (HDAC11) inhibits histone acetylation
of serine/threonine kinase 11(STK11) promoter to inhibit its
transcription, thereby, promoting the glycolysis pathway and
leading to tumor stemness (Bi et al., 2021). Sirtuin 6 (SIRT6)
blocks the expression of hypoxia inducible factor 1 subunit alpha
(HIF1α) to regulate glucose homeostasis by regulating the
deacetylation of H3K9 (Zhong et al., 2010). Sirtuin 4 (SIRT4)
inhibits the expression of sirtuin 1 (SIRT1) by inhibiting
glutamine metabolism, and SIRT1 promotes the deacetylation December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 5 Huo et al. Metabolism Crosstalk with Epigenetic Modifications of H4K16 to regulate the stemness of breast cancer cells (Du et al.,
2020). Ubiquitously transcribed TPR gene on the X chromosome
(UTX) is enriched in the uncoupling protein 1 (UCP1) and
PPARG coactivator 1 Alpha (PGC1α) promoters and mediates
the demethylation of H3K27me3, which interacts with the
histone acetyltransferase (HAT) protein CREB binding protein
(CBP), leading to the acetylation of H3K27 (H3K27ac). UTX
mediates H3K27me3 demethylation and H3K27ac and converts
the target gene from a transcriptionally repressed state to a
transcriptionally
activated
state
to
positively
regulate
the
thermogenesis of brown adipocytes (Zha et al., 2015). Under
hypoxia, acetate increases the acetylation of H3K9, H3K27 and
H3K56 in the promoter regions of ACACA and FASN to activate
de novo lipid synthesis (Gao et al., 2016). E1A binding protein
P300/CREB-binding
protein
(P300/CBP)
mediates
histone
acetylation of H3K18 and H3K27 in hepatocellular carcinoma
to regulate
the expression
of glycolysis-related
metabolic
enzymes. In addition, the p300 inhibitor B029-2 effectively
blocks
the
metabolic
reprogramming
of
hepatocellular
carcinoma (Cai et al., 2021). Histone lactation is also an
emerging epigenetic modification of histone lysine residues
(Liberti and Locasale, 2020). It depends on tumor protein
P53–E1A-binding protein P300 (p53–P300) to promote gene
transcription and promote M2-like features in the late phase
of M1 macrophage division (Zhang et al., 2019). EPIGENETIC REGULATION BY
METABOLITES AND METABOLIC
ENZYMES Metabolism is an umbrella term for a variety of different orderly
chemical reactions that occur in organisms to maintain life and
serve cellular demands, including energy generation and protein
biosynthesis, thereby, maintaining biological structure and
functions and responding to the environment. Metabolism can
be regarded as a process of continuous material and energy
exchange. Intermediates
produced
by
metabolism
often
participate in epigenetic regulation by serving as substrates or
cofactors
for
epigenome-modifying
enzymes. During
environmental
disturbances,
cellular
metabolism
transmits
regulatory signals to the genome via epigenetic modifications
(Reid et al., 2017; Cavalli and Heard, 2019) (Table 1). Although many studies have focused on the modification of
histones, many reports have shown that these histone modification
enzymes regulate the modification of non-histone proteins, such as
the sirtuin (SIRT) family, the deacetylase histone deacetylase
(HDAC)
family,
the
protein
arginine
n-methyltransferase
(PRMT) family (Eom and Kook, 2014; Biggar and Li, 2015;
Rodríguez-Paredes and Lyko, 2019; Navas and Carnero, 2021). These
proteins,
by
regulating
metabolic
enzymes,
play
an
important role in the occurrence and development of tumors. The SIRT family is an NAD+-dependent type III deacetylase. Many members of this family have recently been shown to regulate
tumor metabolism through acetylation (Navas and Carnero, 2021). Sirtuin 2 (SIRT2) mediates the deacetylation of isocitrate
dehydrogenase (NADP (+)) 1 (IDH1), thereby, promoting
IDH1 activity and the production of α-ketoglutarate (α-KG),
inhibiting liver metastasis of colon cancer and improving
prognosis (Wang et al., 2020). SIRT3 inhibits the acetylation of
IDH2 at K413 and promotes isocitrate dehydrogenase (NADP (+))
2 (IDH2) activity by promoting IDH2 dimerization to inhibit
glycolysis (Zou et al., 2017). Sirtuin 7 (SIRT7) in the liver increases
fatty acid uptake and triglyceride synthesis and storage. SIRT7
inhibits the degradation of testicular nuclear receptor 4 (TR4) via
the ddb1-and cul4-associated factor 1/damage specific DNA
binding protein 1/cullin 4b (DCAF1/DDB1/CUL4B) complex
(Yoshizawa et al., 2014) (Figure 1). Histone Modifications enzyme PEPCK1 in gluconeogenesis to increase gluconeogenesis
and inhibit the Warburg effect in hepatocellular cancer (HCC) to
prevent the development of this disease. However, PEPCK1 after
SUMOylation becomes unstable and the interaction weakens,
inhibiting gluconeogenesis and promoting glycolysis (Bian et al.,
2017). In addition, metastasis associated 1 (MTA1) interacts with
the transcription factor myc proto-oncogene protein (MYC) to
regulate its transcription on the lactate dehydrogenase A (LDHA;
an enzyme that catalyzes the production of lactic acid from
pyruvate) via its promoter (Guddeti et al., 2019) and MTA1
upregulates HIF1α under hypoxic conditions by stimulating
HIFα transcription (Huang W. et al., 2021). Six homeobox 1
(SIX1) is a key transcription factor that regulates glycolysis-
related enzymes (GLUT1 and HK2). SIX1 increases the level
of O-GlcNAcylation, and its O-GlcNAcylation enhances the
stability
of
SIX1,
coordinates
glucose
metabolism,
and
promotes the proliferation of HCC (Chu et al., 2020) (Figure 1). Metabolites Serve as Substrates for
Epigenetic Modifications As a carrier of epigenetic information, chromatin plays an
important role in regulating gene silencing and activation and
permits stable inheritance through reversible DNA and histone
modification to maintain the biological functions of proteins
(Allis and Jenuwein, 2016). In chromatin, DNA and histones
are the substrates that are mainly modified. The most widely
studied of all modifications are methylation-demethylation,
acetylation-deacetylation, phosphorylation, ubiquitination, and
ADP-ribosylation. As discussed earlier, changes in the metabolite
pool caused by cancer metabolic reprogramming also affect the
state of epigenetic modifications. Consequently, metabolic
alterations in cancer have an effect on malignant phenotypes
of
cancer
cells
by
manipulating
epigenetic
modifications
(Figure3). The acetylation of K394 (regulated by the deacetylase P300/
CBP-associated
factor
(PCAF)
and
histone
deacetylase
3
(HDAC3) of enolase 2 (ENO2), a key enzyme of glycolysis)
inhibits ENO2 activity and glycolysis (Zheng et al., 2020). Gluconeogenesis is an important metabolic process in liver cell
homeostasis; however, it is significantly reduced in liver cancer. The tumor suppressor Nur77 interacts with the rate-limiting Acetyl-CoA Acetyl-CoA is a core metabolite and a substrate for further
metabolism and acetylation. A variety of metabolic processes
in cells participate in the formation of the acetyl-CoA pool. Glucose metabolism intermediates, such as acetate, citrate, and
pyruvate, under the catalytic action of acetyl-CoA synthetase
short-chain family member (ACSS), ATP citrate lyase (ACLY),
and the pyruvate dehydrogenase complex (PDC), respectively,
produce acetyl-CoA. In addition to glucose metabolism, the
metabolism of amino acids and fatty acids also generate
acetyl-CoA (Zaidi et al., 2012; Nagaraj et al., 2017; Sivanand
et al., 2018). Acetylation occurs widely in histones and some non-
histone proteins and plays a regulatory role in tumorigenesis and
development. Histone acetylation is regulated by the intracellular acetyl-
CoA concentration. Acetyl-CoA serves as an acetyl group donor
in acetylation reactions. This process is catalyzed by HATs (Lee
et al., 2014). Histone acetylation is determined by the ratio of
acetyl-CoA/coenzyme A and is generally deregulated in cancer. In
human gliomas and prostate tumors, Histone acetylation marks
are significantly regulated by pAkt (Ser473) levels, which
modulates the metabolic enzyme ATP-citrate lyase, a key
determinant of acetyl-CoA metabolism (Lee et al., 2014). Tumor cell surface GRP78 of activated α2-macroglobulin
signals regulate tumor cell proliferation by inducing and
activating ACLY and ACSS1 expression to generate acetyl-
CoA (Gopal and Pizzo, 2017). Acetyl-CoA also serves as
nonhistone
acetylation
modification
substrate
to
produce
effects
on
the
development
of
tumors. PHD
finger-like
domain-containing protein 5A (PHF5A) is acetylated at lysine
29 by p300 to promote cancer cell capacity for stress resistance
and consequently, contributes to colon carcinogenesis. PHF5A
K29 hyperacetylation induces the alternative splicing of KDM3A
mRNA, which enhances its stability and promotes its expression
(Wang H.-Y. et al., 2019; Wang Z. et al., 2019). Under low oxygen
states or hypoxia, lysine acetyltransferase and CBP rely on
acetate-dependent
acetyl
CoA
synthetase
2
(ACSS2)
to
acetylate HIF-2, which contributes to cancer cell proliferation,
migration, and invasion (Chen et al., 2015). α-Ketoglutarate, Succinyl-CoA, Fumarate
Intermediates of the TCA cycle, α-KG, succinyl-CoA, fumarate,
and citrate, regulate epigenetic modifications through their
concentration in the metabolite pool. α-KG is a key cofactor
for jumonji-domain-containing histone demethylases (JHDMs),
which synergistically catalyze histone demethylation (Klose et al.,
2006). Glucose Metabolism Glycolysis involves the breakdown of glucose or glycogen into
pyruvate and nicotinamide adenine dinucleotide (NADH), December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 6 Metabolism Crosstalk with Epigenetic Modifications Huo et al. (Houtkooper et al., 2012; Moreira et al., 2016; Katsyuba et al.,
2020). Under genotoxic stress or nutrient restriction conditions,
upregulation of the NAD+ biosynthetic enzyme NAMPT protects
cells against death via the deacetylation activity of SIRT3 and
SIRT4 (Yang et al., 2007). In cancer, NAD+ is intended to
reprogram
metabolism
to
enable
tumor
progression,
development, and survival (Hanahan and Weinberg, 2011). As
an NAD+-consuming enzyme, SIRT1 acts as a tumor promoter
and is upregulated in several human cancers. In HCC, the
inhibition of NAD+ metabolism causes DNA damage in the
early stages of tumorigenesis because of the inactivation of
NAD+-consuming enzymes such as SIRT1. Genomic stability
can be improved by NAD+ supplementation to prevent
tumorigenesis (Tummala et al., 2014). Apart from deacetylase
activity,
sirtuins
have
multiple
NAD+-dependent
catalytic
functions, such as desuccinylase, demalonylase, demyristoylase,
depalmitoylase, and/or mono-ADP-ribosyltransferase activities. In ovarian cancers, nicotinamide mononucleotide adenylyl
transferase 2 (NMNAT2), which mediates the synthesis of
NAD+
is
highly
upregulated. Knockdown
of
NMNAT2
significantly
decreases
NAD+
in
cytoplasm
but
increases
NAD+ in the nucleus and consequently supports the catalytic
activity of the mono (ADP-ribosyl) transferase (MART) PARP-
16, resulting in ribosome mono-ADP-ribosylation (MARylation). There is a significant positive correlation between NMNAT-2 and
MARylation levels in the samples of ovarian cancer patients, and
a high level of MARylation will lead to poor prognosis with
respect to progression free survival (Challa et al., 2021). In
addition, mitochondrial dysfunction also affects the level of
acetylation. Mitochondrial dysfunction causes a decreased
NAD+/NADH ratio and increased reactive oxygen species
(ROS), resulting in senescence (Wiley and Campisi, 2016). STAT3
deficiency
induces
senescence,
mitochondrial
dysfunction, and a lower NAD+/NADH ratio (Igelmann et al.,
2021). The dynamic changes of NAD+/NADH ratio also has an
effect on nonhistone deacetylation of lysine residues of sirtuins. In
breast cancer, NAMPT causes p53 deacetylation and SIRT1
activation by increasing the NAD+ pool (Behrouzfar et al., 2017). accompanied by the production of a small amount of ATP. Under
anoxic conditions, pyruvate can accept hydrogen from triose
phosphate and gets reduced to lactate under the catalytic action of
lactate dehydrogenase. Under aerobic conditions, pyruvate can be
further oxidized and decomposed to form acetyl-CoA and enter
the TCA cycle. Glucose Metabolism Intermediates and metabolites, such as acetyl-
CoA, α-KG, succinate, fumarate and citrate, produced from
glucose
metabolism,
have
diverse
effects
on
epigenetic
modifications. Acetyl-CoA In Acute Myeloid Leukemia (AML) stem cells, the
α-KG level is restricted by the branched-chain amino acid
transaminase 1 (BCAT1), which is overexpressed in leukemia
stem cells and transfers α-amino groups from BCAAs to α-KG,
resulting in α-KG instability to maintain leukemia stem-cell
function
(Raffel
et
al.,
2017). The
α-KG
dehydrogenase
complex (α-KGDC) is the hub enzyme of various metabolic
pathways
involved
in
mitochondrial
function
and
is
a
modulator of α-KG (Vatrinet et al., 2017). Succinyl-CoA is a
substrate for succinylation (Zhang et al., 2011). Succinylation, as a
post-translational modification of proteins, can convert the side
chain of cationic lysine residues into anionic ones and then affect Nicotinamide Adenine Dinucleotide (NAD+) The metabolite NAD+ serves as a catalytic cofactor for sirtuins,
class III HDACs, and is essential for the deacetylation of lysine
residues of sirtuins. NAD+ homeostasis is related to many
diseases, including neurodegeneration, diabetes, and cancer. The ratio of NAD+/NADH regulates sirtuins activity, which is
found to be higher in cancer cells than in noncancerous cells December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 7 Metabolism Crosstalk with Epigenetic Modifications Huo et al. TABLE 1 | Regulation of epigenetic modifications by metabolites and metabolic enzymes. Metabolites or
metabolic enzymes
Epigenetic modifications
Functions in cancer
References
Metabolites
Acetyl-CoA
DNA, RNA and Protein acetylation
Plays a regulatory role in tumorigenesis
and development
Gopal and Pizzo (2017)
NAD+
Protein dacetylation,
desuccinylase, demalonylase
Enables tumor progression, development
and survival
Hanahan and Weinberg (2011)
Succinyl CoA
Protein succinylation
Promotes tumor growth and progression
Li et al. (2020b)
2-hydroxyglutarate
Protein hypermethylation
Contributes to poor prognosis
Cavalli and Heard (2019)
Lactate
Protein lactylation
Contributes to tumorigenesis and
indicates poor prognosis
Yu et al. (2021)
Palmitic acids
Protein palmitoylation
Participates in tumorigenesis and cell
survival
Yao et al. (2019)
Farnesyl group
Protein farnesylation
Contributes to cancer cell growth
Tamanoi et al. (2001)
Geranylgeranyl group
Protein geranylgeranylation
Essential for cell proliferation and
migration
Dou et al. (2015), Mi et al. (2015); Lin and Yang (2016)
β-hydroxybutyrate
Protein β-hydroxybutyrylation
Promotes tumor growth
Liu et al. (2019)
Glutamine
Produce a variety of metabolites
Replenishes the TCA cycle for
biosynthesis to meet the needs of
proliferation
DeBerardinis et al. (2008), Kuhn et al. (2010)
SAM
DNA, RNA and Protein
methylation
Enhances subcutaneous tumor growth
Dann et al. (2015)
UDP-GlcNAc
O-GlcNAcylation
Promotes tumorigenesis
Peng et al. (2017)
Metabolic enzymes
ACLY and ACSS1
Acetylation
Contributes to cancer cell proliferation,
migration and invasion
Gopal and Pizzo (2017)
α-KGDC
Protein succinylation
Promotes tumor growth and progression
Wang et al. (2017)
SDH
Hypersuccinylation;
Hypermethylation
SDH loss causes drug resistance and
promotes angiogenesis
Isaacs et al. (2005); Selak et al. (2005); MacKenzie et al. (2007); Smestad et al. (2018)
FH
Hypersuccinylation;
Hypermethylation
FH deficiency results in angiogenesis
and EMT
Isaacs et al. (2005); Selak et al. (2005); MacKenzie et al. (2007); Cancer Genome Atlas Research et al. (2016);
Sciacovelli et al. (2016)
IDH1 and IDH2
Protein hypermethylation
Contributes to poor prognosis
Figueroa et al. (2010); Lu et al. References Contributes to poor prognosis
Promotes tumorigenesis Contributes to poor prognosis
Promotes tumorigenesis have been identified as driver mutations in cancer and mediators
of epigenetic reprogramming (Pollard et al., 2003). In an SDH-
loss cell model, the accumulation of succinate and succinyl-CoA
results in global lysine hypersuccinylation, which modulates
genome-wide transcription and hinders DNA repair ability
and drug resistance (Smestad et al., 2018). In paraganglioma,
SDH deficiency causes succinate accumulation and establishes a
hypermethylation phenotype resulting from epigenetic silencing
through the inhibition of 2-OG-dependent histone and DNA
demethylases. In addition to SDH, inactivating FH mutations can
also lead to this phenomenon (Letouze et al., 2013). The
hypermethylation
phenotype
caused
by
SDH-inactivating
mutations
also
exists
in
gastrointestinal
stromal
tumors
(Killian
et
al.,
2013). In
renal
cancer,
the
inactivating
mutations of SDH or FH deficiency results in the subsequent
accumulation of succinate or fumarate, respectively, thus, the
inhibition of hypoxia-inducible factor (HIF) prolyl hydroxylases
(HPH), which protect the stabilization of HIF and promote
angiogenesis by increasing α-KG intake can alleviate this
situation (Isaacs et al., 2005; Selak et al., 2005; MacKenzie
et al., 2007). Moreover, germline mutations of FH cause an
aggressive and metastatic form of type 2 papillary renal-cell
carcinoma,
which
is
linked
to
a
widespread
DNA the structure and function of proteins (Smestad et al., 2018). The
increase
of
succinylation
has
different
functions
in
the
progression of a variety of tumors. α-KGDC binds to the
promoter regions of lysine acetyltransferase 2A (KAT2A, also
known as GCN5), and KAT2A also acts as a succinyltransferase
and succinylates histone H3 on lysine 79, which facilitates histone
succinylation and tumor cell proliferation (Wang et al., 2017). Lysine-222 succinylation is increased in gastric cancer, and
LDHA lysine-222 succinylation, catalyzed by CPT1A via the
stabilization
of
LDHA,
promotes
GC
invasion
and
proliferation
(Li
X. et
al.,
2020). In
pancreatic
ductal
adenocarcinoma,
succinyl-CoA
synthetase
ADP-forming
subunit
β
(SUCLA2)
phosphorylation
at
S79
leads
to
dissociation from kidney-type glutaminase (GLS). Thus, the
concentration
of
succinyl
coenzyme
A
is
increased
and
upregulates the succinylation of GLS at site K311. GLS K311
succinylation
enhances
the
oligomerization,
activity,
and
glutaminolysis to improve the concentration of nicotinamide
adenine dinucleotide phosphate (NADPH) and glutathione,
thereby, counteracting oxidative stress and promoting tumor
growth (Tong et al., 2021). Nicotinamide Adenine Dinucleotide (NAD+) (2012)
OGT
O-GlcNAcylation
Promotes tumorigenesis
Slawson and Hart (2011); de Queiroz et al. (2014); Yang and
Qian (2017) References Loss-of-function mutations in the TCA cycle enzymes
fumarate hydratase (FH) and succinate dehydrogenase (SDH) December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 8 Metabolism Crosstalk with Epigenetic Modifications Huo et al. et al., 2014). In response to hypoxia, L-2HG is selectively
produced to increase histone methylation levels, especially
histone 3 lysine 9 (H3K9me3) (Intlekofer et al., 2015). hypermethylation pattern (Cancer Genome Atlas Research et al.,
2016). Loss of FH triggers epigenetic suppression of miR-200 and
epithelial-to-mesenchymal transition by inhibiting Tet-mediated
demethylation (Sciacovelli et al., 2016). 2-Hydroxyglutarate Lactate, a metabolic by-product of pyruvate metabolism in cancer
cells, is a substrate for histone lactylation. The lactylation of
histone lysine residues (Kla) driven by lactate directly stimulates
gene transcription from chromatin, linking metabolism and gene
regulation. The production of intracellular lactic acid is the main
determinant of lactylation modification. Therefore, the balance
between glycolysis and mitochondrial metabolism can regulate
lactylation modification (Izzo and Wellen, 2019; Zhang et al.,
2019; Liberti and Locasale, 2020). Histone lactylation is elevated
in ocular melanoma and is indicative of poor prognosis. Histone
lactylation also contributes to tumorigenesis by facilitating
YTHDF2
expression,
which
acts
as
an
m6A
reader
to
recognize and mediate the degradation of m6A-modified
Period Circadian Regulator 1 PER1 and P53 mRNAs to
accelerate tumorigenesis (Yu et al., 2021). Gain-of-function isocitrate dehydrogenase (IDH) mutations
produce
an
oncometabolite,
2-hydroxyglutarate
(2-HG),
specifically the D enantiomer (D-2HG), and affect clinical
therapy and prognosis (Dang et al., 2010; Cancer Genome
Atlas Research et al., 2015). IDH1 and IDH2 mutations result
in global hypermethylation and specific hypermethylation in
AML by inhibiting demethylases such as KDM4C (Figueroa
et al., 2010; Lu et al., 2012). 2-HG-mediated inhibition of the
H3K9 demethylase KDM4C is induced during adipocyte
differentiation (Lu et al., 2012). In addition to affecting the
function of methyltransferase, 2-HG might also perturb the
overall architecture of the genome and contribute to cancer
and prognosis by affecting methyltransferase activity (Cavalli
and Heard, 2019). Interestingly, kidney tumors present an
accumulation of the L enantiomer of 2HG (L-2HG), because
of the low expression of L-2HG dehydrogenase (L2HGDH). Similar to the function of D-2HG, L-2HG inhibits ten-eleven
translocation (TET) as well, which converts 5-methylcytosine
(5mC)
to
5-hydroxymethylcytosine
(5hmC). L-2HG
is
significantly
increased
in
tumors
compared
with
their
expression
in
normal
kidney,
and
L2HGDH
expression
inhibits proliferation and colony formation in RCC cells (Shim Palmitic Acid Acetyl CoA produced by lipolysis can not only enter the TCA
cycle for oxidation but also result in the synthesis of ketone bodies
in the liver. β-Hydroxybutyrate (β-HB) is a ketone body produced
by fatty acid hydrolysis. Elevated β-HB levels lead to a new type of
histone mar, lysine β-hydroxybutyrylation (Kbhb) (Xie et al.,
2016). β-HB is an endogenous and specific inhibitor of class I
HDACs (Shimazu et al., 2013). In HCT116 cells, β-HB-mediated
p53 Kbhb at K120, K319, and K370 sites results in lower levels of
p53 acetylation and consequently, decreased activity of p53,
leading to weakened tumor-suppressive function (Liu et al.,
2019). MTA2 can transcriptionally regulate BDH1-mediated
histone β-HB modification through the R-loop structure in
synergy with HDAC2/CHD4 and promote the proliferation of
hepatoma stem cells (Zhang et al., 2021). Palmitoylation is a type of fatty acylation in which long-chain fatty
acids (usually 16-carbon-long palmitic acid) are covalently modified
to protein cysteine residues by thioester bonds. Palmitoylation plays
a vital role in many biological processes (Zhang et al., 2018). In
several human
cancers,
signal
transducer and
activator of
transcription 3 (STAT3) is palmitoylated by zinc finger DHHC-
Type
palmitoyltransferase
19
(ZDHHC19),
a
palmitoyl
acyltransferase, at the SRC homology 2 (SH2) domain, which
promotes its dimerization and transcriptional activation. Under
cytokine stimulation, the association between ZDHHC19 and
STAT3
is
promoted,
which
directly
activates
STAT3
by
enhancing its palmitoylation with fatty acids (Niu et al., 2019). Palmitoylation mediated by the palmitoyltransferase zinc finger
DHHC-Type
palmitoyltransferase
3
(ZDHHC3)
in
the
cytoplasmic domain of PD-L1 blocks its ubiquitination to
stabilize PD-L1, thereby, suppressing PD-L1 degradation by
lysosomes and PD-L1-mediated immune evasion in cancer (Yao
et al., 2019). In addition to ZDHHC3, ZDHHC9 has been identified
as a palmitoyltransferase for PD-L1 in breast cancer (Yang et al.,
2019). In
p53-mutant
glioma,
zinc
finger
DHHC-Type
palmitoyltransferase 5 (ZDHHC5) is transcriptionally upregulated
and mediates EZH2 palmitoylation, which affects methyltransferase
activity of EZH2 and causing trimethylation of histone 3 at lysine 27
(H3K27me3 level) decreased, and then contributes to malignancy
and tumor progression (Chen X. et al., 2017). MC1R palmitoylation
mediated by the protein-acyl transferase zinc finger DHHC-Type
palmitoyltransferase (ZDHHC13) activates MC1R signaling, which
triggers increased pigmentation, ultraviolet-B-induced G1-like cell
cycle arrest, and the control of senescence and melanomagenesis. Thus, MC1R palmitoylation protects against melanomagenesis
(Chen S. et al., 2017). Lipid Metabolism Lipid signal transduction, especially the phosphatidylinositol 3 kinase
(PI3K) pathway, is one of the most common signal transduction
systems in cancer cells. Lipophilic groups are widespread modifiers
and the following five types of lipids can be covalently attached to
proteins: fatty acids, isoprenoids, sterols, phospholipids, and
glycosylphosphatidylinositol anchors (Resh, 2013). In addition to FIGURE 3 | Chromatin modification by metabolites. Metabolites produced from cellular metabolic pathways are used as substrates for DNA, RNA, and
chromatin modification. Moreover, the intracellular pools of metabolites can modulate the activity of chromatin-modifying enzymes. TCA, tricarboxylic acid;
αKG, α-ketoglutarate; SucCoA, succinyl-CoA; PAR, poly (ADP–ribose); GlcNAc, β-N-acetylglucosamine; SAH, S-adenosylhomocysteine; SAM,
S-adenosylmethionine. FIGURE 3 | Chromatin modification by metabolites. Metabolites produced from cellular metabolic pathways are used as substrates for DNA, RNA, and
chromatin modification. Moreover, the intracellular pools of metabolites can modulate the activity of chromatin-modifying enzymes. TCA, tricarboxylic acid;
αKG, α-ketoglutarate; SucCoA, succinyl-CoA; PAR, poly (ADP–ribose); GlcNAc, β-N-acetylglucosamine; SAH, S-adenosylhomocysteine; SAM,
S-adenosylmethionine. December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 9 Huo et al. Metabolism Crosstalk with Epigenetic Modifications providing a substrate for rare acylation, fatty acid metabolism also
produces acetyl-COA, as a substrate for energy metabolism and
epigenetic modifications (Edmunds et al., 2014). atorvastatin and the geranylgeranyltransferase I inhibitor GGTI-
298 can impair cell proliferation and migration (Wei et al., 2020). Farnesyl Group SAM, a major methyl donor, is synthesized from the methionine
cycle and serves as a substrate for methylation to maintain the
epigenetic status, including histone methylation catalyzed by
histone methyltransferases, DNA methylation mediated by
DNA methyltransferase (DNMT), RNA methylation (Teperino
et al., 2010; Varier and Timmers, 2011; Anderson et al., 2012;
Locasale, 2013), and PTMs such as the methylation of lysine and
arginine residues of nonhistone proteins (Chen et al., 2011; Yang
and Bedford, 2013). Amino-acid transporters are often required
for tumor cell import of essential amino acids. The amino acid
transporters LAT1 and LAT4 are significantly upregulated in
tumors to facilitate the uptake of methionine for cell proliferation
and differentiation in cancer cells (Haase et al., 2007). In lung
cancer, cells that highly express LAT1 show increased abundance Protein farnesylation is a lipid PTM essential for the cancer-
causing activity of proteins, such as gtpase Ras (Sebti, 2005). Farnesyltransferase inhibitors inhibit cancer cell growth and
regulate cell cycle changes (Tamanoi et al., 2001). Glutamine Glutamine is the most abundant amino acid in the intracellular
metabolite pool. After entering a cell, in the mitochondria,
glutamine is transformed into glutamate, the precursor of the
TCA cycle intermediate α-KG. Cells rely on glutamine to
replenish the TCA cycle. Anaplerosis allows cancer cells to use
the TCA cycle for biosynthesis to meet the needs of proliferation,
and glutamine as an indispensable nutrient therein (DeBerardinis
et al., 2008; Kuhn et al., 2010). Amino Acid and One-Carbon Metabolism Amino Acid and One-Carbon Metabolism
One-carbon metabolism plays a crucial role in integrating
metabolites from amino acids, glucose, and vitamins and
participating
in
a
variety
of
biosynthetic
processes,
including
the
biosynthesis
of
lipids,
nucleotides,
and
proteins. Hyperactivation of the one-carbon metabolism
pathway
drives
oncogenesis
and
forges
links
between
cellular epigenetic status and metabolism (Locasale, 2013). Serine metabolism is also an important determinant of
S-adenosylmethionine
(SAM)
levels. Serine
is
a
single
carbon donor of the folate cycle and is used for methionine
regeneration and SAM synthesis (Locasale, 2013). Palmitic Acid The c-Met β-chain is palmitoylated at the
cysteine site, which enhances its stability and release from the Golgi
for transport to the plasma membrane, making it a novel therapeutic
target
for
c-Met-driven
cancers
(Coleman
et
al.,
2016). Palmitoyltransferases
are
upregulated
in
GBM
and
induce
marked palmitoylation of proteins that participate in cell survival
control and cell cycle regulation in GBM (Chen et al., 2020). Butyrate y
Butyrate is a microbiota-derived SCFA that has been confirmed
to be an inhibitor of HDAC in vitro and in vivo. Exposure to
butyrate causes the accumulation of acetylated histones (Candido
et al., 1978; Wu S.-e. et al., 2020). In intestinal epithelia, histone
H3K18 results in abundant crotonylation modification, especially
in small intestine crypts and the colon; the class I histone
deacetylases HDAC1, HDAC2, and HDAC3 can catalyze
histone
decrotonylation. As
an
HDAC
inhibitor,
gut
microbiota-derived butyrate affects histone decrotonylation
and is linked to gene regulation (Fellows et al., 2018). Clostridial
clusters,
Anaerostipes,
and
Eubacterium
cause
histone
acylation
modification
through
butyrate,
thus,
improving intestinal development and the immune balance
(Wu J. et al., 2020). Butyrate increases histone methylation in
the promoter region of NF-κB1, downregulating its expression
(Liu et al., 2016; Yang and Yu, 2018). Geranylgeranyl Group GGylation is an essential modification affecting cell survival in
many types of cancer. In breast cancer, the Hippo pathway
mediates GGylation-dependent cell proliferation and migration
(Dou et al., 2015; Mi et al., 2015; Lin and Yang, 2016). In gastric
cancer, GGylation promotes proliferation, migration, and invasion
of gastric cancer cells through the YAP signaling pathway. Inhibition of GGylation by the mevalonate pathway inhibitor December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 10 Metabolism Crosstalk with Epigenetic Modifications Huo et al. of SAM, improving the activity of the histone methyltransferase
EZH2 and consequently, increasing H3K27me3 levels to enhance
subcutaneous tumor growth (Dann et al., 2015). The levels of
SAM are controlled by multiple metabolic pathways and
intracellular metabolism, as well as environmental inputs, such
as nutrient availability, which also elevate SAM concentrations. to the risk, development, and progression of cancer. Metabolites
produced by gut microbiota influence host metabolism via the
modulation of metabolites, including the lipopolysaccharide
endotoxin, bile acids, trimethylamine N-oxide, and short-chain
fatty acids (SCFAs) (Schroeder and Backhed, 2016). Microbiota-
derived metabolites represent stimuli that regulate epigenetic
modifying
enzymes
and
are
involved
in
intestinal
inflammation and carcinogenesis (Figure 4). Bile Acids
l
d Bile acids are produced in the liver and metabolized by enzymes
produced by intestinal bacteria. Intestinal bacteria are very
important
for
maintaining
a
healthy
intestinal
microbiota,
balancing lipid and glucose metabolism, insulin sensitivity, and
natural immunity. Bile acids have a wide range of gene-
mediating effects, including bile acid metabolism, glucose and
lipid metabolism, energy expenditure, intestinal motility and
bacterial
growth,
inflammation,
liver
regeneration,
and
hepatocarcinogenesis (de Aguiar Vallim et al., 2013; Wahlstrom
et al., 2016). The epigenetic regulation of cofactors senses changes in
bile acid metabolism, regulates PTMs of histones, and causes
chromatin
remodeling
to
regulate
gene
transcription
and
maintain the balance of bile acids. Bile acids activate Farnesoid X
receptor (FXR) and change the interaction between FXR and
transcriptional cofactors, resulting in altered PTMs of FXR and
histones to effectively modulate the expression of target genes
(Kemper, 2011). An abnormal concentration of bile acids is
believed to promote colorectal cancer (Fearon and Vogelstein, 1990). Uridine Diphosphate N-Acetylglucoseamine
(UDP-GlcNAc) (
)
The hexosamine biosynthetic pathway produces nucleotide
sugars that can be used as substrates for glycosylation. UDP-GlcNAc
is
a
metabolite
of
the
hexosamine
biosynthetic pathway, which integrates glucose, amino acid,
fatty acid, and nucleotide metabolism. O-GlcNAc transferase
(OGT) adds O-GlcNAc groups from the donor substrate UDP-
GlcNAc to proteins for O-GlcNAcylation (Yang and Qian,
2017; Li et al., 2018). The methylcytosine dioxygenases TET1,
TET2, and TET3 can also become O-GlcNAcylated by OGT
through protein–protein interactions (Hardiville and Hart,
2016; Yang and Qian, 2017). Previous studies have shown
that O-GlcNAc glycosylation is abnormally upregulated in
many tumors and plays an essential role in the proliferation
of malignant cancer cells (Slawson and Hart, 2011; de Queiroz
et al., 2014; Yang and Qian, 2017). Phosphoglycerate kinase 1
(PGK1) O-GlcNAcylation levels are significantly upregulated
in colorectal cancer; O-GlcNAcylation activates PGK1 activity
to upregulate the TCA cycle and results in lactate production. The O-GlcNAcylation of PGK1 at T255 increases colon cancer
cell proliferation. Furthermore, PGK1 T255 O-GlcNAcylation
contributes to tumorigenesis by promoting glycolysis and
upregulating
the
TCA
cycle
(Nie
et
al.,
2020). Yes-
associated protein (YAP) is O-GlcNAcylated at serine 109
by
OGT,
and
the
O-GlcNAcylated
YAP
disrupts
the
interaction with the upstream kinase large tumor suppressor
kinases (LATS) 1. Consequently, O-GlcNAcylation activates
the
transcriptional
activity
of
YAP
by
preventing
the
phosphorylation mediated by LATS1. Thus, glucose-induced
YAP O-GlcNAcylation and activation promote tumorigenesis
(Peng et al., 2017). OGT O-GlcNAcylates SRPK2 at a nuclear
localization signal and triggers SRPK2 binding to importin α,
which results in the import of SRPK2 into the nucleus and the
phosphorylation of serine/arginine-rich proteins, promoting
the splicing of lipogenic pre-mRNAs. O-GlcNAc promotes
tumor growth by enhancing the intracellular localization of
SRPK2 and regulating de novo lipid synthesis in tumor cells at
the post-transcriptional level (Tan W. et al., 2021). Phytate
h
d Phytate digestion and inositol phosphates produced by phytate
metabolism induce HDAC activity in intestinal epithelial cells. Dietary phytate metabolism mediated by microbiota-dependent
mechanisms
improves
recovery
from
intestinal
damage. Moreover, microbiota-derived phytate digestion is significantly
decreased in the intestinal contents of ulcerative colitis patients
relative to that in inflammatory bowel disease patients. In
addition,
phytate-treated
mice
exhibit
improved
survival The biochemical reaction networks of metabolism can be
manipulated by several factors including diet, nutrition, gut
microbiota,
and
chemical
exposure. These
environmental
factors regulate chromatin methylation and acetylation by
modifying the intracellular pool of metabolites. There is
increasing evidence that the gut microbiome is closely related December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 11 Huo et al. Huo et al. Metabolism Crosstalk with Epigenetic Modifications FIGURE 4 | Metabolites produced by the intestinal microbiota influence host metabolism by modulating the metabolite pool. The gut microbiome regulates histone
methylation and acetylation by modulating the intracellular pools of metabolites, such as SAM and acetyl-CoA. Metabolites from the gut microbiome, like phytate and
butyrate, also cause changes in histone acetylation by affecting the enzyme activity of HDAC. Pyruvate can either be catabolized into succinate, lactate, or acetyl-CoA. SCFAs can provide acyl-CoA as a donor for histone acylation, while also directly inhibiting the activity of HDACs. FIGURE 4 | Metabolites produced by the intestinal microbiota influence host metabolism by modulating the metabolite pool. The gut microbiome regulates histone
methylation and acetylation by modulating the intracellular pools of metabolites, such as SAM and acetyl-CoA. Metabolites from the gut microbiome, like phytate and
butyrate, also cause changes in histone acetylation by affecting the enzyme activity of HDAC. Pyruvate can either be catabolized into succinate, lactate, or acetyl-CoA. SCFAs can provide acyl-CoA as a donor for histone acylation, while also directly inhibiting the activity of HDACs. compared to vehicle-treated mice with dextran sodium sulfate-
induced colitis (Wu S.-e. et al., 2020). According to a recent report, enterotoxigenic Bacteroides
fragilis
stimulation
promotes
PHF5A-mediated
RNA
alternative splicing of KAT2A via the downregulation of miR-
149–3p, promoting intestinal inflammation and malignancy. This
process depends on METTL14-mediated m6A methylation (Cao
et al., 2021). The human gut microbiota also catabolizes the conversion of
pyruvate into succinate, lactate, or acetyl-CoA to further generate
energy (Oliphant and Allen-Vercoe, 2019); this process is
accompanied by changes in the metabolite pool. Phytate
h
d Dietary fiber,
including non-starch polysaccharides, resistant starch, and
oligosaccharides, are very rich and diverse in our diet and
facilitate gut microbial and consequently beneficial metabolite
diversity (Riva et al., 2019). The gut microbiota break cellulose
into SCFAs as a metabolic intermediate; SCFAs inhibit HDACs
and serve as energy substrates. SCFAs also affect histone
crotonylation and acetylation levels (Kasubuchi et al., 2015;
Koh et al., 2016; Zhao et al., 2016; Fellows et al., 2018; Sabari
et al., 2018). SCFAs induce epithelial anti-inflammatory IL-10
receptor alpha subunit (IL-10RA) mRNA and antimicrobial
peptides by inhibiting HDACs (Campbell et al., 2012; Zheng
et al., 2017). Lactobacillus and Bifidobacterium synthesize folate
to increase DNA methylation and m6A mRNA in the intestine to
ensure normal development of the intestine (Wu J. et al., 2020). In
addition to folate, vitamins B2, B6, and B1 from intestinal
microbiota can also lead to the synthesis of SAM as a methyl
group donor to methylate DNA, RNA, and histones (Wu J. et al.,
2020). Microbial
metabolism
also
provides
TCA
cycle
intermediates, such as α-KG, succinate, and fumarate, which
serve as substitutes for epigenetic modifications (Wu J. et al.,
2020). The gut microbiota also indirectly regulates the activity of
epigenetically modified genes by regulating gene expression. CLINICAL TRIALS Recent studies have shown that tumor metabolism and epigenetic
regulation are closely linked and important for maintaining cell
growth and regulating cancer metastasis. Therefore, inhibitors of
rate-limiting enzymes in key metabolic pathways used by cancer
cells are actively being investigated (Erez and DeBerardinis,
2015). Inhibiting such key enzymes has potential for cancer
treatment, but they would also have an effect on normal cells;
therefore, inhibiting rate-limiting enzymes of metabolic pathways
is often toxic (Rodríguez-Enríquez et al., 2014). g
q
In 2017, the FDA approved the first cancer metabolism drug
enasidenib, an IDH2 inhibitor, for which the main indication
is relapsed and refractory AML (Mullard, 2017). IDH2 is the
key rate-limiting enzyme in the TCA cycle and catalyzes the
conversion of isocitrate to α-KG. Cancer cells show a
functional mutation in IDH2 (Yao et al., 2021). Enasidenib,
an IDH2 inhibitor, is undergoing phase 1b/2 clinical trials in
multiple countries. The current research results show that
compared to that with azacitidine treatment alone, the December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 12 Metabolism Crosstalk with Epigenetic Modifications Huo et al. Huo et al. TABLE 2 | Clinical trials of IDH, HDAC, SAM cycle and others. CLINICAL TRIALS Category
Drugs
NCT number
Title
Condition
Status
Phase
IDH inhibitors
Enasidenib
NCT02677922
A Safety and Efficacy Study of Oral AG-120 Plus
Subcutaneous Azacitidine and Oral AG-221 Plus
Subcutaneous Azacitidine in Subjects with Newly
Diagnosed Acute Myeloid Leukemia (AML)
Active, not
recruiting
Leukemia, Myeloid, Acute
Phase 1/
Phase 2
Enasidenib
NCT01915498
Phase 1/2 Study of Enasidenib (AG-221) in Adults
with Advanced Hematologic Malignancies with an
Isocitrate Dehydrogenase Isoform 2 (IDH2)
Mutation
Active, not
recruiting
Hematologic Neoplasms
Phase 1/
Phase 2
AG881
NCT02481154
Study of Orally Administered AG-881 in Patients
with Advanced Solid Tumors, Including Gliomas,
with an IDH1 and/or IDH2 Mutation
Active, not
recruiting
Glioma
Phase 1
HDAC
inhibitors
Romidepsin
NCT00426764
A Trial of Romidepsin for Progressive or Relapsed
Peripheral T-cell Lymphoma
Completed
Peripheral T-cell Lymphoma
Phase 2
Romidepsin
NCT00106431
A Single Agent Phase II Study of Romidepsin
(Depsipeptide, FK228) in the Treatment of
Cutaneous T-cell Lymphoma (CTCL)
Completed
Cutaneous T-cell
Lymphoma
Phase 2
Vorinostat
NCT01266031
Phase I/II Adaptive Randomized Trial of
Bevacizumab Versus Bevacizumab Plus
Vorinostat in Adults with Recurrent Glioblastoma
Completed
Recurrent Glioblastoma
Phase 1/
Phase 2
SAM cycle
inhibitors
Ethylornithine
NCT01483144
Trial of Eflornithine Plus Sulindac in Patients with
Familial Adenomatous Polyposis (FAP)
Completed
Familial Adenomatous
Polyposis
Phase 3
Ethylornithine
NCT00033371
Celecoxib With or Without Eflornithine in
Preventing Colorectal Cancer in Patients with
Familial Adenomatous Polyposis
Completed
Colorectal Cancer, Familial
Adenomatous Polyposis
Phase 2
Ethylornithine
NCT01059071
Safety Study for Refractory or Relapsed
Neuroblastoma with DFMO Alone and in
Combination with Etoposide
Completed
Neuroblastoma
Phase 1
Others
Physical activity and
dietary change
NCT00811824
Effects of Physical Activity and Dietary Change in
Minority Breast Cancer Survivors
Completed
Breast Cancer
Phase 2
Vitamin C
NCT02877277
Epigenetics, Vitamin C and Abnormal
Hematopoiesis - Pilot Study
Completed
Myelodysplastic Syndrome,
Acute Myeloid Leukemia
Not
Applicable TABLE 2 | Clinical trials of IDH, HDAC, SAM cycle and others. Histone deacetylase is a key target for tumor therapy. Therefore, many studies have explored compound inhibitors
of histone deacetylase to find new anti-tumor strategies. HDAC inhibitor romidepsin (also called FK228) affects iron
metabolism,
mediates
increased
intracellular
iron
accumulation,
decreases
the
expression
of
export-type
ferroprotein, and increases reactive oxygen species (ROS)
production, thereby, mediating iron death. This result has a
guiding role for the combined treatment strategy using HDAC
inhibitors and iron-targeted chemotherapy (Oliveira et al., 2021). CLINICAL TRIALS The results of the second-phase clinical study show that FK228
can effectively control T-cell lymphoma, with safety and
reliability (NCT00426764, NCT00106431) (Table 2) (Foss
et al., 2014; Foss et al., 2016). The HDAC inhibitor BAS-2
inhibits HDAC6, affects the ENO1 gene and LDHA related to
glucose metabolism, and ultimately affects glycolysis in breast
cancer (Dowling et al., 2021). Studies have shown that 1A12 can
inhibit the acetylation level of histone H3, and it can also affect
the glucose metabolism level in preclinical test subjects (Chan
et al., 2014). HDAC inhibitors (panobinostat, vorinostat, and
romidepsin) reduce glycolysis in a c-MYC-dependent manner,
triggering
the
metabolic
reprogramming
of
glioblastoma
(Nguyen
et
al.,
2020). Currently,
the
HDAC
inhibitors
vorinostat, romidepsin, and panobinostat have been approved
by the FDA for the treatment of clinical lymphoma and multiple
myeloma (Cappellacci et al., 2020). However, current research overall drug response rate of enasidenib combined with
azacitidine is improved, and the combination has good drug
tolerance, thereby, improving the prognosis of patients with
IDH2 AML (NCT02677922) (Table 2) (DiNardo et al., 2021). In addition, clinical studies have also shown that the drug
responsiveness and tolerability are good in patients with
IDH2-mutant
myelodysplastic
syndrome
(NCT01915498)
(Table 2) (Stein et al., 2020). overall drug response rate of enasidenib combined with
azacitidine is improved, and the combination has good drug
tolerance, thereby, improving the prognosis of patients with
IDH2 AML (NCT02677922) (Table 2) (DiNardo et al., 2021). In addition, clinical studies have also shown that the drug
responsiveness and tolerability are good in patients with
IDH2-mutant
myelodysplastic
syndrome
(NCT01915498)
(Table 2) (Stein et al., 2020). IDH mutations result in the conversion of α-KG to 2-
hydroxyglutarate,
which
competitively
inhibits
α-KG-
dependent enzymes as the two small molecules, 2-HG and
α-KG, are similar in structure (Pirozzi and Yan, 2021). These
enzymes
include
histone
demethylases
(Jumonji
domain-
containing
protein/lysine
demethylase
family,
JMJD/KDM
family)
and
DNA/RNA
methylation-modification-related
enzymes (Tet family) (White et al., 2020; Waitkus and Yan,
2021). This
causes
epigenetic
dysregulation
and
cell
differentiation arrest, a key factor in tumor cell proliferation
after mutations (White et al., 2020). In addition, in 2018, the
mutant IDH1 inhibitor ivosidenib was used to treat relapsed or
refractory AML. The IDH1 and IDH2 dual inhibitor AG-881 has
also been shown to cross the blood-brain barrier. CLINICAL TRIALS Recently, the
results of a phase I clinical trial (NCT02481154) (Table 2) of AG-
881 for low-grade gliomas demonstrated that it is safe and can
shrink
tumors
in
many
non-enhanced
glioma
patients
(Mellinghoff et al., 2021). December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 13 Metabolism Crosstalk with Epigenetic Modifications Huo et al. shows
that
vorinostat
does
not
work
well
in
glioma
(NCT01266031) (Table 2) (Puduvalli et al., 2020). shows
that
vorinostat
does
not
work
well
in
glioma
(NCT01266031) (Table 2) (Puduvalli et al., 2020). modifications, and some metabolic enzymes can also affect
chromatin
modification. Therefore,
we
suggest
that
the
metabolism-epigenome
axis
must
be
considered
while
approaching cancer biomarker studies. SAM is a methyl donor for DNA and histone methylation
(Haws et al., 2020). Metformin has been found to affect the
epigenetic metabolic regulation of tumors in recent years. It
reduces SAH (a potent inhibitor of all SAM-dependent
methylation reactions) and promotes the accumulation of
SAM. This
leads
to
an
increase
in
the
overall
DNA
methylation level of metastatic cancer cells (Cuyàs et al.,
2018). One
study
found
that
ethylornithine
has
chemopreventative and therapeutic effects on colon cancer,
reducing folate-dependent metabolites such as SAM, the
thymidine pool, and other intermediate products of related
pathways
(Witherspoon
et
al.,
2013). On
one
hand,
ethylornithine
has
an
important
effect
in
delaying
the
progression
of
familial
polyposis
(NCT01483144,
NCT00033371) (Table 2) (Burke et al., 2020), while on the
other, studies have shown that it has the potential to prevent
the recurrence of high-risk neuroblastoma (NCT01059071)
(Table 2) (Saulnier Sholler et al., 2015). Additionally, the role of metabolism synergy and epigenetic
modifications in the physiology and pathology of the gut
microbiota and corresponding effect on the host is proposed
to be valuable and have prospective applications in cancer
research. On the one hand, the metabolism of the gut
microbiota
and
the
products
provide
substrates
for
epigenetic modifications, whereas on the other hand, they
directly
affect
the
activity
of
epigenetic
modification
enzymes,
resulting
in
epigenetic
modification
changes. Lifestyle-related factors, such as exercise and nutrition, are
very important factors that affect human health through the
gut microbiota, and the emerging role of gut microbial
diversity in epigenetics emphasizes the link between lifestyle
choices and cancer. CLINICAL TRIALS Although great progress has been made in understanding the
epigenetic–metabolism axis in the past few decades, the internal
mechanism of this heritable change in tumorigenesis and
development and its application to tumor prevention and
treatment
remain
elusive. Therefore,
the
mechanisms
of
metabolically-regulated
epigenomic
landscape
responses
in
tumorigenesis and development need to be investigated, and
further potential therapeutic applications in this regard must
be studied. In addition to drugs, lifestyle changes can affect epigenetic
changes. A healthy lifestyle is associated with high levels of DNA
methylation,
whereas
overall
tissue
and
blood
DNA
hypomethylation are associated with an increased risk of cancer. The results of clinical trials (NCT00811824) (Table 2) show that
lifestyle changes (diet and weight loss) can effectively change DNA
methylation (Delgado-Cruzata et al., 2015). A high-fat diet can
induce DNA methylation changes in the whole genome, which
was found to involve metabolic disease-related genes and cancer-
related genes (Jacobsen et al., 2012). Previous studies have shown
that patients with malignant hematological tumors often lack
vitamin C. Vitamin C can enhance the activity of TET protein in
tumor cells, increase the level of 5hmC, decrease the level of 5mC in
cells, and increase sensitivity to anticancer drugs. A clinical study in
Denmark (NCT02877277) (Table 2) showed that vitamin C
supplementation in patients with myeloma increases the 5hmC/
5mC ratio of mononuclear myeloid cells, enhancing the clinical
efficacy of DNMT inhibitors (Gillberg et al., 2019). CONCLUSION AND PERSPECTIVES This work was supported by the National Natural Science
Foundation of China (41,931,291, 42,125,707, 81,902,960), the
Non-profit Central Research Institute Fund of Chinese Academy
of Medical Sciences (2019PT310027), the State Key Laboratory
of
Molecular
Oncology
(SKLMO-2021–21),
Cooperative
Project
of
Beijing-Tianjin-Hebei
Regional
Basic
Research
(19JCZDJC65700(Z)). This work was supported by the National Natural Science
Foundation of China (41,931,291, 42,125,707, 81,902,960), the
Non-profit Central Research Institute Fund of Chinese Academy
of Medical Sciences (2019PT310027), the State Key Laboratory
of
Molecular
Oncology
(SKLMO-2021–21),
Cooperative
Project
of
Beijing-Tianjin-Hebei
Regional
Basic
Research
(19JCZDJC65700(Z)). In this review, we elucidated how the crosstalk between epigenetic
regulation and metabolic reprogramming changes during the
process
of
tumorigenesis
and
development. Metabolic
reprogramming in tumors changes the epigenetic landscape of
tumor cells. Metabolites can serve as substrates for epigenetic AUTHOR CONTRIBUTIONS YW and WH designed the content of the review with input from
all the co-authors. MH and JZ wrote the original review draft. YW
and WH revised the article with feedback from all the co-authors. All authors approved this work for publication. Figures in this
work were created with BioRender.com. Vulnerability in Lung Cancer. Cancer Cell 37 (4), 599–617. e597. doi:10.1016/
j.ccell.2020.03.005
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Growth Factor 1-induced Enolase 2 Deacetylation by HDAC3 Promotes December 2021 | Volume 9 | Article 793428 Frontiers in Cell and Developmental Biology | www.frontiersin.org 20
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Selected aspects of reclamation of soda waste landfill sites.
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1. Introduction The nineteenth and twentieth centuries witnessed a rapid growth of industry,
which resulted in changes in the natural environment. The development of the soda
industry was a good example of that. Factories producing soda in the past century
left their traces in the form of industrial waste landę ll sites, which are diĜ cult to
handle to this day. In the case of soda waste, there are at least a few adverse eě ects which hin-
der conducting the reclamation process, such as the content of readily soluble com-
pounds [17, 26] which, when penetrating into the environment, may be included
in various interactions with it, or the fact that they are produced in large quantities
and are stored in large sedimentation tanks, which are signię cantly noticeable in the
landscape. p
For these reasons, their reclamation becomes an important, socially desirable
and sometimes very costly objective. GEOMATICS AND ENVIRONMENTAL ENGINEERING • Volume 6 • Number 4 • 2012
http://dx.doi.org/10.7494/geom.2012.6.4.83 GEOMATICS AND ENVIRONMENTAL ENGINEERING • Volume 6 • Number 4 • 2012
http://dx.doi.org/10.7494/geom.2012.6.4.83 Joanna UrbaÚska*, Krzysztof UrbaÚski* Joanna UrbaÚska*, Krzysztof UrbaÚski* * AGH University of Science and Technology, Faculty of Mining Surveying and Environmental Engi-
neering, Department of Development and Environmental Protection, Krakow, Poland
** The paper has been prepared within the scope of the AGH UST statutory research no. 11.11.150.008 3) management of sediments. g
p
p
** The paper has been prepared within the scope of the AGH UST statutory research no. 11.11. 3. Spontaneous Succession Spontaneous succession exists on a variety of industrial waste landę ll sites. Spontaneous overgrowth of such wasteland, as numerous researchers have proved
[16, 21, 42] is still very slow, mainly due to: lack of appropriate plant species on-site or
in the surrounding, water shortages or excesses, high concentrations of salts or heavy
metals, nutrient deę ciencies, too alkaline or too acidic reaction, or strong erosion. The process of natural succession can be divided into several stages. The ę rst
one is the colonization of the surface by plants which are the most resistant to ex-
tremely adverse conditions of a habitat. The second one refers to the creation of the
turf, or the total coverage of the area with herbaceous vegetation. The third one is
the possibility of introducing shrubs and trees. The individual steps depend in par-
ticular on the origin of the wasteland, and therefore on the nature of the formations
which are deposited in dumps or sedimentation tanks. According to HewleĴ , in the case of soda waste landę ll sites, the stages of spon-
taneous succession could be as follows [14]: Stage I – associated with highly alkaline and saline sedimentary material, intro-
ducing pioneering alkaliphilic and halophilic vegetation. Stage I – associated with highly alkaline and saline sedimentary material, intro-
ducing pioneering alkaliphilic and halophilic vegetation. Stage II – associated with transformed sedimentary material, with a marginal
salinity and alkaline pH; emergence of herbaceous vegetation and tree seedlings. Stage II – associated with transformed sedimentary material, with a marginal
salinity and alkaline pH; emergence of herbaceous vegetation and tree seedlings. Stage III – associated with sedimentary material subject to far-reaching trans-
formation as a result of the constant interaction of atmospheric variables, and no-
ticeably marked processes resembling in its characteristics the phenomenon of rock
weathering; areas with well-developed woody vegetation are mainly dominating. Stage III – associated with sedimentary material subject to far-reaching trans-
formation as a result of the constant interaction of atmospheric variables, and no-
ticeably marked processes resembling in its characteristics the phenomenon of rock
weathering; areas with well-developed woody vegetation are mainly dominating. 2. Trends in Land Management Following the literature on the issue of soda waste sedimentation tanks, three
basic ways of managing the area of tailing ponds can be distinguished: 1) leaving the sedimentation tanks to the spontaneous succession, 2) conducting selected technical and biological reclamation treatm 2) conducting selected technical and biological reclamation treatments, 3) management of sediments. 83 J. UrbaÚska, K. UrbaÚski 84 3. Spontaneous Succession Stage IV – the entire area is dominated by a well-developed ecosystem The tailing ponds of soda plants are classię ed, according to Krzaklewski [21], as
the objects with a diĜ cult level of biological reclamation, where the lack of sponta-
neous overgrowth of the wasteland is maintained for a minimum of 10 years. How-
ever, leaving the sedimentation tanks to the spontaneous succession as “the direc-
tion of reclamation” has some reasons in the case of soda waste tanks. One of the
arguments may be the time of creating and ę lling the tank, during which climatic
factors may systematically lead to the reduction of harmful substances in the surface
layers of the sediment. It may be accompanied by the ę rst aĴ empts to colonize the
surface by the plants and the emergence of the ę rst stage of plant succession, which
could later be destroyed or inhibited by reclamation treatments. Examples of spontaneous plant succession on soda waste sedimentation tanks
can be observed in Germany near Bernburg [10, 11] and in the Czech Republic –
near Petrovice [13, 32]. There are sedimentation tanks where the development of
vegetation derived from spontaneous succession, which has lasted for over 70 years,
can be seen. The research conducted in Germany allows us to observe and com-
pare the individual stages of plants conglomerations formed in this way, and the Selected Aspects of Reclamation of Soda Waste Landę ll Sites 85 transformation of the stored material and the formation of the substrate under their
inĚ uence. They visualized the impact of natural succession on the accumulation of
organic carbon (i.e. the phenomenon conę rming soil-forming processes [9]) and the
stabilization of organic maĴ er. And the presence of organic maĴ er was associated
with the age of the sedimentation tank and the fact how long it was covered with
the vegetation layer. The soil formed in these specię c conditions has been classię ed
as lime regosols mixed with a great amount of industrial waste (Calcareous spolic
regosols) [41]. The research carried out in the Czech Republic focused mainly on observations
of growing vegetation within the sedimentation tanks, emerging by spontaneous
succession and its inĚ uence on the abundance and diversity of microfauna, includ-
ing mainly representatives of the Nematoda type (nematodes). 3. Spontaneous Succession The observations
have shown that the greening of landę ll sites continues to tens of years, and with
the growth of vegetation and the emergence of new species of plants, the number
of micro-organisms increases as well, but even after almost 80 years of plant suc-
cession, their specię c composition shows numerous diě erences, compared with the
semi-natural forest nearby [13]. 4. Assisted Reclamation Vast areas of wasteland are often subjected to a standard three-stage technical
and biological reclamation [8, 15, 28] or only selected treatments aimed at support-
ing the spontaneous processes of environment restoration. The examples of a standard (three-stage) reclamation are, among others, the pro-
cesses on the selected complexes of the sedimentation tanks of the former Soda Plant
“Solvay” in Krakow, where the reclamation works were carried out in 1989–1995. Preliminary design works (stage I) preceded the implementation of the technical as-
sumptions of the reclamation project (stage II). The treatments included: leveling of
the dikes separating the individual sedimentation tanks, shaping and securing the
slopes, application of topsoil layer as well as execution of water drainage system [20,
31]. Soil material used to secure the crown of the sedimentation tanks was mostly
coming from the building site excavations, which meant that it was characterized by
a great diversity of mechanical composition [1, 22]. A total of about 185,000 m3 of soil
material was applied on the tailing ponds, of which about 35,000 m3 was the material
for reinforcing the slopes, while 150,000 m3 was the material used to construct the
topsoil [1]. Upon the completion of the technical works, the biological stage of the
reclamation followed (stage III), which consisted mainly of seeding the topsoil with
a mix of grasses and legumes [1]. Due to the high labour and cost consumption of such a reclamation method,
various modię cations are often applied, mainly consisting of the replacement of soil
material building topsoil layer with an alternative material. This function is often J. UrbaÚska, K. UrbaÚski 86 taken over by all kinds of sewage sludge [33]. In such cases, the sediments play a dual
role, and thus function as an insulating layer, and due to the high nutrient content
are also able to intensify the growth of grass and herbaceous vegetation. In addition,
the sediments in the form of sludge can be placed on the landę lls with grass seeds
through the so-called hydro-seeding, which dramatically reduces the workload. It
should be remembered, though, that the sediments in contrast to the natural organic
fertilizers in their composition may have signię cant amounts of heavy metals, es-
pecially when derived from the highly urbanized and industrialized areas [2, 33]. These metals can penetrate and accumulate in the plants and become included in the
cycle of maĴ er and energy [12, 27]. 4. Assisted Reclamation An example of such a sediment reclamation con-
cept are landę ll sites in Soda Plant in Janikowo. Technical reclamation was brought
here to the liquidation of the dikes separating individual sedimentation tanks, and
to leveling of their surface. Biological reclamation was carried out based on sewage
sludge and sowing seeds of meadow grass mixtures. In addition, until intensive
growth of grasses, plants protecting and increasing the process of vegetation were
planted [33, 34]. These reclamation treatments are often supplemented with additional qualities
aimed at protecting the environment from the harmful eě ects of soda waste landę lls. One such quality is the use of fast-growing vegetation having the ability to bioaccu-
mulate, which is used to ę lter the leachate from the landę lls. This becomes a partic-
ularly important issue when the stored waste contains a lot of easily soluble salts,
which, together with the inę ltrating rainwater, can penetrate the groundwater or wa-
tercourses, highly polluting them [38, 40]. The test solution based on the exploitation
of osier willow as a ę lter medium was introduced in the United States in Syracuse
[5, 39], where huge deposits of sediments collected in the close vicinity of the lake are
contributing to the changes in its physical and chemical parameters [7, 29]. 5. Management of Sediments The management of the sediments would be the best solution to the problem of
soda waste, but due to their physical and chemical properties, at least for now, this
type of waste treatment is very limited. The high content of calcium chloride (CaCl2)
and sodium chloride (NaCl) signię cantly reduces the possibility of soda waste man-
agement. The methods of removing these compounds or of signię cantly reducing
their amount in waste were already worked on since 1938 [35]. Poorly developed
waste disposal techniques were due to the fact that the issue of waste management
in those days was marginalized [18, 36]. As the interest in the problem of accumu-
lated sediments and negative impacts that may occur on the environment was in-
creased, works on potential soda waste management methods were being devel-
oped. As a result, it turned out that this waste can be used in various manufacturing
industries, to a limited extent. 87 Selected Aspects of Reclamation of Soda Waste Landę ll Sites One of the proposed solutions to the problem of soda waste was using it in
agriculture as a substitute for agricultural lime [3, 6], however, as a detailed study
revealed [30], raw waste did not qualify as a fertilizer. This was mainly due to the
high chloride content and excessive humidity which was resulted from high hy-
groscopicity [30]. Only after partial processing, yielding fertilizer chalk or fertilizer
calcium carbonate [23], the waste could be used in agriculture. The “Solvay” Soda
Plant launched this type of production line in1960 [4, 19]. The usability of soda waste was also examined in terms of its use as raw mate-
rial for the preparation of mortar or cement mixtures [3, 6, 35]. Partial management
of soda waste, especially that in the solid form, is also carried out in the process of
using it to produce various kinds of earth structures (construction of tank and road
embankments) [24, 25], while the semi-liquid waste is trying to be used as the ę lling
material for excavation voids and depressions caused by mining damage, or in the
liquid form – directly injected into the deep layers of soil [23] 6. Summary The provided examples of various manners of soda waste management prove
that the development of an eě ective method for reclamation which would give tan-
gible results poses numerous problems. They should be seen mainly in the specię c
nature of the waste, among others, in their semi-liquid form, heterogeneity with-
in a sedimentation tank, a large content of easily soluble salts or strongly alkaline
reaction. Taking into account the standard methods of reclamation for large area sedi-
mentation tanks, very high costs should be expected, associated with transporting
the soil masses needed to protect the tanks against the eě ects of weathering. Ad-
ditionally, there are hydraulic engineering works to capture any rainwater leach-
ate and inę ltrating from the tanks, as well as the works associated with seeding or
planting of plants shaping the biological architecture of the reclaimed facility. How-
ever, such works are carried out, but their intensity is usually adapted to the local
requirements and current needs. As a result, despite the continued development of various technologies for soda
waste management, still a very large mass remains within sedimentation tanks [3]. [1] BoroÚ K., Zajc E., Klatka S.: Rekultywacja terenu skÙadowania odpadów KZS
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„Solvay” w Krakowie. InČynieria Ekologiczna, nr 1, 2000, pp. 58–64.
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mson L.P.: Screening and selection of willow clones for growth on Solvay process
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Northern Ireland 18–20 May 2006. [40] Raport o stanie srodowiska naturalnego w województwie maÙopolskim w 2003 roku. Biblioteka Monitoringu grodowiska, WIOg, Kraków 2004. [41] World Reference Base for Soil Resource. World Soil Resources Report, vol. 48,
FAO, Rome 1998.
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ANÁLISE ESPAÇO TEMPORAL DA EVAPOTRANSPIRAÇÃO SOBRE A MICRORREGIÃO DO SERIDÓ NO ESTADO DO RIO GRANDE DO NORTE
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Holos
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cc-by
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RESUMO correspondeu a valores baixos na porção central e a
altos no extremo norte e sul da microrregião do Seridó
tal como a ETP. Relacionando com a disponibilidade de
energia concluiu-se que durante o ano essa variável
fosse
mais
importante
no
processo
de
evapotranspiração do que a precipitação sobre o Seridó,
tornando o Modelo adequado para avaliar quando
houver a baixa na precipitação. Este
estudo
teve
como
objetivo
estimar
as
evapotranspirações potencial e real de área dos
municípios pertencentes a microrregião do Seridó no
Estado do Rio Grande do Norte, utilizando do modelo
complementar de Morton. Após isso procurou-
seespacializar os resultados para verificar como se
distribui a ETR e ETP sobre a região. Pela análise feita
ficou evidente que nas regiões onde a primeira é alta a
outra tende a ser baixa. Foi visto que a ETR PALAVRAS-CHAVE: evapotranspiração; precipitação; disponibilidade hídrica. JESUS & MATTOS (2013) ANÁLISE ESPAÇO TEMPORAL DA EVAPOTRANSPIRAÇÃO SOBRE A MICRORREGIÃO
DO SERIDÓ NO ESTADO DO RIO GRANDE DO NORTE Edmir dos Santos Jesus1 e Arthur Mattos2
Universidade Federal do Rio Grande do Norte
E-mail: edmir.jesus@gmail.com1; armattos@ct.ufrn.br2 Edmir dos Santos Jesus1 e Arthur Mattos2
Universidade Federal do Rio Grande do Norte
E-mail: edmir.jesus@gmail.com1; armattos@ct.ufrn.br2 Artigo submetido em outubro/2013 e aceito em dezembro/2013 KEYWORDS: evapotranspiration; precipitation; hidric availability. 1 INTRODUÇÃO Como uma das mais importantes variáveis no ciclo hidrológico, a evapotranspiração
refere-se a perda conjunta d’água para a atmosfera que sob condições de restrições hídricas,
constitui um processo muito complexo e de difícil dedução por métodos climatológicos. Sob estas
condições, o estado da água disponível ao ambiente radicular das plantas cultivadas e na
superfície do solo, afeta significativamente a razão de evapotranspiração (MOTA,1977). No Estado do Rio Grande do Norte, o Seridó é uma das microrregiões que abrange
dezessete municípios, o qual possui área de aproximadamente 9.372 km², correspondendo a
quase 18% do Estado, com uma população estimada de 260.000 habitantes (IBGE, 2000). Esta
região está inserida na área semiárida da Região Nordeste do Brasil (NEB), com regime
pluviométrico bastante irregular tanto espacialmente como temporalmente. A atividade
econômica principal do Seridó é a agropecuária. Entretanto, a falta de água no solo torna-se a
principal limitação para o pequeno agricultor, não apenas pelo seu volume total anual de
precipitação pluvial, mas pela distribuição irregular. Este fato reforça a necessidade de um
monitoramento contínuo hidrológico da microrregião do Seridó. Esse tipo de informação
terminada é de extrema necessidade para diversos fins na agricultura, prevenção de incêndios
florestais e o planejamento de consumo de água nas grandes comunidades (ISAIAS et al. 1992). Segundo Bezerra Júnior & Souza (2007), o clima semi-árido com suas altas temperaturas,
baixas médias pluviométricas, dentre outras características influenciam o sistema hidrográfico. Devido ao déficit hídrico intenso, a região seridoense abriga inúmeras barragens que trazem
oportunidades para prática de irrigação, uso humano e turístico no intuito de diminuir as
dificuldades socioeconômicas que se apresentam na época da seca. Em regiões semiáridas o déficit observado no balanço hídrico anual constitui um grave
problema as atividades agropecuárias, pois a deficiência hídrica limita à produção agrícola,
diminui a disponibilidade de água para dessedentação animal e consumo humano, sendo assim
fonte de risco agrícola nestas áreas. Desta forma a quantificação da evapotranspiração assume
particular acepção em virtude destes eventos de déficit hídrico, ajudando no planejamento
agrícola, indicando o período de escassez de água e assim buscando-se formas de as culturas
para que não haja perda da agrícola (MENDONÇA & DANTAS, 2010). Devido à dificuldade de se estimar a evapotranspiração diversos modelos empíricos são
encontrados na literatura, os quais respondem e que levam em consideração as variáveis
climáticas reinantes da região de estudo. JESUS & MATTOS (2013) ABSTRACT that the ETR corresponded to low values in the central
and high in the extreme north and south of micro Seridó
as the ETP. Relating to the availability of energy
concluded that during the year this variable was more
important in the process of evaporation than
precipitation on Seridó, making the model suitable for
assessing when there low in precipitation. that the ETR corresponded to low values in the central
and high in the extreme north and south of micro Seridó
as the ETP. Relating to the availability of energy
concluded that during the year this variable was more
important in the process of evaporation than
precipitation on Seridó, making the model suitable for
assessing when there low in precipitation. This study objective to estimate the potential
evapotranspiration and actual area of the municipalities
belonging to the micro Seridó in the state of Rio Grande
of the North, using the complementary model of
Morton. After that we tried to spatialize the results to
see how it distributes the ETR and ETP on the region. For
the analysis it became clear that in regions where the
first one is high the other tends to be low. It was seen KEYWORDS: evapotranspiration; precipitation; hidric availability. HOLOS, Ano 29, Vol. 6 22 2.1 Área de estudo A região de estudo abrange a microrregião do Seridó no Estado do Rio Grande do Norte,
situada entre os paralelos de 6°06’ e 6°55’ Sul e meridianos de 37°25’ e 36°22’ Oeste com
altitudes entre 134 a 572 metros (Figura 1). Segundo a classificação climática de Thornthwaite, o
clima desta região é DdA’a’, ou seja, semi-árido, megatérmico, com excedente hídrico pequeno
ou nulo e concentração da evapotranspiração nos meses de verão igual a 26%, atingindo uma
média anual de 1.464mm. FIGURA 1. Localização geográfica dos municípios na microrregião do Seridó. (Fonte: do Autor) FIGURA 1. Localização geográfica dos municípios na microrregião do Seridó. (Fonte: do Autor) JESUS & MATTOS (2013) área, isto é, existe uma resposta complementar, igual e de sinal contrário entre ambas, devido as
mudanças de disponibilidade de água para a evapotranspiração real de área. área, isto é, existe uma resposta complementar, igual e de sinal contrário entre ambas, devido as
mudanças de disponibilidade de água para a evapotranspiração real de área. Alguns autores como (JESUS & ASSIS, 2004), GOSSON (2005), JESUS et al. (2012) mostram
que a utilização do modelo de relação complementar de Morton para a obtenção da
evapotranspiração potencial e evapotranspiração real de área obteve bons resultados
comparados aos dados observados. Neste sentido, este trabalho teve como objetivo analisar a
estimativa das evapotranspirações potencial e real de área sobre os municípios localizados na
microrregião do Seridó. 1 INTRODUÇÃO Dessa forma, BOUCHET (1963) formulou a hipótese de
que variações nas evapotranspirações potencial e real de área, devido à variações no
fornecimento de umidade regional são complementares. MORTON (1965) desenvolveu uma
equação para a hipótese de Bouchet, a qual foi sendo aperfeiçoada pelo mesmo até chegar no
modelo de relação complementar. Este modelo está fundamentado no conceito de que existe
uma relação complementar entre a evapotranspiração potencial e a evapotranspiração real de HOLOS, Ano 29, Vol. 6 23 2.2 Dados meteorológicos utilizados Para a realização deste trabalho foram selecionados os dados meteorológicos mensais
dos dezessete municípios como a temperatura do ar (°C), umidade relativa do ar (%), insolação
(horas), temperatura do ponto de orvalho (°C), pressão real (mb) e de saturação do vapor (mb) e
total anual de precipitação (mm). A série de dados foi obtida de estações meteorológicas de
superfície monitoradas pelo 3º DISME (Distrito de Meteorologia) e pela Empresa de Pesquisa
Agropecuária do Rio Grande do Norte (EMPARN)que correspondem ao período de 1963 a 2008. HOLOS, Ano 29, Vol. 6 24 JESUS & MATTOS (2013) Os dados climatológicos de temperatura média do ar foram estimados em cada município
da microrregião por meio do softwareEstima_T (Cavalcanti et al. 2006), do Departamento de
Ciências Atmosféricas (DCA), da Universidade Federal de Campina Grande (UFCG). Estes dados
estimados de temperatura do ar levam em consideração uma série temporal de 30 anos (1961 a
1990) através das estações meteorológicas convencionais instaladas no Rio Grande do Norte pelo
Instituto Nacional de Meteorologia (INMET). Para estimar as evapotranspirações potencial e real de área, foi utilizado o programa
computacional WREVAP, desenvolvido em linguagem Fortran, desenvolvido por MORTON et al. 1985. Este programa possui três opções: modelo CRAE (relação complementar de
evapotranspiração de área), modelo CRWE (relação complementar de evaporação de superfície
saturada) e modelo CRLE (relação complementar de evaporação de lago). A opção de programa
WREVAP utilizada neste trabalho foi o modelo CRAE. O programa WREVAP foi desenvolvido para ter como valores de entrada osdados
climatológicos medidos para um período que varia de um dia a um mês. Os dados
meteorológicos utilizados para inicializaro modelo CRAE, foram: médias mensais de temperatura
do ponto de orvalho (°C), da temperatura do ar (°C), da insolação real (horas) e normal anual de
precipitação (mm); além da altitude (m) e latitude (graus) da estação meteorológica. Obtendo
como valores de saída a ETP (evapotranspiração potencial), ETR (evapotranspiração real), e Rn
(saldo de radiação solar). JESUS & MATTOS (2013) A ordenada representa a evapotranspiração e a abscissa representa o fornecimento de
água às superfícies solo-planta da área, uma quantidade que é normalmente desconhecida. Quando não existe água disponível para a evapotranspiração real de área (extremo esquerdo da
Figura 2) a
R
ET é igual a zero, e o ar é muito quente e seco. P
ET tem valor máximo que é igual a
W
ET
2
. Quando o fornecimento de água para as superfícies solo-planta aumenta, o aumento
equivalente resultante em
R
ET modifica as condições do ar que está circulando sobre a região,
tornando-o mais frio e mais úmido, o qual, em retorno (feedback), produz um decréscimo
equivalente em
P
ET . Finalmente, quando o fornecimento de água para as superfícies solo-planta
da área aumenta suficientemente, os valores de
R
ET e
P
ET convergem para
W
ET . No modelo de Morton, a
P
ET é estimada de uma solução de equações do balanço de
energia (Equação 2) e saldo de radiação à temperatura de equilíbrio
Np
R
(Equação 3)proposta
por Priestley-Taylor (1972), ajustada para levar em conta os efeitos de advecção (divergência
horizontal) de Larga Escala.
T
T
+
T
f
εσ
+
γp
f
R
=
ET
p
T
T
N
P
3
273
4
(2)
T
T
pf
ET
=
R
p
T
P
Np
(3) (2) (3) (3) em que
p
T é a temperatura de equilíbrio (°C), T é a temperatura do ar (°C),
Tf é o coeficiente de
transferência de vapor d’água, é o coeficiente de transferência de calor (2,45MJ.kg-1), sendo
a constante psicrométrica (kPa.°C-1), p é a pressão atmosférica (kPa), é a constante de
Stefan-Boltzman (4,8989x10-9MJ.m-2.K-4.dia-1), e a emissividade da superfície. 2.2 Dados meteorológicos utilizados A base conceitual do modelo CRAE leva em consideração os efeitos de fenômenos de
Larga Escala que contribuem para variar a taxa de evapotranspiração e a equação que descreve a
relação complementar, segundo MORTON (1983), é expressa da seguinte forma: R
W
P
ET
ET
ET
2
(1) R
W
P
ET
ET
ET
2 (1) onde :
P
ET é a evapotranspiração potencial que é estimada de uma solução de equações do balanço de energia e
do transporte de vapor d’água, representando a evapotranspiração que ocorreria em uma superfície úmida
hipotética, com características de absorção de radiação e de transporte de vapor semelhantes àquelas de uma
extensa área;
R
ET é a evapotranspiração real de área que ocorre em uma área bastante extensa e
W
ET
representa
a evapotranspiração de um ambiente úmido. A Figura 2 mostra a relação esquemática entre as três variáveis da
Equação (1), considerando o fornecimento de energia radiante constante. onde :
P
ET é a evapotranspiração potencial que é estimada de uma solução de equações do balanço de energia e
do transporte de vapor d’água, representando a evapotranspiração que ocorreria em uma superfície úmida
hipotética, com características de absorção de radiação e de transporte de vapor semelhantes àquelas de uma
extensa área;
R
ET é a evapotranspiração real de área que ocorre em uma área bastante extensa e
W
ET
representa
a evapotranspiração de um ambiente úmido. A Figura 2 mostra a relação esquemática entre as três variáveis da
Equação (1), considerando o fornecimento de energia radiante constante. FIGURA 2. Representação esquemática da relação complementar entre evapotranspiração potencial e
evapotranspiração real de área, com fornecimento de energia radiante constante (MORTON, 1983). Fonte:
Adaptação PEREIRA (1997). Evapotranspiração
ETW = Evapotranspiração Potencial
em superfície úmida
← ETP = Evapotranspiração Potencial
← ETR = Evapotranspiração Real de área
← 2ETW = Evapotranspiração Potencial em regiões secas
Disponibilidade de água
Solo seco FIGURA 2. Representação esquemática da relação complementar entre evapotranspiração potencial e
evapotranspiração real de área, com fornecimento de energia radiante constante (MORTON, 1983). Fonte:
Adaptação PEREIRA (1997). HOLOS, Ano 29, Vol. 6 25 0,007
0,71
1
273
4
(7) (7)
τ
a
+
+
τ
R
=
R
a
o
g
. 1
1
1
. 0
0
Z
ω
η
=
R
cos
180
1354
2
0
τ
a
+
+
τ
R
=
R
a
o
g
. 1
1
1
. 0
0
(8)
Z
ω
η
=
R
cos
180
1354
2
0
(9) (8) (9) onde :
0
g
R
é a radiação global (MJ.m-2.d-1) a céu claro;
0
R é a irradiância solar (MJ.m-2d-1) no topo
da atmosfera; é a excentricidade da órbita da Terra em torno do Sol; N
n é a razão de insolação;
se é a pressão de saturação de vapor(mb) à temperatura do ponto de orvalho
dT em (°C);
sp
p é a onde :
0
g
R
é a radiação global (MJ.m-2.d-1) a céu claro;
0
R é a irradiância solar (MJ.m-2d-1) no topo
da atmosfera; é a excentricidade da órbita da Terra em torno do Sol; N
n é a razão de insolação;
se é a pressão de saturação de vapor(mb) à temperatura do ponto de orvalho
dT em (°C);
sp
p é a
razão da pressão atmosférica na estação pela pressão ao nível do mar com a correção da pressão
para atmosfera padrão;
a
é a razão de transmitância a céu claro pela fração absorvida; é o
ângulo horário, Z é o ângulo zenital ao meio dia. A estimativa do saldo de radiação (
n
R ) para superfície solo-planta à temperatura do ar (T
), envolve as variáveis: albedo médio ();albedo médio a céu claro (
0
);radiação solar global (
g
R ) e perda de radiação de onda longa para o conjunto solo-planta (
ol
R ), conforme descrito as
Equações:
ol
g
n
R
R
=
R
1
(4)
ol
g
n
R
R
=
R
1 (4) com as contribuições : com as contribuições :
330
1
1
0
Z
N
n
+
N
n
=
(5)
o
g
R
N
n
N
n
+
+
N
n
=
R
1
. 0,30
0,08
. Rg0
(6) ç
330
1
1
0
Z
N
n
+
N
n
=
(5) o
g
R
N
n
N
n
+
+
N
n
=
R
1
. 0,30
0,08
. Rg0 (6) HOLOS, Ano 29, Vol. 6 26 JESUS & MATTOS (2013)
ρ
+
p
p
e
+
+
T
εσ
=
R
s
s
ol
1
. 0,007
0,71
1
273
4
ρ
+
p
p
e
+
+
T
εσ
=
R
s
s
ol
1
. 0,007
0,71
1
273
4
(7)
τ
a
+
+
τ
R
=
R
a
o
g
. 1
1
1
. 0
0
(8)
Z
ω
η
=
R
cos
180
1354
2
0
(9)
ρ
+
p
p
e
+
+
T
εσ
=
R
s
s
ol
1
. HOLOS, Ano 29, Vol. 6 3 RESULTADOS E DISCUSSÃO 3.1 Análise anual da evapotranspiração real de área e potencial em função da
precipitação, saldo de radiação, temperatura, umidade relativa e insolação. 3.1 Análise anual da evapotranspiração real de área e potencial em função da
precipitação, saldo de radiação, temperatura, umidade relativa e insolação. 3.1 Análise anual da evapotranspiração real de área e potencial em função da
precipitação, saldo de radiação, temperatura, umidade relativa e insolação. Na discussão dos resultados destacamos as Figuras 3a e 3b, onde tem-se a distribuição
espacial da evapotranspiração real e potencial anual para a microrregião do Seridó, e neste,
observa-se que os menores valores de ETP foram registrados na região nordeste e leste do
Seridó. Segundo Ross (2003) essa região é formada pela Depressão Sertaneja e pelo Planalto da
Borborema favorecendo a menor demanda hídrica pelas plantas através da evapotranspiração,
devido a alguns condicionantes climáticos, que segundo Pereira et al.(2002) o efeito combinado
de temperatura, umidade relativa e velocidade do vento define a demanda atmosférica por
vapor d’águaem cada região. Os maiores valores registrados da evapotranspiração foram
observados nas regiões oeste e centro-oeste da microrregião do Estado. Analisando a distribuição espacial da ETR (Figura 3a), verifica-se o aumento gradativo do
centro-oeste do Seridó ocidental ao norte e sudeste da microrregião. Em parte das localidades de
Timbaúba dos Batistas, Caicó, São João do Sabugi e Jardim do Seridó seu valor foi superior a
1.120mm. Ainda pode ser visto que os menores valores de ETR estiveram concentrados na
porção da região centro-oeste, como em Caicó (1.111,4mm) e São João do Sabugi (1.123,6mm) e
na região extremo nordeste, como em Currais Novos (1.291,1mm) os quais demonstram
superestimados comparados aos valores encontrados por Gosson (2005). A Figura 3b mostra a distribuição da ETP, onde se observa o aumento da variável na
direção oeste do Seridó, com valores de 2.300 a 2.500mm, principalmente nas localidades de HOLOS, Ano 29, Vol. 6 27 JESUS & MATTOS (2013) Jardim de Piranhas, São Fernando, Timbaúba dos Batistas, Serra Negra do Norte, Caicó e Ipueira
(2.520,4mm). Osmenores valores concentraram-se na região nordeste, como em Currais Novos e
numa pequena faixa ao sul com valores abaixo de 2.200mm. Dado aos fatores do saldo de
radiação, superior a 4.300MJ.m-2.dia-1 (Figura 4c), da insolação, entre 2.800 e 2.900 horas (Figura
4d) da alta temperatura em torno de 27°C (Figura 4a) e a baixa na umidade relativa do ar (em
torno de 60%, Figura 4b) que somadas ocasionam a alta taxa de evapotranspiração em toda a
microrregião. Como a relação complementar de Morton entre a evapotranspiração potencial e real de
área é baseada na interação entre a superfície evaporante e o ar ambiente, quando ocorre uma
redução na disponibilidade de água para a evapotranspiração real de área, o ar torna-se mais
quente e mais seco, o que causa o aumento da evapotranspiração potencial. Por isso, é que nas
regiões onde a ETR é baixa, a ETP é alta, e há restrições na disponibilidade de água que é
representada pela precipitação (Figura 3c). Ressalta-se que em Caicó, na porção central, a ETR foi bem abaixo da ETP, com uma
diferença em torno de 1.439,9mm. A precipitação (Figura 3c) observada ficou acima de 700mm,
mas a alta demanda evaporativa para a atmosfera foi influenciada por temperaturas médias
elevadas associada com a disponibilidade de energia (Figura 4c). Ainda segundo Santos et al. (2010) que calcularam o balanço hídrico climatológico para a
microrregião do Seridó pelo método de Thornthwaite e Mather (1955) verificaram as
variabilidades sazonais conforme a evapotranspiração potencial e real e viram que a deficiência
hídrica é bastante elevada na região, concentrando-se no período de junho a dezembro, não
ocorrendo excedente em nenhum outro mês. Comparando os valores encontrados pelos
métodos na região, vimos os estimados pelo método de Morton superestimaram os valores
encontrados por Thornthwaite e Matter. Ao verificar os valores de ETR, ETP e PRP percebe-se o quanto há de perda de água em
toda a microrregião tornando a região em completa escassez comprometendo a toda a
população do Seridó, confirmando o levantamento feito por Bezerra Junior e Silva (2007). HOLOS, Ano 29, Vol. 6 28 JESUS & MATTOS (2013) (a)
(b)
(c)
uição espacial do total anual da Evapotranspiração Real de Área(a), Evapotranspiração Pote
(b) e Precipitação (c). 1000
1200
1400
1600
1800
2000
2200
2400
2600
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
mm
1000
1200
1400
1600
1800
2000
2200
2400
2600
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
mm
400
450
500
550
600
650
700
750
800
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
mm (a)
1000
1200
1400
1600
1800
2000
2200
2400
2600
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
mm (a) (b)
1000
1200
1400
1600
1800
2000
2200
2400
2600
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
mm (b) (c)
400
450
500
550
600
650
700
750
800
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
mm (c) FIGURA 3. Distribuição espacial do total anual da Evapotranspiração Real de Área(a), Evapotranspiração Potencial
(b) e Precipitação (c). HOLOS, Ano 29, Vol. 6 29 JESUS & MATTOS (2013) (a)
(b)
(c)
(d)
o espacial da média anual de Temperatura do ar (a) e Umidade Relativa do ar (b), e o total
anual do Saldo de Radiação (c) e Insolação (d). Paraíba
6°36'
6°42'
6°48'
Latitud
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Equador
Ipueira
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São João
do Sabugi
Serra Negra
do Norte
23°C
23.5°C
24°C
24.5°C
25°C
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
60%
62%
64%
66%
68%
70%
3550
3650
3750
3850
3950
4050
4150
4250
4350
4450
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
MJ/m².d
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
Horas
2730
2770
2810
2850
2890
2930
2970 (a) (a)
(b)
Longitude Oeste
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
60%
62%
64%
66%
68%
70% (b) (b)
(c)
37 24
37 12
37 00
36 48
36 36
36 24
Longitude Oeste
3550
3650
3750
3850
3950
4050
4150
4250
4350
4450
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
MJ/m².d Longitude Oeste (c) (c)
(d)
Longitude Oeste
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
Horas
2730
2770
2810
2850
2890
2930
2970 (d) 00
36 48
Longitude Oeste FIGURA 4. mostra a média anual da temperatura do ar umidade relativa e déficit d
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
23°C
23.5°C
24°C
24.5°C
25°C
25.5°C
26°C
26.5°C
27°C
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
60%
62%
64%
66%
68%
70%
3550
3650
3750
3850
3950
4050
4150
4250
4350
4450
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
MJ/m².d
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
Horas
2730
2770
2810
2850
2890
2930
2970 (a)
Paraíba
6°06'
6°12'
6°18'
6°24'
6°30'
6°36'
6°42'
6°48'
Latitude Sul
Paraíba
6°54'
37°24'
37°12'
37°00'
36°48'
36°36'
36°24'
Longitude Oeste
Acari
Caicó
Carnaúba
dos Dantas
Cruzeta
Currais
Novos
Equador
Ipueira
Jardim de
Piranhas
Jardim do Seridó
Ouro Branco
Parelhas
Santana do Seridó
São Fernando
São João
do Sabugi
São José
do Seridó
Serra Negra
do Norte
Timbaúba
dos Batistas
23°C
23.5°C
24°C
24.5°C
25°C
25.5°C
26°C
26.5°C
27°C (a)
(b)
(c)
(d)
FIGURA 4. Distribuição espacial da média anual de Temperatura do ar (a) e Umidade Relativa do ar (b), e o total
anual do Saldo de Radiação (c) e Insolação (d). 4 CONCLUSÕES O presente estudo procurou mostrar a distribuição dos potenciais evapotranspirométricos
sobre a microrregião do Seridó através do Modelo de relação complementar de Morton,o qual
foi usado para gerar as evapotranspirações real de área e potencial. Como a precipitação em
toda a região é baixaemrelação aos valores de evapotranspiração, a ETR responde a essa baixa,
ficando bem abaixo da ETP. Dessa forma, tem-se que a ETR foisuperior ao extremo norte e sul e
baixa na porção central do Seridó. Pode-se concluir que durante o ano a disponibilidade de energia seja a mais importante
no processo de evapotranspiração do que a precipitação sobre a microrregião, sendo assim, o
Modelo se torna adequado para avaliar a baixa na precipitação. JESUS & MATTOS (2013) estiveram nas localidades do Seridó Ocidental, tal como, Caicó (com 2.551,3mm), cujos osvalores
combinam com a temperatura, umidade, déficit de saturação, saldo de radiação e insolação. estiveram nas localidades do Seridó Ocidental, tal como, Caicó (com 2.551,3mm), cujos osvalores
combinam com a temperatura, umidade, déficit de saturação, saldo de radiação e insolação. TABELA 1. Média Anual da de temperatura do ar (T), Umidade relativa do ar (UR), déficit de saturação de vapor
(e) e o total anual de evapotranspiração real de área (ETR), evapotranspiração potencial (ETP), precipitação
(PRP), saldo de radiação solar (RN) e insolação (INS) dos municípios da microrregião do Seridó. (PRP), saldo de radiação solar (RN) e insolação (INS) dos municípios da microrregião do Seridó. Média Anual
Total Anual
Município
T
(°C)
UR
(%)
e
(mb)
ETR
(mm)
ETP
(mm)
PRP
(mm)
RN
(MJ.m-2.d-1)
INS
(hrs)
Acari
25,2
68,8
10,1
1.270,0
2.325,9
492,0
4.206,4
2.860,0
Caicó
26,5
64,2
12,5
1.111,4
2.551,3
666,0
4.135,1
2.925,0
Carnaúba dos Dantas
25,0
69,2
9,8
1.277,0
2.296,5
621,0
4.192,3
2.850,0
Cruzeta
25,7
68,3
10,5
1.271,9
2.378,8
583,0
4.243,6
2.890,0
Currais Novos
24,6
70,4
9,1
1.291,1
2.207,4
444,0
4.134,6
2.740,0
Equador
23,1
68,3
9,0
1.175,6
2.184,6
400,0
3.984,4
2.795,0
Ipueira
26,2
65,0
12,0
1.166,0
2.520,4
805,0
4.204,9
2.936,0
Jardim de Piranhas
26,9
65,8
12,2
1.223,6
2.549,7
744,0
4.292,9
2.945,0
Jardim do Seridó
25,7
65,0
11,6
1.124,4
2.463,4
570,0
4.104,3
2.907,5
Ouro Branco
25,9
65,0
11,8
1.131,7
2.486,6
568,0
4.128,9
2.925,0
Parelhas
25,4
69,2
10,0
1.312,6
2.338,3
563,0
4.276,9
2.875,0
Santana do Seridó
24,9
65,8
10,8
1.131,8
2.385,0
723,0
4.064,3
2.875,0
São Fernando
26,7
65,8
12,0
1.210,6
2.532,3
701,0
4.264,3
2.925,0
São João do Sabugi
26,4
65,0
12,1
1.123,6
2.495,8
632,0
4.093,9
2.830,0
São José do Seridó
25,9
65,8
11,5
1.176,2
2.470,5
578,0
4.180,2
2.910,0
Serra Negra do Norte
26,7
65,0
12,4
1.185,5
2.559,4
742,0
4.253,2
2.985,0
Timbaúba dos Batistas
26,5
64,2
12,5
1.117,5
2.561,3
665,0
4.154,3
2.955,0 Distribuição espacial da média anual de Temperatura do ar (a) e Umidade Relativa do ar (b), e o total
anual do Saldo de Radiação (c) e Insolação (d). A Tabela 1 mostra a média anual da temperatura do ar, umidade relativa e déficit de
saturação, além do total anual da precipitação e insolação dos municípios da microrregião do
Seridó. Além disso, os valores obtidos pelo modelo complementar de Morton, como o total anual
de ETR, ETP e RN para cada munícipio citado. Verificou-se que os valores mais elevados de ETP HOLOS, Ano 29, Vol. 6 30 6 REFERÊNCIAS BIBLIOGRÁFICAS 1. BEZERRA JUNIOR, J. G.O.; SILVA, N. M. Caracterização Geoambiental Da Microrregião Do
Seridó Oriental Do Rio Grande Do Norte. RevistaHolos, Ano 23, Vol. 2. 2007. 2. BOUCHET, R.J. Evapotranspiration Réelleetpotentielle, signification climatique. In:
International Association of Scientific Hydrology Symposium, 62., 1963, Berkeley,
Anais...p.134-142. 3. CAVALCANTI, E.P.; SILVA, V.P.R.; SOUSA, F.A.S. Programa computacional para a estimativa da
temperatura do ar para a Região Nordeste do Brasil. Revista Brasileira de Engenharia
Agrícola e Ambiental, Campina Grande, PB, v.10, n.1, p.140-147, 2006. 4. GOSSON, P. C. R. Avaliação de métodos de balanço de energia para determinação da
evaporação em lago na região semi-árida do RN. Dissertação de mestrado. Universidade
Federal do Rio Grande do Norte. Natal (RN), 2005. 5. ISAIAS, E. M. B. I.; ISAIA, T.; VERSLYPE, C.; GARIGLIO, M. A. Avaliação do estoque lenheiro do
Estado do Rio Grande do Norte – 1ª etapa: Estratificação e mapeamento da vegetação nativa
lenhosa através de composições coloridas do TM Landsat. PNUD/FAO-IBAMA. Nota técnica. N. 4, 29p, 1992. 6. JESUS, E. S.; SCHMIDT, D. M.; MATTOS, A.; GOMES JESUS, N. V. Estimativa da
Evapotranspiração de alguns Municípios da Região do Seridó–RN. Congresso Brasileiro de
Meteorologia, Gramado-RS. 2012. Anais do XVII CBMET. 7. JESUS, E.S. Avaliação Mensal da Evapotranspiração no Estado do Rio Grande do Sul
utilizando o Modelo Complementar de Morton. Dissertação de mestrado. Universidade
Federal de Pelotas. 2004. 89p. 8. JESUS, E.S., ASSIS, S.V. Evapotranspiração Mensal da Região da Campanha do Estado do Rio
Grande do Sul. Congresso Brasileiro de Meteorologia, Fortaleza-CE. 2004. Anais do XIII
CBMET. 9. MENDONÇA, E. A.; DANTAS, R. T. Estimativa da Evapotranspiração de Referência no município
de Capim, PB. Revista Brasileira de Engenharia Agrícola e Ambiental, v. 14, n. 2, p. 196–202,
2010. 10. MORTON, F.I. Operation estimatives of areal evapotranspiration and their significance to the
science and practice of hydrology. JournalofHydrology, v.66,p.1-76.1983. 11. MORTON, F.I., RICARD, F., FOGARASI, S. Operational estimates of areal evapotranspiration
and lake evaporation – Program WREVAP. National Hydrology Research Institute. Inlan
Waters Directorate. Ottawa, Canada, NHRI PAPER, n.24, 1985. 12. MOTA, F. S. Meteorologia Agrícola, São Paulo, NOBEL, 1977. 13. PEREIRA, A. R.; VILLA NOVA, N. A.; SEDIYAMA, G. C. Evapotranspiração. Piracicaba: FEALQ,
183p. 1997. 14. PRIESTLEY CHB; TAYLOR RJ. On the assessment of surface heat flux and evapotranspiration
using large scale parameters. Mon Weather Rev 100:81–92.1972. 15. ROSS, Jurandir L. Sanches. Geografia do Brasil. São Paulo: Edusp, p.57, p.63,p.103 16. SANTOS, A. JESUS & MATTOS (2013) 5 AGRADECIMENTOS Os autores agradecem ao Programa de Pós-Graduação em Ciências Climáticas ao
Laboratório de Recursos Hídricos e Saneamento Ambiental e a CAPES pelo apoio a esta pesquisa. HOLOS, Ano 29, Vol. 6 31 6 REFERÊNCIAS BIBLIOGRÁFICAS S.; MATTOS, A.; LOPO, A. B.; MEDEIROS, F. C.; BRISTOT, G.; PINHEIRO, J. U. Estimativa do Balanço Hídrico Climático para a Microrregião do Seridó - Estado do Rio
Grande do Norte. Congresso Brasileiro de Meteorologia, Belém-PA. 2010. Anais do XVI
CBMET. HOLOS, Ano 29, Vol. 6 32
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http://bura.brunel.ac.uk/bitstream/2438/24687/1/FullText.pdf
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English
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Frataxin Deficit Leads to Reduced Dynamics of Growth Cones in Dorsal Root Ganglia Neurons of Friedreich’s Ataxia YG8sR Model: A Multilinear Algebra Approach
|
Frontiers in molecular neuroscience
| 2,022
|
cc-by
| 14,768
|
Edited by:
Benoit Laurent,
Université de Sherbrooke, Canada 1 Chemical Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology (TU/e), Eindhoven,
Netherlands, 2 Department of Genetics, Faculty of Biological Sciences, University of Valencia, Valencia, Spain, 3 CIBER
de Enfermedades Raras (CIBERER), Valencia, Spain, 4 Brain Connectivity Laboratory, Joint Unit FISABIO & Prince Felipe
Research Centre (CIPF), Valencia, Spain, 5 Regional Ministry of Health in Valencia, Hospital Sagunto (CEIB-CSUSP),
Valencia, Spain, 6 CIBER de Salud Mental (CIBERSAM), Valencia, Spain, 7 The Mathworks B.V., Eindhoven, Netherlands,
8 Biosciences, Brunel University London, Uxbridge, United Kingdom, 9 Department of Physiology, Faculty of Medicine
and Dentistry, University of Valencia, Valencia, Spain, 10 Biomedical Research Institute INCLIVA, Valencia, Spain,
11 Department of Genetic and Molecular Medicine IPER, Institut de Recerca Sant Joan de Déu, Hospital Sant Joan de Déu,
Barcelona, Spain, 12 Division of Pediatrics, University of Barcelona School of Medicine and Health Sciences, Barcelona, Spain Reviewed by:
Elisabetta Indelicato,
Medizinische Universität Innsbruck,
Austria
David Lynch,
University of Pennsylvania,
United States
*Correspondence:
Pilar Gonzalez-Cabo
pilargc@uv.es
†These authors have contributed
equally to this work
‡These authors share senior
authorship Reviewed by:
Elisabetta Indelicato,
Medizinische Universität Innsbruck,
Austria Reviewed by:
Elisabetta Indelicato,
Medizinische Universität Innsbruck,
Austria
David Lynch,
University of Pennsylvania,
United States David Lynch,
University of Pennsylvania,
United States *Correspondence:
Pilar Gonzalez-Cabo
pilargc@uv.es
†These authors have contributed
equally to this work
‡These authors share senior
authorship *Correspondence:
Pilar Gonzalez-Cabo
pilargc@uv.es
†These authors have contributed
equally to this work
‡These authors share senior
authorship Computational techniques for analyzing biological images offer a great potential to
enhance our knowledge of the biological processes underlying disorders of the nervous
system. Friedreich’s Ataxia (FRDA) is a rare progressive neurodegenerative inherited
disorder caused by the low expression of frataxin, which is a small mitochondrial
protein. In FRDA cells, the lack of frataxin promotes primarily mitochondrial dysfunction,
an alteration of calcium (Ca2+) homeostasis and the destabilization of the actin
cytoskeleton in the neurites and growth cones of sensory neurons. In this paper, a
computational multilinear algebra approach was used to analyze the dynamics of the
growth cone and its function in control and FRDA neurons. Computational approach,
which includes principal component analysis and a multilinear algebra method, is used
to quantify the dynamics of the growth cone (GC) morphology of sensory neurons from
the dorsal root ganglia (DRG) of the YG8sR humanized murine model for FRDA. Keywords: growth cone, DRG neurons, neurobiology of the disease, Friedreich’s ataxia, tensor decompositions,
multilinear algebra ORIGINAL RESEARCH
published: 13 June 2022
doi: 10.3389/fnmol.2022.912780 ORIGINAL RESEARCH
published: 13 June 2022
doi: 10.3389/fnmol.2022.912780 Frataxin Deficit Leads to Reduced
Dynamics of Growth Cones in Dorsal
Root Ganglia Neurons of Friedreich’s
Ataxia YG8sR Model: A Multilinear
Algebra Approach Diana C. Muñoz-Lasso1, Belén Mollá2,3†, Jhon J. Sáenz-Gamboa4,5,6†, Edwin Insuasty7,
Maria de la Iglesia-Vaya4,5,6, Mark A. Pook8, Federico V. Pallardó3,9,10,
Francesc Palau3,11,12‡ and Pilar Gonzalez-Cabo3,9,10*‡ Diana C. Muñoz-Lasso1, Belén Mollá2,3†, Jhon J. Sáenz-Gamboa4,5,6†, Edwin Insuasty7,
Maria de la Iglesia-Vaya4,5,6, Mark A. Pook8, Federico V. Pallardó3,9,10,
Francesc Palau3,11,12‡ and Pilar Gonzalez-Cabo3,9,10*‡ Edited by:
Benoit Laurent,
Université de Sherbrooke, Canada It
was confirmed that the dynamics and patterns of turning were aberrant in the FRDA
growth cones. In addition, our data suggest that other cellular processes dependent on
functional GCs such as axonal regeneration might also be affected. Semiautomated
computational approaches are presented to quantify differences in GC behaviors in
neurodegenerative disease. In summary, the deficiency of frataxin has an adverse effect
on the formation and, most importantly, the growth cones’ function in adult DRG
neurons. As a result, frataxin deficient DRG neurons might lose the intrinsic capability to
grow and regenerate axons properly due to the dysfunctional GCs they build. Specialty section:
This article was submitted to
Neuroplasticity and Development,
a section of the journal
Frontiers in Molecular Neuroscience Specialty section:
This article was submitted to
Neuroplasticity and Development,
a section of the journal
Frontiers in Molecular Neuroscience
Received: 04 April 2022
Accepted: 17 May 2022
Published: 13 June 2022 Edited by:
Benoit Laurent,
Université de Sherbrooke, Canada INTRODUCTION spatial patterns of the dynamics of growth cone morphology
in control and Friedreich’s Ataxia neurons (FRDA, OMIM
229300, ORPHA 95). Computational methods for analyzing biological time-lapse
experiments are accelerating the pace of research of neurological
diseases every day. In this context, the application of linear
algebra methods is well established. Recently, Goodhill et al. (2015) have used principal component analysis (PCA) to analyze
the dynamics of growth cone (GC) morphology. In this paper,
firstly, we validate the use of PCA to determine principal motion
patterns of the GC. Secondly, a generalization of the methods
described in Goodhill et al. (2015), is presented by implementing
multilinear algebra approaches using tensor decompositions to
quantify the dynamics of the growth cone morphology in the
neurological disease: Friedreich’s ataxia. The FRDA is a rare progressive neurodegenerative inherited
disorder affecting the Caucasian population with two to four
individuals per 100,000 (Polo et al., 1991; López-Arlandis
et al., 1995). The most common mutation in FRDA patients
is a homozygous guanine-adenine-adenine (GAA) trinucleotide
repeat expansion in the first intron of FXN gene encoding
frataxin, which leads to a reduced expression of this protein in all
the cells. FRDA is characterized by the dorsal root ganglia (DRG)
neurodegeneration through a wholly unknown mechanism. Nevertheless, previous findings, including our research, suggest
a link between the DRG neurons’ growth cone (GC) and the
pathological hallmarks of FRDA. FRDA cells have impaired
mitochondrial ATP production (González-Cabo and Palau,
2013; Bolinches-Amorós et al., 2014), increased oxidative stress
(Rodríguez et al., 2020b), calcium dysregulation (Mollá et al.,
2017; Rodríguez et al., 2020a) and cytoskeletal destabilization
(Pastore et al., 2003; Piermarini et al., 2016; Mollá et al., 2017;
Muñoz-Lasso et al., 2020b), which turn on to be essential
to regulate the motility of GC and the axonal pathfinding
(McCormick and Gupton, 2020; Muñoz-Lasso et al., 2020a). The growth cone (GC) is a sensitive and motile structure
accountable for directing and guiding axons and neurites
through the tissues and ensuring an accurate connection with
their target cells. It appears at the tip of growing axons and
neurites during neurite development or axonal regeneration. The GC morphology changes quickly in response to attractive
and repulsive clues. It is characterized by presenting two
parts, a broad, flattened structure called lamellipodia and thin
peaks called filopodia. Citation: Muñoz-Lasso DC, Mollá B,
Sáenz-Gamboa JJ, Insuasty E,
de la Iglesia-Vaya M, Pook MA,
Pallardó FV, Palau F and
Gonzalez-Cabo P (2022) Frataxin
Deficit Leads to Reduced Dynamics
of Growth Cones in Dorsal Root
Ganglia Neurons of Friedreich’s Ataxia
YG8sR Model: A Multilinear Algebra
Approach. Front. Mol. Neurosci. 15:912780. doi: 10.3389/fnmol.2022.912780 June 2022 | Volume 15 | Article 912780 1 Frontiers in Molecular Neuroscience | www.frontiersin.org Growth Cone Dynamic in FRDA Muñoz-Lasso et al. MATERIALS AND METHODS Computational multilinear algebra approaches preserve the
spatial-temporal data structures for the analysis, avoiding the
vectorization process required by the classical PCA. For this
reason, multilinear algebra methods and tensor decompositions
for signal and image processing have been applied successfully
in medical technology. Yahyanejad et al. (2019) have provided
a review of recent applications of tensor analysis methods
for biological systems. Also, in bioinformatics, Omberg et al. (2007) used tensor higher-order singular value decomposition
for integrative analysis of DNA microarray data. Additionally,
in medical imaging, Mathew and Kumar applied Multilinear
Principal Component Analysis (MPCA) in order to reduce the
dimensionality of the raw data for the classification of diseases
using Support Vector Machines (Mathew and Vijaya Kumar,
2019). Furthermore, in neuroscience, Miwakeichi et al. (2004)
have applied tensor decompositions to electroencephalographic
(EEG) data to identify spatial and temporal patterns. INTRODUCTION Moreover, three regions are distinguished
based on cytoskeletal content: a central domain (C) rich in
microtubules; a peripheral domain (P) enriched with actin
filaments; and a transition zone consisting of an area at the
interface of the P and C domains. Consequently, when a GC
extends, retracts or turns, the cytoskeletal components within the
GC are reorganized. This paper focuses on studying the dynamics of GC
morphology in FRDA. Given the spatial-temporal nature of
the GC dynamics, this fundamental question is addressed
by applying a well-established computational linear algebra
approach (principal component analysis), and extending it by
using tensor decompositions to quantify the dynamics of the
GC cone morphology. These promise to open a new research
direction in imaging and tool development and it is hoped that
they will contribute to an enhanced understanding of the role of
GC in neurodegenerative diseases. The growth cone moves toward its target in three phases:
protrusion, obstruction, and consolidation. First, the lamellipodia
and filopodia extend (protrusion). Secondly, the lamellipodia
swells while the growth cone swallows it (obstruction). Third,
the growth cone narrows and becomes a new axon or neurite
(consolidation). Frontiers in Molecular Neuroscience | www.frontiersin.org Animals Dr. Mark Pook donated YG8sR and Y47R mice used in this
study. The YG8sR and control mice are available in The
Jackson Laboratory Repository (YG8sR, Stock No: 024113 and
Y47R, Stock No: 024097). The YG8sR mouse model has been
derived from natural breeding of YG8R mouse. YG8sR mice are
homozygous for a mutation in the Fxn gene (knock-out for the
Fxn allele; Fxn−) and hemizygous for the YG8s transgene (a copy
of the F.X.N. gene with ∼250–300 repeats of the GAA triplet). Compared to other human FXN YAC transgenic rescue mouse
models such as the YG8R mouse, the YG8sR model expresses
contracted human frataxin, resulting in much more significant
FXN deficiency (Anjomani Virmouni et al., 2015). The mouse model was amplified by crossing YG8sR mice
with a single copy of the YG8s transgene (Fxn−/−; FXN±)
with the control Y47R mice containing a single copy of the
YG8 transgene containing 9 regular repetitions of the GAA
triplet on an Fxn−/−background. Animals were maintained and
genotyped as previously described (Anjomani Virmouni et al.,
2015). For this study, only males were included in the tests. To study the dynamics of neuronal morphology, researchers
typically design time-lapse experiments in order to record axonal
growth. Time-lapse experiments record images with two spatial
coordinates and time as the third coordinate. In this paper, the
use of tensor decompositions is extended to identify the main June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 2 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. All procedures were carried out following the United Kingdom
Home Office’ Animals (Scientific Procedures) Act 1986’ and
with approval from the Brunel University Animals Welfare and
Ethical Review Board. the glass slides to air-dry overnight in a bio-safety cabinet. We
assembled the coated cover glasses for the Silicone Device the
same day. For this, we first removed any debris remaining on
the Silicone Device by using 3MTM Scotch Brand 471 Vinyl tape. Then, we proceeded to sterilize the Silicone Devices by rinsing
them with 70% ethanol and allowing them to air dry the feature
side up for 1 h in the bio-safety cabinet, ensuring that the Devices
were thoroughly dry before proceeding. To assemble the devices,
we put each PDL coated glass into a new sterile 60 mm dish and
placed each device evenly on top of each coated glass using two
tweezers (previously sterilized by autoclave). Animals After that, we added
150 µl of laminin to the top left well, allowed the laminin to enter
the main channel for 1 min, and then filled the top right well
with 150 µl of laminin. Returned to the incubator and incubated
overnight. The next day, the day of primary culture, we removed
the laminin. We added 150 µl to the top right well, allowed the
media to enter the main channel for 1 min, then filled the bottom
right well with 150 µl of media and returned to the incubator
2–3 h (the time expended to isolate the DRG neurons). Preparation of the Non-plasma Bonded
Devices We prepared the microfluidic devices following the instructions
recommended by Xona Microfluidics, Inc. and choosing the best
conditions for primary culture of dorsal root ganglia neurons. The first step is sterilizing the Corning (24 mm × 40 mm) cover
glasses. For this, we placed them in a stainless-steel staining
rack and immersed them in a glass staining dish full of 95%
ethanol (sealed with parafilm). Later, we sonicated them in a
water bath sonicator for 30 min. We left the slides to dry in a
biosafety cabinet overnight. The next day, we coated the cover
glasses with 0.5 mg/mL Poli-DL-Ornitin (PDL, Sigma-Aldrich). To do this, we put the sterile cover glasses in sterile 100 mm
dishes (2 per each 10 cm petri dish) and added 1 mL of the
sterile 0.5 mg/ml PDL solution on each cover glass and incubated
overnight. The next day, we proceeded to rinse the glass slides
three times with sterile dH2O (taking care they do not overlap),
placed each cover glass in sterile 60 mm dishes, and filled the dish
with 3 mL sterile dH2O (cover slices are covered) and incubated
for 3 h. Immediately after, we rinsed the cover glass with sterile
dH2O three more times, then aspirated offthe water and allowed In vitro Axotomy Primary culture of DRGs isolated from mice with 2 months of
age in microfluidic chambers was performed and maintained
at 37◦C in a humidified 5% CO2 incubator as described
above. The medium was supplemented with murine NGF and
GDNF as follows; Days 0–1: 100 ng/ml of each neurotrophin;
Days 1–3: somal compartment, 50 ng/ml; axonal compartment,
100 ng/ml; Day 3 onwards: somal compartment, 25 ng/ml; axonal
compartment, 100 ng/ml and were grown for 48 h. Axotomy
was performed at 3 DIV (days in vitro) by transecting the
axons away from the cell bodies with suction for 5 s with a
fine tip glass pipette. The axonal compartment was immediately
washed and replaced with a fresh medium. Then, cultures were
incubated for 2 days. Time-Lapse Experiment Primary cultures in glass-bottom dishes were incubated during
12–14 h at 37◦C, 5% CO2. Phase-contrast images of neurons
and their GCs were acquired with a LD Achroplan 40×/0.60
dry objective (Zeiss) for 1 h at 30-s intervals with an incubator-
inverted microscope (Axiovert 200 M, Zeiss). Images of SOMA and AXON chambers were acquired at
different steps of the in vitro axotomy. Five DIV (before
axotomy), immediately after, and 48 h after axotomy. Phase-
contrast images of cell bodies (SOMA chamber) and axonal
network (AXON chamber) were acquired at 40× with an
incubator-inverted microscope (Axiovert 200 M, Zeiss). Primary Culture of Adult Dorsal Root
Ganglia Neurons g
Y47R and YG8sR mice were euthanized by cervical dislocation
following the laboratory animals’ care and use guidelines. Whole
DRGs were dissected from the entire length of the vertebral
column and maintained in ice-cold L-15 (Leibovitz) medium. DRGs were incubated with collagenase and 2.5% Trypsin, then
washed in Nutrient Mixture F-12 Ham (Sigma), followed by
gentle mechanical trituration in 1 ml of medium. Isolated
neurons were pelleted by centrifugation (59 g for 8 min)
through a 15% bovine serum albumin (BSA) cushion (BSA
30%: HBSS−/−in a ratio 1:1). Neurons were suspended
in media and then seeded either in glass-bottom dishes
(MatTek) at 10 neurons/mm2, or in microfluidic chambers (Xona
Microfluidics, SND150) at a density of 3,5 × 104 neurons per
device (see Supplementary Methods for a detailed protocol). Dishes and microfluidic devices were previously coated with
0.5 mg/mL of poly-DL-Ornitin and 0.01 mg/mL of laminin
(Sigma). Glass bottom dishes were filled with 2 mL of growth
medium and supplemented with mouse nerve growth factor
(mNGF, 10 ng/mL, Peprotech bioNova), and mouse glial cell
line-derived neurotrophic factor (mGDNF, 10 ng/mL). Frontiers in Molecular Neuroscience | www.frontiersin.org Morphometric Analysis of the Growth
Cone We established and followed customized parameters to quantify
the growth cone’s morphology (GC) (Goodhill et al., 2015) based
on our expertise and others. We chose to analyze the morphology
of the growth cone with phase-contrast imaging with in vivo
conditions to diminish the effect of external factors other than
the reduced expression of frataxin in DRG neurons. Images were
captured of entire neurons to choose the GC at the tip of the
thickest neurite, which probably corresponds to the axon. We
selected GCs that were not overlapping with other neurites/axons
or debris. Furthermore, we chose to analyze GC exhibiting a
hand-like shape. Images were processed and analyzed with the Fiji/Image-
J software (N.I.H). A polygon selection was manually traced Frontiers in Molecular Neuroscience | www.frontiersin.org Frontiers in Molecular Neuroscience | www.frontiersin.org June 2022 | Volume 15 | Article 912780 3 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. network. The parameters settled here were slightly adjusted from
those proposed by Sasaki et al. (2009), who used the primary
culture of DRGs isolated from embryonic mice as a model. following the peripheral region of each GC, and the measurement
tool was executed. We selected what we considered the 4
most biological relevant parameters: the area, Feret’s diameter,
circularity and solidity. On the one hand, the area and Feret’s
diameter (the longest distance between any two points along
the selection boundary) reflect the GC’s size. The circularity and
solidity are shape descriptors that reflect the geometry of the GC. Circularity (4π∗area/perimeter2) indicate how circular is the GC,
a value of 1.0 indicates a perfect circular GC. As values approach
0, it means a more elongated GC. Besides, solidity is the ratio of
GC area over their convex area; then, it shows how much a GC
fills the area of its filopodial spread (Chitsaz et al., 2015). Motion Tracking Analysis With MtrackJ
The GCs were imaged every 30 s for 1 h using Zeiss Axiovision
software. Active GCs (spread growth cones, not retracted) and
growing in all directions were chosen for these measurements. Therefore, we handle all sequence images to get a common
reference point. Sequence images of GCs were extracted from
the original files. Then, they were rotated to get the base of
the growth cone centered on the x-axis and the GC (filopodia
and lamellipodia) pointing to the right. Analysis of Axonal Growth and
Regeneration in Microfluidic Chambers g
Phase-contrast images were acquired with in vivo conditions
and processed following the method proposed by Sasaki et al. (2009) with some modifications. Images were acquired from
random fields in the axon chamber from three independent
experiments. Phase-Contrast images were processed with the
Analyze particles – plugin of Fiji/ImageJ (N.I.H) software
(Schindelin et al., 2012) to obtain the measurements of the
total and the fragmented area of the axonal network. Later, we
calculated the degeneration index as the ratio of the fragmented
area and total area as proposed by Sasaki et al. (2009). In order
to use the Analyze particle plugin, we had to establish some
conditions and parameters based on those settled by Sasaki
et al. (2009), (Supplementary Figure 4). First, we extracted
the minimum 5 and maximum of 10 quadrangular regions
(700 pixels × 700 pixels) from images of separated fields of the
axonal chamber. Therefore, per each genotype, a minimum of
15 and a maximum of 30 quadrangular regions were analyzed
(N = 3 mice per genotype, Supplementary Table 1). Those
areas where the axons were stacking were excluded for this
analysis. In order to optimize the image processing and avoid
biases, images were ordered in stacks based on similarities of
the grayscale and then processed with the Process module of
Fiji/ImageJ (NIH) to increase contrast and resolution with the
steps described next: (a) Filters: Median (radius: 0.2 pixels),
(b) Subtract background (Rolling ball radius: 5 pixels, Light
background, Sliding paraboloid), (c) Enhance contrast (Saturated
pixels: 0.3%, Normalize, Equalize histogram). Later we obtained
binary images following the next steps and parameters: (a)
Threshold (Method: Otsu), Black and White (B&W), Light
background (dark background inactive). Morphometric Analysis of the Growth
Cone The base of the GCs
was tracked manually using the MtrackJ plugin (Meijering et al.,
2012). A 5 min time interval was chosen to avoid variability
(Goodhill et al., 2015). The average value obtained for length,
velocity and α [◦] in each track (one-time lapse per GC) was
used for statistical analysis. α [deg] is the angle of the in-plane
component of the most recent displacement vector (pointing
from the previous point to the current point of the track) with
respect to the x–y- coordinate system of the image (with the
origin taken in the previous point). The values range from −180
to +180 degrees, where 0 degrees means the vector component
runs parallel to the positive x-axis (pointing to the right), +90
degrees (or −90 degrees) means it runs parallel to the positive (or
negative) y-axis (pointing downward, or upward, respectively),
and +180 degrees (which is the same as −180 degrees) means it
runs parallel to the negative x-axis (pointing to the left). Study of the Growth Cone Dynamics by
Principal Component Analysis The dynamics of the growth cone morphology is complex
and difficult to quantify due to the size, the shape and/or the
position of the growth cone change within minutes (Goldberg
and Burmeister, 1986; Goodhill et al., 2015). Here, we have
implemented the method based on Principal Component
Analysis (PCA) proposed by Goodhill et al. (2015) with
customized modifications. The methodology included several steps (Figure 3A). First, we
obtained segmented images from the time-lapse experiments. To
do this, we developed a customized platform in MATLAB
R⃝(The
MathWorks, Inc.) that allowed us to process the experiments
semi-automatically (∼1 h per time-lapse) (Supplementary
Figure 3). We captured the growth cone outline from the
segmented time-lapse experiments and obtained a list of
coordinates (x-, y-). At this point, we got coordinates that
represented each growth cone outline as a single point in a
500-dimensional space. Last, we performed a PCA algorithm in
MATLAB
R⃝to obtain the directions of the space’s main patterns. The two main components explaining most of the data’s variance
were visualized using the bi-plot algorithm in MATLAB
R⃝. Once we got the binary images, we proceeded to obtain the
measurements for the axonal network’s fragmented and total
area. To calculate the fragmented area, we used the analyze
particle plugin of Fiji/ImageJ (N.I.H) following the next steps and
parameters: (a) particle size: 20–10000 Pixel Units, (b) circularity:
0.5–1.0, (c) exclude analysis at edges: yes. To quantify the total
area, we obtained the total sum of pixels (RawIntDen) for each
binary-region with the R.O.I. manager tools of Fiji/ImageJ (NIH). We calculated the degeneration index with these data, which
consisted of dividing the area occupied by the axonal network’s
fragments by the value of the total area occupied by the axonal Frontiers in Molecular Neuroscience | www.frontiersin.org Tensor Decomposition Analysis The method proposed by Goodhill et al. (2015) is based on
the application of principal component analysis (PCA), which
is fundamentally suitable for 2-dimensional data. The image June 2022 | Volume 15 | Article 912780 4 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. sequence of living cells can be stacked as spatial temporal 3-
dimensional data structures, and 4–dimensional data structures
if we consider an additional coordinate for the type of cells. In linear algebra, tensors are the generalizations of vectors
and matrices for multiple coordinates. For this reason, tensors
are the most convenient mathematical form to handle the 3-
dimensional or 4-dimensional data structures generated by time-
lapse biology experiments. Traditionally in PCA (a technique
for 2-dimensional data), the images (which are spatial data
structures in two coordinates) are converted into vectors (1-
dimensional data structures) and then stacked in a data matrix
(2-dimensional data structure). This process destroys the spatial
structure and the spatial correlations relevant to the subsequent
analysis. This section has applied methods based on multilinear
algebra and tensor analysis to overcome this limitation. Tensors
are multidimensional generalizations of the concept of vectors
and matrices. Since the 2-dimensional spatial structure in the
images is preserved, it is also possible to maintain the correlation
space-time in a sequence of images. Figure 1). This approach allowed us to analyze the morphology
of the GCs from DRG neurons at 2 and 6 months of age in a
natural state without affecting neurons’ viability (Figure 1A). As
described in methods, we manually selected the GCs following
the GC-outline in Fiji/ImageJ (NIH) of the images acquired
and got measurements for several shape parameters: circularity,
Feret’s diameter, solidity, and area. Figure 1). This approach allowed us to analyze the morphology
of the GCs from DRG neurons at 2 and 6 months of age in a
natural state without affecting neurons’ viability (Figure 1A). As
described in methods, we manually selected the GCs following
the GC-outline in Fiji/ImageJ (NIH) of the images acquired
and got measurements for several shape parameters: circularity,
Feret’s diameter, solidity, and area. At 2 months of age we found that 73.3% of the mice
YG8sR-GCs had an area between 0 and 100 µm2, contrasting
with the 78.9% obtained for the control GCs (Figure 1B). Growth Cones From Frataxin Deficient
Dorsal Root Ganglia Neurons Show
Abnormal Morphology Growth Cones From Frataxin Deficient
Dorsal Root Ganglia Neurons Show
Abnormal Morphology Frataxin Deficiency Reduces the Neurite
Extension Rate and Alters the Growth
Cone Turning in Adult Dorsal Root
Ganglia Neurons The murine models that emulate the mutation responsible for
the FRDA present a series of complications, mainly because the
genomic environment is different. Overall, they show signs of
the start of the neurodegeneration cascade; however, the dorsal
root ganglia (DRG), dentate nucleus (DN), or cerebellum do not
degenerate as observed in the pathology of the human disease,
probably because of the short lifespan of murine models. On the
other hand, these models, particularly the YG8R/YG8sR mice
(Mollá et al., 2017; Muñoz-Lasso et al., 2020a), have been broadly
characterized by several researchers who have determined that
they are suitable for investigating the first neuropathological
changes occurring in the FRDA and establishing the molecular
and cellular mechanisms that underlie the neurodegenerative
process. We previously showed that GCs of frataxin-deficient
neurons from a 24 months old mice model for FRDA, the YG8R
mouse, were smaller and showed qualitative morphological
changes compared to their controls (Muñoz-Lasso et al., 2020a). Consequently, we aimed to confirm quantitatively whether these
morphological observations were present in the living GCs of
adult neurons isolated from YG8sR mice and determine their
evolution. To quantify changes in the GCs of DRG neurons, we
performed phase-contrast imaging with in vivo conditions of the
dorsal root ganglia’s primary culture (DRGs) (Supplementary The GCs of DRG neurons are highly motile structures that change
their morphology quickly during growth (Supplementary Video
1). Because the morphology and the function of the growth cone
are directly connected, we were aimed to determine whether
the aberrant morphology observed for the adult YG8sR-GCs
was also affecting the GC-dynamics by measuring the speed,
displacement and GC-turning events. To reach this goal, here we
used Time-Lapse phase-contrast microscopy to record living GCs
(Figure 2A) and a particle tracking plugin: MTrackJ (Meijering
et al., 2012) for tracking the GC base (Figure 2B and see Section
“Materials and Methods” for detailed explanation). We choose to track the base of the GC (Figure 2B) because,
(i) it is easy to detect and, therefore, (ii) the position of the base
changes as soon as the GC advances (Supplementary Videos
1–6). Before performing the manual tracking, all time-lapse
experiments were orientated so that the GC’s base was centered
to the x-axis and pointing to the right, so there is a common
point of reference for all the time-lapse experiments (see Section
“Materials and Methods”). Tensor Decomposition Analysis Then, mice YG8sR-GCs showed a reduced area compared with
control neurons GCs (YG8sR: 105.74 ± 15.83 µm2; control:
110.16 ± 9.66 µm2; ∗∗P-value = 0.001) and reduced Feret’s
diameter (YG8sR: 17.56 ± 0.71 µm2; control: 19.27 ± 0.51 µm;
P-value = 0.001) (Figure 1C). Furthermore, the mice YG8sR-GCs
were more circular (YG8sR: 0.36 ± 0.02; control: 0.31 ± 0.02;
P-value = 0.014) (Figure 1D) and were characterized for showing
a solid geometry (YG8sR: 0.69 ± 0.02; control: 0.65 ± 0.02;
P-value = 0.024) (Figure 1E) compared to the controls. Significant differences were not detected at 6 months for
any shape parameters, including the area and Feret’s diameter
(Table 1 and Figures 1B–D). These results are explained by
the high variability of the data observed at 6 months of age
in both genotypes (Table 1), particularly in the control mice. Furthermore, the control and YG8sR data distributions are
similar (Figures 1B–D) for any shape parameters tested. Similarly to the matrix’s case, there is a multilinear principal
component analysis (MPCA) used to find principal patterns
of movement in image sequences. Particularly in cell biology,
there are no references to applying these numerical techniques
to analyze growth cones. The algorithms (see Supplementary
Methods) have been programed in MATLAB
R⃝based on
(de Lathauwer et al., 2000). These results confirm that frataxin deficiency produces
morphological alterations in the GCs of DRG neurons of
early young adult mice, at 2 months of age, and generates
aberrant morphology. Frontiers in Molecular Neuroscience | www.frontiersin.org Frataxin Deficiency Reduces the Neurite
Extension Rate and Alters the Growth
Cone Turning in Adult Dorsal Root
Ganglia Neurons By analyzing
the average angle of displacement of each GC during the time-
lapse, we observed that the GC turning angles of the YG8sR-GCs
differ significantly from neurons from the control mice at 2
(P-value = 0.0006) and 6 (P-value = 0.046) months of age. At
2 months, while 24% of the YG8sR-GCs turned horizontally
(0◦, −180◦, +180◦) and 57% diagonally (−45◦, +45◦), 57% of
the controls turned vertically (−90◦, +90◦) and 31% diagonally
(Figure 2E, left and Table 2). At 6 months, while 67% of
the YG8sR-GCs turned vertically and 29% diagonally, 32% of
the controls turned vertically and 47% diagonally (Figure 2E,
right and Table 2). Then, at 2 months, YG8sR-GCs turning is
limited to horizontal and diagonal turnings compared to the
control. A broader distribution of turning angles is observed
(Supplementary Videos 1–6). We investigated the behavior of GCs at 2 months of age
by applying the methods to the same time-lapse experiments
used for the manual approach described above. The first
method is a Principal Components Analysis (PCA) (Goodhill
et al., 2015), which uses matrix analysis fundamentally suitable
for 2-dimensional data, with customized modifications (see
Section “Materials and Methods” and Supplementary Data 1
for details of the algorithms). To perform PCA analysis of the
images, sequences of living cells, which are spatial-temporal
data structures in 2 coordinates, were converted into vectors (1-
dimensional data structures) and then stacked in a data matrix
(2-dimensional data structure). Figure 3A shows the steps that were followed in the process. First, we obtained binary images from the phase-contrast time-
lapse experiments (segmentation). In doing so, we created a
semi-automated platform to get binary images for each time-
lapse with MATLAB
R⃝(The MathWorks) to optimize the image’s
processing and reduce the variability introduced by the observer
(see Section “Materials and Methods” for more details). Secondly,
we obtained an outline of the GC that was later processed
to get each GC’s vectorization in the time-lapse (Figure 3A). Finally, the PCA is performed with these vectorized data. PCA-
analysis results showed that components 1 and 2 explain 91
and 73% of the variance for the control and YG8sR GCs,
respectively (Figure 3B). The 2D scatter plots of these two
components (Figure 3C) show that control GCs have long
trajectories (concentration of dots giving shape to lines in the
graph) of movement in several directions (from −180◦to 180◦). Frataxin Deficiency Reduces the Neurite
Extension Rate and Alters the Growth
Cone Turning in Adult Dorsal Root
Ganglia Neurons These trajectories are characterized as a well-defined path from
the beginning (Figure 3C, left graph), possibly indicating the
high exploratory and growth activity of the control GCs. On
the contrary, the YG8sR-GCs show mostly short trajectories with
random and curved movement patterns (Figure 3C, right graph),
with absent well-defined paths indicating weak exploratory
activity and low growth capacity. Interestingly, the YG8sR-GCs turning patterns are lost at
6 months. However, it remains distinct from the turning patterns
observed for the controls. Overall, the changes in the spatial
behavior of YG8sR-GCs suggest that frataxin deficient YG8sR
neurons can build GCs, but these would be dysfunctional. Frataxin Deficiency Reduces the Neurite
Extension Rate and Alters the Growth
Cone Turning in Adult Dorsal Root
Ganglia Neurons This difference is lost at 6 months of age (Y47R: 147 growth cones from n = 5,
YG8sR: 154 growth cones from n = 4, P = 0.001, Mann–Whitney test, P = 0.587). (C–E) Shape parameters of the GCs. (C) The GCs from the YG8sR mice at
2 months of age were smaller (C) (Y47R: 150 growth cones from n = 3, YG8sR: 133 growth cones from n = 3, ∗∗P = 0.001), more circular (D) (Y47R: 150 growth
cones from n = 3, YG8sR: 133 growth cones from n = 3, ∗P = 0.014) and more convex (E) (Y47R: 150 growth cones from n = 3, YG8sR: 133 growth cones from
n = 3, ∗P = 0.024). These differences are lost at 6 months of age (Y47R: 147 growth cones from n = 5, YG8sR: 154 growth cones from n = 4, P = 0.001,
Mann–Whitney test, P = 0.587). The data distribution is presented with violin plots. The median (red horizontal bar) and interquartile (25 and 75%, colored
horizontal bars) are shown. Figures beside the y-axis of the graphs visualize examples of the shape descriptors calculated. Statistical significance:
∗∗∗∗P-value < 0.0001. P-value = 0.014) and 6 months (control: 27.45 ± 4.31 µm;
YG8sR: 22.75 ± 2.89 µm; P-value = 0.044) of age compared
to the controls (Table 2 and Figure 2C). Furthermore, we
observed a significant decrease in the velocity of displacement
at 2 months of age (control: 0.010 ± 0.001 µm/sec; YG8sR:
0.008 ± 0.001 µm/sec; P-value = 0.012) that was lost at
6 months of age (control: 0.009 ± 0.002; YG8sR: 0.007 ± 0.001;
P-value = 0.108) (Figure 2D). Mathworks). The significant advantages of using these methods
are the capacity to analyze extensive datasets and the obtention
of important information of the GC morphology lost with the
previous manual tracking of the GC’s base. Therefore, it is
essential to mention that with these computer-based methods,
we can get valuable information on changes in the whole GCs,
including the filopodia. The reason is that here we are detecting
changes in the time of the entire structure of the GC. Since GC turning is also a critical behavior that allows the
GCs to seek the correct synaptic target, we were aimed to analyze
GC turning angles in our time-lapse experiments. Frataxin Deficiency Reduces the Neurite
Extension Rate and Alters the Growth
Cone Turning in Adult Dorsal Root
Ganglia Neurons We found that YG8sR-GCs traveled reduced distances at
2 (control: 32.39 ± 4.13 µm; YG8sR: 24.81 ± 3.14 µm; 2 June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 5 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. RE 1 | Growth cones of frataxin deficient neurons of the YG8sR mouse are smaller and abnormal. (A) Representative phase-contrast images of three SPREAD
Cs observed in the primary culture of DRG neurons from the control (Y47R) and the YG8sR model at 2 and 6 months of age. We observed disorganization in
tribution of filopodia and lamellipodia of YG8sR-GCs. Notice the hand-like shape in the controls and the absence of this shape in the YG8sR-GCs. Also, we
ved small structures, probably rich in actin, growing from the axon or neurite close to the YG8sR-GCs (black arrows). These structures are not observed in the
(Continued) FIGURE 1 | Growth cones of frataxin deficient neurons of the YG8sR mouse are smaller and abnormal. (A) Representative phase-contrast images of three SPREAD
like GCs observed in the primary culture of DRG neurons from the control (Y47R) and the YG8sR model at 2 and 6 months of age. We observed disorganization in
the distribution of filopodia and lamellipodia of YG8sR-GCs. Notice the hand-like shape in the controls and the absence of this shape in the YG8sR-GCs. Also, we
observed small structures, probably rich in actin, growing from the axon or neurite close to the YG8sR-GCs (black arrows). These structures are not observed in the
(Continued) Frontiers in Molecular Neuroscience | www.frontiersin.org June 2022 | Volume 15 | Article 912780 6 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. FIGURE 1 | controls. Images were acquired with in vivo conditions after 14–16 h of culture. Each image is representative of independent experiments (three mice per
each genotype and age). Scale bar, 10 µm. (B) Cumulative distribution of the growth cone area was plotted for both genotypes at 2 and 6 months of age. Most of
the growth cones of DRG neurons from the YG8sR mice were smaller (0–100 µm2) than those from the controls at 2 months of age (Y47R: 150 growth cones from
n = 3, YG8sR: 133 growth cones from n = 3, ∗∗P = 0.001, Mann–Whitney test). Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons Previously, we have shown a morphological alteration of the
GCs of frataxin deficient neurons from the YG8sR mouse model. These observations are significant at 2 months of age but it is lost
at 6 months of age. Interestingly, we have also shown that YG8sR-
GC has reduced motility, which is more prominent at 2 months
by tracking the GC’base (Figure 2B), they did not include the
GC’s macrostructural features (e.g., filopodia and lamellipodia). Therefore, we chose to quantify the neuronal GC morphology
dynamics with two computer-based methods in MATLAB
R⃝(The From a mathematical perspective, classical PCA methods
are based on matrix analysis and are not best suited to June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 7 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. TABLE 1 | Overview of the data obtained for the morphometric analysis of the growth cone. 2 months
Control (Y47R)
YG8sR
Mean
SEM
N
Mean
SEM
N
126.44
11.30
50
108.16
17.47
48
Area (µm2)
99.30
7.55
50
116.78
19.09
33
104.75
10.15
50
92.29
10.92
52
Total mean
110.16
9.66
N = 150
105.74
15.83
N = 133
20.10
0.94
17.03
1.01
Feret’s diameter (µm)
18.13
0.80
19.54
1.82
19.58
0.92
16.79
1.04
Total mean
19.27
0.89
17.78
1.29
0.32
0.01
0.38
0.02
Circularity (a.u.)
0.32
0.02
0.34
0.02
0.30
0.02
0.36
0.02
Total mean
0.31
0.02
0.36
0.02
0.67
0.02
0.71
0.02
Solidity (a.u)
0.66
0.02
0.67
0.02
0.63
0.02
0.68
0.02
Total mean
0.65
0.02
0.69
0.02
6 months
Control (Y47R)
YG8sR
Mean
SEM
N
Mean
SEM
N
127.43
115.59
12
84.64
48.39
33
121.65
72.11
21
134.53
112.55
51
Area (µm2)
110.43
59.57
35
130.11
74.12
46
157.84
124.70
22
99.63
61.37
24
145.93
278.25
57
Total mean
132.66
130.04
N = 147
112.23
74.11
N = 154
20.07
1.77
15.04
0.76
17.67
1.15
19.11
1.00
Feret’s diameter (µm)
18.46
0.91
20.01
1.07
20.81
1.79
17.92
1.34
18.69
1.93
Total mean
19.14
1.51
18.02
1.04
0.29
0.03
0.42
0.03
Circularity (a.u.)
0.39
0.03
0.39
0.02
0.34
0.02
0.41
0.02
0.38
0.03
0.40
0.02
0.45
0.02
Total mean
0.37
0.03
0.40
0.02 TABLE 1 | Overview of the data obtained for the morphometric analysis of the growth cone. identify patterns in spatial-temporal phenomena such as time-
lapse microscopy. To overcome this limitation, we have used
unconventional numerical methods based on Tensor analysis. Frontiers in Molecular Neuroscience | www.frontiersin.org Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons Tensors are multidimensional generalizations of the concept of
vectors and matrices. Since the 2-dimensional spatial structure
in the images is preserved, it is also possible to safeguard the
correlations space-time in a sequence of images (Figure 4A). we have programmed in MATLAB
R⃝is based on the Tensor
Toolbox work (de Lathauwer et al., 2000; Brett and Tamara, 2021)
(Supplementary Data 2, 3). The results show that the pattern of
movement of the control-GCs was mostly vertical (Figure 4B,
left). In contrast, the YG8sR-GCs, showed combined vertical
and horizontal lines, indicating a differential and insufficient
exploratory activity of the GCs (Figure 4B, right). Similarly to the matrix’s case, a multilinear principal
component analysis (MPCA) is used to find principal movement
patterns in image sequences. There are no references to applying
these numerical techniques to analyze growth cones, particularly
cell biology. The code to compute the tensor decompositions The results obtained with the PCA and tensor analysis
coincide in showing alterations of the dynamics of the GCs of
frataxin deficient neurons at 2 months of age. These observations
may explain the reduced dynamics observed when we manually
tracked the GC base. June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 8 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. GURE 2 | Neurites of frataxin-deficient neurons of the YG8sR mouse grow slower and with not defined trajectories. (A) Representative sequences of frames 5 min
part from a time-lapse movie of control and YG8sR- growth cone (GC) at 2 and 6 months of age. Scale bar, 10 µm. (B) Workflow to obtain the motion tracking with
e MTrackJ plugin. First, rotation of the movie to a fixed position to start. Secondly, selection of the points of the track with the points located at the center of the
ase of the growth cone (red points) and in frames 5 min apart; and Third, obtention of the final measurement results. (C–E) Violin plots show the average Length (C)
nd velocity (D) data’s general distribution. (E) Graphical representation of the frequency distributions for the GC’s average turning angles (α[◦]) at 2 (left, Y47R: 42
rowth cones from n = 3, YG8sR: 21 growth cones from n = 3) and 6 months of age (right, Y47R: 19 growth cones from n = 3, YG8sR: 24 growth cones from
= 3). Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons The GCs of YG8sR neurons travel fewer distances with lower speed and distinctive turning angles than the controls at 2 (∗∗∗: exact P-value = 0.0006) and 6
: exact P-value = 0.046). The median (red horizontal bar) and interquartile (25 and 75%, colored horizontal bars) are shown. Statistical significance was determined
sing the Holm–Sidak method for length and velocity and using the Mann–Whitney test for the turning angle. FIGURE 2 | Neurites of frataxin-deficient neurons of the YG8sR mouse grow slower and with not defined trajectories. (A) Representative sequences of frames 5 min
apart from a time-lapse movie of control and YG8sR- growth cone (GC) at 2 and 6 months of age. Scale bar, 10 µm. (B) Workflow to obtain the motion tracking with
the MTrackJ plugin. First, rotation of the movie to a fixed position to start. Secondly, selection of the points of the track with the points located at the center of the
base of the growth cone (red points) and in frames 5 min apart; and Third, obtention of the final measurement results. (C–E) Violin plots show the average Length (C)
and velocity (D) data’s general distribution. (E) Graphical representation of the frequency distributions for the GC’s average turning angles (α[◦]) at 2 (left, Y47R: 42
growth cones from n = 3, YG8sR: 21 growth cones from n = 3) and 6 months of age (right, Y47R: 19 growth cones from n = 3, YG8sR: 24 growth cones from
n = 3). The GCs of YG8sR neurons travel fewer distances with lower speed and distinctive turning angles than the controls at 2 (∗∗∗: exact P-value = 0.0006) and 6
(∗: exact P-value = 0.046). The median (red horizontal bar) and interquartile (25 and 75%, colored horizontal bars) are shown. Statistical significance was determined
using the Holm–Sidak method for length and velocity and using the Mann–Whitney test for the turning angle. June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 9 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. TABLE 2 | Overview of the data obtained from the quantification of the growth cone dynamics. Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons 2 months
Control (Y47R)
YG8sR
Mean
SEM
N
Mean
SEM
N
Velocity (µm/sec)
0.010
0.002
9
0.009
0.001
4
0.009
0.001
7
0.008
0.001
7
0.011
0.002
10
0.006
0.001
10
0.010
0.001
5
0.009
0.001
11
Total mean
0.010
0.001
N = 42
0.008
0.001
N = 21
Length (µm)
29.26
4.76
23.61
3.57
31.04
3.17
26.05
2.93
38.31
5.61
24.76
2.92
33.17
4.20
30.18
2.94
Total mean
32.39
4.13
N = 42
24.81
3.14
N = 21
Turning angle (◦)
−63.15
10.95
−38.34
21.46
−66.09
9.73
−44.53
12.95
−82.89
7.24
−43.73
5.81
−63.20
25.55
−62.43
6.65
Total mean
−67.55
12.02
N = 42
−42.20
13.41
N = 21
6 months
Control (Y47R)
YG8sR
Mean
SEM
N
Mean
SEM
N
Velocity (µm/sec)
0.011
0.003
3
0.010
0.002
7
0.010
0.003
3
0.006
0.001
5
0.008
0.002
4
0.008
0.002
6
0.008
0.001
9
0.006
0.001
3
0.007
0.001
3
Total mean
0.009
0.002
N = 19
0.007
0.001
N = 24
Length (µm)
32.82
7.57
23.39
1.06
22.92
1.48
21.81
3.18
26.66
5.95
24.72
5.40
27.39
2.24
22.50
1.73
21.31
3.06
Total mean
27.45
4.31
N = 19
22.75
2.89
N = 24
Turning angle (◦)
−45.22
23.55
−66.30
6.76
−71.43
24.74
−81.08
2.96
−56.58
6.96
−78.36
6.86
−59.48
11.02
−73.81
19.10
−41.19
28.17
Total mean
−58.18
16.56
N = 19
−68.15
12.77
N = 24
Adult Frataxin Deficient Dorsal Root
Ganglia Neurons Lose Their Intrinsic
Ability to Regenerate in vitro
As a consequence of the morphological and functional changes
observed in the growth cones (GCs) of YG8sR-DRG neurons,
it was possible to postulate that critical cellular processes, such
as axonal regeneration, were also being affected. In axonal
regeneration peripheral neurons can reactivate axonal growth
transport to clear the debris or recycle damaged proteins and
ensure the new axon’s materials. Therefore, the growth cone (GC)
plays a vital role in the unique capability of peripheral axons
to regenerate and reinnervate their target tissues and organs
after an injury during adulthood (Blanquie and Bradke, 2018;
Muñoz-Lasso et al., 2020b). To investigate whether the DRG-neurons from YG8sR mouse
model can extend healthy axons and regenerate appropriately
after an injury we performed an axotomy in vitro as a model TABLE 2 | Overview of the data obtained from the quantification of the growth cone dynamics. Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons When compared to the controls, the YG8sR-growth cones exhibited fewer trajectories and traveled short distances. Besides, the trajectories of the YG8sR-growth cones are less defined and more dispersed. FIGURE 3 | The PCA analysis shows that YG8sR growth cones have a reduced dynamic morphology at 2 months of age. (A) Workflow used for the principal
component analysis. (B) The principal component analysis showed that components 1 and 2 explain 91 and 73% of the variance for the control and YG8sR GCs,
respectively. (C) Bi-plots of components 1 and 2 visualizing the movement of the growth cone for 1 h. The principal components indicate the main patterns of
movement of all points that form the growth cone, including the axonal segment that the growth cone builds over the time-lapse. The lines start in the lower central
part of the images (initial position of the cones at t = 0) and are directed to the right, left or above in the images with different angles (final position of the cones at
t = 60 min). Therefore, the more dispersed the points are in the graphs, there are fewer trajectories of movement. The length of each trajectory indicates the distance
traveled by the growth cones in the time-lapse. When compared to the controls, the YG8sR-growth cones exhibited fewer trajectories and traveled short distances. Besides, the trajectories of the YG8sR-growth cones are less defined and more dispersed. FIGURE 3 | The PCA analysis shows that YG8sR growth cones have a reduced dynamic morphology at 2 months of age. (A) Workflow used for the principal
component analysis. (B) The principal component analysis showed that components 1 and 2 explain 91 and 73% of the variance for the control and YG8sR GCs,
respectively. (C) Bi-plots of components 1 and 2 visualizing the movement of the growth cone for 1 h. The principal components indicate the main patterns of
movement of all points that form the growth cone, including the axonal segment that the growth cone builds over the time-lapse. The lines start in the lower central
part of the images (initial position of the cones at t = 0) and are directed to the right, left or above in the images with different angles (final position of the cones at
t = 60 min). Therefore, the more dispersed the points are in the graphs, there are fewer trajectories of movement. Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons Adult Frataxin Deficient Dorsal Root
Ganglia Neurons Lose Their Intrinsic
Ability to Regenerate in vitro Adult Frataxin Deficient Dorsal Root
Ganglia Neurons Lose Their Intrinsic
Ability to Regenerate in vitro transport to clear the debris or recycle damaged proteins and
ensure the new axon’s materials. Therefore, the growth cone (GC)
plays a vital role in the unique capability of peripheral axons
to regenerate and reinnervate their target tissues and organs
after an injury during adulthood (Blanquie and Bradke, 2018;
Muñoz-Lasso et al., 2020b). As a consequence of the morphological and functional changes
observed in the growth cones (GCs) of YG8sR-DRG neurons,
it was possible to postulate that critical cellular processes, such
as axonal regeneration, were also being affected. In axonal
regeneration, peripheral neurons can reactivate axonal growth
programs, including axonal elongation and axonal pathfinding,
active during the development. Besides, neurons rely on axonal To investigate whether the DRG-neurons from YG8sR mouse
model can extend healthy axons and regenerate appropriately
after an injury, we performed an axotomy in vitro as a model
for axonal damage (Figure 5A). Here, we have chosen to evaluate
DRG neurons’ regenerative response at 2 months of age because June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 10 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. FIGURE 3 | The PCA analysis shows that YG8sR growth cones have a reduced dynamic morphology at 2 months of age. (A) Workflow used for the principal
component analysis. (B) The principal component analysis showed that components 1 and 2 explain 91 and 73% of the variance for the control and YG8sR GCs,
respectively. (C) Bi-plots of components 1 and 2 visualizing the movement of the growth cone for 1 h. The principal components indicate the main patterns of
movement of all points that form the growth cone, including the axonal segment that the growth cone builds over the time-lapse. The lines start in the lower central
part of the images (initial position of the cones at t = 0) and are directed to the right, left or above in the images with different angles (final position of the cones at
t = 60 min). Therefore, the more dispersed the points are in the graphs, there are fewer trajectories of movement. The length of each trajectory indicates the distance
traveled by the growth cones in the time-lapse. Frontiers in Molecular Neuroscience | www.frontiersin.org Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 11 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. FIGURE 4 | A tensor analysis confirms the reduced dynamics of DRG neurons’ growth cone morphology from the YG8sR mouse. (A) Visualization of the
methodology applied for the tensor analysis. (B) Graph of the two principal components obtained for tensor analysis. Like the PCA analysis, the principal
components indicate the main patterns of movement of all points that form the growth cone, including the axonal segment built during the time-lapse. These
patterns are seen in the graphs as continuous lines that stand out from the background color. The lines start in the lower central part of the images (initial position of
the cones at t = 0) and are directed to the right, left or above in the images with different angles (final position of the cones at t = 60 min). When the main
components of the YG8sR mouse (right) and the control are compared (left), we observed that movement patterns of the growth cones of the YG8sR mouse (yellow
and blue) are different from those of the control, presenting shorter movement patterns directed to the right or left (horizontal). FIGURE 4 | A tensor analysis confirms the reduced dynamics of DRG neurons’ growth cone morphology from the YG8sR mouse. (A) Visualization of the
methodology applied for the tensor analysis. (B) Graph of the two principal components obtained for tensor analysis. Like the PCA analysis, the principal
components indicate the main patterns of movement of all points that form the growth cone, including the axonal segment built during the time-lapse. These
patterns are seen in the graphs as continuous lines that stand out from the background color. The lines start in the lower central part of the images (initial position of
the cones at t = 0) and are directed to the right, left or above in the images with different angles (final position of the cones at t = 60 min). When the main
components of the YG8sR mouse (right) and the control are compared (left), we observed that movement patterns of the growth cones of the YG8sR mouse (yellow
and blue) are different from those of the control, presenting shorter movement patterns directed to the right or left (horizontal). Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons The length of each trajectory indicates the distance
traveled by the growth cones in the time-lapse. When compared to the controls, the YG8sR-growth cones exhibited fewer trajectories and traveled short distances. Besides, the trajectories of the YG8sR-growth cones are less defined and more dispersed. The objective was to determine how the low density of axons
could affect the regenerative capacity of YG8sR-DRG neurons
and find out whether the axotomy stimulates other axons to cross
the microchannels. After 2 days of performing the axotomy, we
observed that YG8sR-DRG neurons could not regenerate their
axons as the control axons did it. Also, the axotomy did not
produce additional axons to cross the microchannels. Next, we
evaluate signs of degeneration such as axonal swelling and axonal
fragmentation in the axons that crossed the microchannels. To do this, we performed a quantification method proposed
by Sasaki et al. (2009) based on Phase-Contrast Microscopy
and DRG culture from mouse embryos to measure an axonal
degeneration index. This method uses the Particle analyzer
algorithm of Fiji/ImageJ for detecting particles with shape and
size characteristic of degenerated axons (see Section “Materials
and Methods”). Our data confirmed our previous observations,
showing that YG8sR-DRG neurons respond poorly to the
neurotrophic gradient and grow less axons than control neurons we have shown throughout this work that GCs of YG8sR-DRG
are significantly defective at this age. Also, a high regenerative
capacity is expected for young neurons. An equivalent number
of neuronal somas isolated from the YG8sR and control mice
were plated in the soma chambers (3 × 104 neurons per device)
for the experiment. Then, neurons were progressively exposed
to a neurotrophic gradient for 3 days (see Section “Materials
and Methods” for details). Later, we performed the axotomy and
then allowed the axons to regenerate for 2 days. Phase-Contrast
Microscopy with in vivo conditions was used to capture and
examine the morphology of living neurons and their axons. After 3 days in culture and before performing the axotomy,
we observed a considerably reduced number of axons in YG8sR-
DRG neurons than in the control neurons (Figure 5B). In
addition to this, we observed that axons of the YG8sR-DRG
neurons that crossed the microchannels were stacked once they
passed the microchannel contrasting with the axonal arrays
observed in the control neurons (Figure 5B and Tables 3, 4). Frataxin Deficiency Reduces the
Dynamics of the Growth Cone
Morphology of Adult Dorsal Root Ganglia
Neurons FIGURE 4 | A tensor analysis confirms the reduced dynamics of DRG neurons’ growth cone morphology from the YG8sR mouse. (A) Visualization of the
methodology applied for the tensor analysis. (B) Graph of the two principal components obtained for tensor analysis. Like the PCA analysis, the principal
components indicate the main patterns of movement of all points that form the growth cone, including the axonal segment built during the time-lapse. These
patterns are seen in the graphs as continuous lines that stand out from the background color. The lines start in the lower central part of the images (initial position of
the cones at t = 0) and are directed to the right, left or above in the images with different angles (final position of the cones at t = 60 min). When the main
components of the YG8sR mouse (right) and the control are compared (left), we observed that movement patterns of the growth cones of the YG8sR mouse (yellow
and blue) are different from those of the control, presenting shorter movement patterns directed to the right or left (horizontal). regenerative potential compared to control neurons, and the
molecular mechanism involved probably is axonal-specific. (Figure 5C). However, we did not detect significant differences in
the degeneration index before or after the axotomy (Figure 5D). Besides the axons, we were also interested in evaluating the
neuronal somas after the axotomy. Interestingly, we did not
observe noticeable changes in the number or the morphology
of the cell bodies that evidenced a process of cell death
(Supplementary Figure 2). Overall, our results show that while
control DRG neurons can grow healthy axons with well-defined
tracks in response to a neurotrophic gradient, the YG8sR-DRG
neurons cannot do it. This behavior is maintained even after the
axotomy and without affecting neuronal cell bodies, which do not
show changes in the number or the morphology of the cell bodies
that evidenced a process of cell death (Supplementary Figure 2). All of them suggest that adult YG8sR-DRG neurons have reduced Frontiers in Molecular Neuroscience | www.frontiersin.org DISCUSSION In this work, a link between the growth cone, a critical neuronal
structure, and the pathophysiology of FRDA is revealed by using
in vivo phase-contrast imaging and computational methods in
the YG8sR mouse. When an axon grows or regenerates, the
mitochondrial network, the neuronal cytoskeleton and motor
proteins are carefully coordinated to create a growth cone (GC). The GC plays a critical role in guiding axons to their targets. They navigate to their targets, driven by several molecular In this work, a link between the growth cone, a critical neuronal
structure, and the pathophysiology of FRDA is revealed by using
in vivo phase-contrast imaging and computational methods in
the YG8sR mouse. When an axon grows or regenerates, the
mitochondrial network, the neuronal cytoskeleton and motor
proteins are carefully coordinated to create a growth cone (GC). The GC plays a critical role in guiding axons to their targets. They navigate to their targets, driven by several molecular June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org Frontiers in Molecular Neuroscience | www.frontiersin.org 12 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. FIGURE 5 | Adult DRG neurons from the YG8sR mouse reduce their natural regenerative response after an injury in vitro. (A) Scheme of a microfluidic device (upper
panel) and steps of the experiment (bottom panel). Each device has two identical compartments connected with microfluidic channels (150 µm in length). Neuronal
somas were seeded into one of the chambers (soma-chamber), and were allowed to grow under a neurotrophic gradient pushing them to grow their axons crossing
the microchannels. Axotomy (or cutting of axons) was performed 3 days in culture, and neurons were cultured for 2 days more. Images show a typical view of the
(Continued) FIGURE 5 | Adult DRG neurons from the YG8sR mouse reduce their natural regenerative response after an injury in vitro. (A) Scheme of a microfluidic device (upper
panel) and steps of the experiment (bottom panel). Each device has two identical compartments connected with microfluidic channels (150 µm in length). Neuronal
somas were seeded into one of the chambers (soma-chamber), and were allowed to grow under a neurotrophic gradient pushing them to grow their axons crossing
the microchannels. Axotomy (or cutting of axons) was performed 3 days in culture, and neurons were cultured for 2 days more. DISCUSSION Images show a typical view of the
(Continued) June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org Frontiers in Molecular Neuroscience | www.frontiersin.org 13 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. FIGURE 5 | neuronal somas and axons in the device after 3 days of culture. (B) Representative images of control and YG8sR-living axons during the experiment. Before (3 days in culture), immediately after axotomy (3 days in culture), and after axotomy (2 days after axotomy). Compared to the controls (top-left), few DRG
neurons of the YG8sR-mice were able to cross the microchannels and extend axonal networks (bottom-left). After the axotomy, DRG neurons of the YG8sR-mice
tried to regenerate the axons with visible difficulty. (C) Violin plots show the distribution of the means obtained for the area covered by the axons before and after the
axotomy. Data show a reduced area covered by the axons of DRG neurons of the YG8sR-mice before and after the axotomy. The area covered by the control axons
is visibly higher before and after the axotomy. (D) Violin plots show the distribution of the means obtained for the fragmentation index (fragmented area versus total
area) before and after the axotomy. Data show a non-significant tendency to increase the fragmented area in the control and YG8sR axons. All the means
corresponded to three independent experiments and were obtained by averaging the values collected from 10 random fields in each experiment’s axonal chamber. The median (red horizontal bar) and interquartile (25 and 75%, colored horizontal bars) are shown. Significance was determined using an unpaired t-test with the
Holm–Sidak method. Statistical significance: *P-value < 0.05. clues that trigger the reorganization of the GC-cytoskeleton
producing changes in the morphology and determining which
way the growth cone will turn and direct the new axon’s growth
(Muñoz-Lasso et al., 2020b). the morphology of the GCs are available, most of them imply
technical limitations. First, high-resolution microscopy allows
quantifying individual filopodia present in the GCs; nevertheless,
it is a difficult task and time-consuming. It relies heavily on
human intuition to determine the most significant variance in
the growth cone morphology (Goodhill et al., 2015). Secondly,
the use of fluorescent probes facilitates the tracking and increases
the resolution of the filopodia; then, images from fixed cells
or in vivo experiments can be analyzed using computer-based
tools to quantify the filopodia automatically. DISCUSSION However, fixation
can alter filopodia’s real amount and the architecture of the
GCs. In addition, adult DRG neurons are not easy to transfect
or transduce, even at young ages, such as 2 months of age. Several transfection methods of adult DRG neurons produce high
cell death levels (glial cells and neurons) proportional to the
mice’s age. Thus, the use of fluorescent proteins or probes could
induce changes in the morphology of the growth cone that would
have no relation with frataxin producing misleading results. In
contrast, Phase-Contrast microscopy with in vivo conditions
reduces external factors to the media, neurotrophic elements, and
frataxin deficit. The model of degeneration described in the FRDA involves
a distal degeneration of peripheral sensory neurons, with initial
deterioration of synapses, slowly progressing to the spinal
cord’s posterior columns and corticospinal and spinocerebellar
tracts. This model of degeneration of the dying-back type is
the most common form of axonal degeneration described in
the PNS. Nevertheless, there is increasing evidence that the
neurodegeneration process has to be very early in life (Indelicato
et al., 2018) or even during neurodevelopment (Koeppen et al.,
2017). Nerve fiber loss in patients is heterogeneous and correlates
with the size of the short GAA allele. However, there is no
association between the severity of the neuropathy and the
duration of the disease. This suggests that the loss of neurons
is early and stable over time. Indeed, a neuropathological study
of tissue samples from FRDA patients supports the conclusion
that it is during development that the dorsal root is altered,
due to inappropriate growth and guidance of the axons of
neural crest-derived neurons (Koeppen et al., 2017). We think
our findings support this hypothesis. We observed that frataxin
deficient DRG neurons from the YG8sR mice built smaller and
morphologically aberrant GCs than their controls at 2 months. These significant morphological changes were not observed in
mice at 6 months of age. Therefore, morphological alterations
on the GCs might appear at embryonic stages when long
axons of DRG neurons are actively being produced. Although
it is speculative, our results suggest that developmental defects
may induce the neurodegenerative process that determines the
observations made by these authors. This hypothesis has to be
confirmed at an early postnatal age. YG8sR-GCs grow smaller neurites and exhibit altered
dynamics compared to control-GCs by using two computer-
based methods, PCA and Tensor Decomposition analysis. Frontiers in Molecular Neuroscience | www.frontiersin.org DISCUSSION Despite the fact that additional efforts are required to reveal
the molecular changes associated with these findings, these two-
practical computer-based approaches can quickly be adapted to
further analyses of the GC motility in the FRDA and other
disorders of the nervous system, which is an unexplored field due
to the GC spatial-temporal complexity. Among the potential implications of dysfunctional GCs
in the frataxin-deficient DRG neurons was the affection of
axonal growth programs such as axonal pathfinding and
axonal regeneration, which ensure the proper development and
maintenance of DRG neurons throughout their lifetime. These
two critical processes were investigated using an in vitro axotomy
of DRG axons as a model for damage. After dissection of DRGs,
the intuitive ability to grow axons in vitro was not affected in
both the control and YG8sR-DRG neurons. However, after the
axotomy, the YG8sR-neurons did not regenerate their axons to
the extent the controls did. Additionally, damage or evident loss
of neuronal cell bodies of YG8sR neurons was not apparent,
before and after the axotomy; these results indicate that an
axonal specific disturbing condition might prevent the proper
formation of functional GCs. In conclusion, frataxin deficient
DRG neurons from the YG8sR mice may lose the intrinsic ability The morphology and function of the GCs are tightly
connected. Consequently, the YG8sR-GCs function was observed
to be reduced and aberrant. These results indicate that the GCs
of frataxin deficient DRG neurons indeed have reduced motility
compared to the control GCs at 2 and 6 months of age. This
reduced motility is characterized by a reduced speed of migration,
broader turning angles and more short and complex trajectories,
indicating that frataxin-deficient DRG neurons can create GCs,
but they are dysfunctional. The knowledge about the FRDA’s neurons’ GC dynamics
is lacking, showing evidence of a functional affection of the
DRG-GCs in an FRDA mouse model. Despite the fact that
several quantitative approaches to measure the dynamics of June 2022 | Volume 15 | Article 912780 14 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. TABLE 3 | Data obtained for the quantification of the degeneration index of the control mice. DISCUSSION Control (Y47R) 2 months pre-axotomy (N = 3)
# fields analyzed
Fragmented area (µm2)
Total axon area
Degeneration index (DI)
Mean
SEM
Mean
SEM
Mean
SEM
10
1704,7
106,5
117819,6
12341,0
0,016
0,002
10
2540,0
170,5
79655
6168,3
0,033
0,003
10
1685,6
129,3
47331,8
5766,4
0,038
0,003
Control (Y47R) 2 months post-axotomy (N = 3)
# fields analyzed
Fragmented area (µm2)
Total axon area
Degeneration index (DI)
Mean
SEM
Mean
SEM
Mean
SEM
10
2766,7
108,7
78336,6
5215,4
0,016
0,002
10
2461,5
109,8
48792,2
3937,5
0,033
0,003
10
1976,8
134,8
63100,4
4315,5
0,038
0,002
TABLE 4 | Data obtained for the quantification of the degeneration index of the YG8sR mice. Control (YG8sR) 2 months pre-axotomy (N = 3)
# fields analyzed
Fragmented area (µm2)
Total axon area
Degeneration index (DI)
Mean
SEM
Mean
SEM
Mean
SEM
7
538.2
78.0
10676.4
1693.1
0.054
0.007
6
372.2
114.7
10185.2
1999.9
0.038
0.007
10
419.7
42.4
16390.0
2319.8
0.027
0.003
Control (YG8sR) 2 months post-axotomy (N = 3)
# fields analyzed
Fragmented area (µm2)
Total axon area
Degeneration index (DI)
Mean
SEM
Mean
SEM
Mean
SEM
7
1128.1
100.3
12660.1
1359.3
0.092
0.008
6
397.7
116.5
6384.3
1631.4
0.090
0.034
9
453.4
56.8
29539.1
4357.5
0.017
0.002 TABLE 3 | Data obtained for the quantification of the degeneration index of the control mice. to regenerate their axons after injury, a protective phenomenon
observed mainly in DRG neurons (McQuarrie and Grafstein,
1973; Richardson and Issa, 1984). A possible explanation for this
observation is the failure of axonal regeneration programs in the
YG8sR-DRG neurons, which in normal conditions allows them
to protect against cumulative axon damage. work may be masking a more pronounced alteration than that
observed. GDNF and NGF are neurotrophic factors well known
to stimulate axonal regeneration and pathfinding in peripheral
axons in vitro and in vivo (Menesini Chen et al., 1978; Fine et al.,
2002; Dudanova et al., 2010; Schuster et al., 2010; Mashanov
et al., 2020). Furthermore, GDNF and NGF have been shown to
modulate other pathfinding pathways such as sema3A pathway in
adult DRG neurons (Wanigasekara and Keast, 2006). Therefore,
we cannot exclude that the inability of the YG8sR-DRG to cross
the microchannels may reflect a defect on both neurotrophin and
axonal pathfinding pathways such as sema3A. The low capacity of YG8sR axons to cross the microfluidic
channels and their inability to explore the axon area is striking. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found online
at:
https://www.frontiersin.org/articles/10.3389/fnmol.2022. 912780/full#supplementary-material Supplementary Video 1 | Phase-contrast imaging of living growth cone two
months old isolated from the first Y47R mouse. Supplementary Video 1 | Phase-contrast imaging of living growth cone two
months old isolated from the first Y47R mouse. Supplementary Video 1 | Phase-contrast imaging of living growth cone two
months old isolated from the first Y47R mouse. ETHICS STATEMENT observed in necropsies studies on FRDA patients proposed
that FRDA neuropathology could be a developmental delay
(Koeppen et al., 2017). How and why this problem occurs
during development remains to be solved. Our results support
the hypothesis that an incorrect innervation could occur due to
axonal growth programs alteration, such as axonal pathfinding
pathways and axonal regeneration. When an axon cannot
innervate correctly, it can be eliminated through physiological
neuronal death (Clarke and Cowan, 1976). Therefore, both a
dysfunctional GC and the inability to regenerate axons against
cumulative damage explain why the DRG is a subject of a
hypoplastic process. The animal study was reviewed and approved by Brunel
University Animals Welfare and Ethical Review Board. FUNDING This work was supported by grants from the Ministerio de
Economía y Competitividad de España (SAF2015-66625-R) and
the Agencia Estatal de Investigación (PID2020-115190RB-I00)
within the framework of the National R + D + I Plan and co-
funded by the Instituto de Salud Carlos III (ISCIII)-Subdirección
General de Evaluación y Fomento de la Investigación and
FEDER funds; the Generalitat Valenciana (ACOMP/2014/058
and PROMETEO/2018/135). CIBERER is an initiative developed
by the Instituto de Salud Carlos III in cooperative and
translational research on rare diseases. EMBO Short Fellowship
(ASTF 562-2015). Further analysis of the GC dynamics and axonal regeneration
response is needed to reveal the cascade of molecular events that
leads to the dysfunction of the DRG-GC in the FRDA. In this
context, the morphology and motility of GC rely on three critical
central functions of the mitochondria that are known to be
affected in FRDA cells: (a) ATP production, (b) the maintenance
of cellular redox status and (c) buffering of cytosolic calcium
[Ca2+]i. Interestingly, evidence from patients and cellular and
animal models show that FRDA cells present alterations in these
three processes. Defects on mitochondrial dynamics (Puccio
et al., 2001; Hick et al., 2013; Bolinches-Amorós et al., 2014)
and neuronal cytoskeleton (Pastore et al., 2003; Sparaco et al.,
2009; Piermarini et al., 2016; Muñoz-Lasso et al., 2020a) have
been described. Moreover, recent studies have settled the Ca2+-
mediated signaling and homeostasis in the sequence of pathologic
events observed in FRDA neurons. Defects in the Ca2+ buffering
capacity have been observed in neurons (Bolinches-Amorós et al.,
2014; Mincheva-Tasheva et al., 2014; Mollá et al., 2017; Purroy
et al., 2018) and cerebellar granule neurons from the YG8R mice
(Abeti et al., 2018). ACKNOWLEDGMENTS We highly appreciate MP and Sahar Al-Mahdawi for providing
the Y47R and YG8sR mice, facilities and resources at Brunel
University London. In summary, we have evidenced an adverse effect of the
deficit of frataxin in the formation and, most importantly, the
growth cones’ function in adult DRG neurons by applying both
classical and novel computer-assisted analysis. As a result, we
propose that frataxin deficient DRG neurons might lose the
intrinsic capacity to grow and regenerate axons properly due to
the dysfunctional GCs they build. DISCUSSION Within the microfluidic chamber, axons are incited to cross
the microchannels by physical (volume of the media), and,
more importantly, a neurotrophic gradient of GDNF and NGF. Previous works have shown the therapeutic potential of different
neurotrophic factors for Friedreich’s ataxia, including insulin-
like growth factor-1 (IGF-1) (Franco et al., 2012; Sanz-Gallego
et al., 2014), Brain-derived Neurotrophic Factor (BDNF) (Katsu-
Jiménez et al., 2016) and the range of neuroprotective factors
secreted by mesenchymal stem cells (MSCs) (Kemp K. C. et al.,
2017; Kemp
K. et al., 2017). Therefore, we have to consider
that the presence of neurotrophins in the experiments of this In the FRDA pathophysiology context, the affection of axonal
pathfinding pathways and axonal regeneration programs in
DRG neurons implies that several axons could not reach their
target tissues effectively. Consequently, the innervation of DRG
neurons would be inefficient. The evaluation of nerve biopsies
from FRDA patients (McLeod, 1971; Santoro et al., 1999; Nolano
et al., 2001; Indelicato et al., 2018) supports this hypothesis. In
addition to this, the evidence of pathological axonal phenotypes June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org 15 Growth Cone Dynamic in FRDA Muñoz-Lasso et al. AUTHOR CONTRIBUTIONS DM-L conducted and designed experiments, analyzed the results,
and wrote the manuscript. BM performed the experiments. MP provided the mouse model and funding acquisition. EI
performed the Tensor Analysis in MATLAB
R⃝(Mathworks)
and wrote the manuscript. MI-V and JS-G performed the
PCA analysis. FVP interpreted the data and wrote the
manuscript. FP funding acquisition, interpreted the data, and
wrote the manuscript. PG-C designed the study, supervised the
experiments, analyzed the data, funded acquisition, and wrote the
manuscript. All authors read and approved the final manuscript. On the other hand, grumose degeneration with abnormal
proliferation of its synaptic terminals involving Purkinje cells
has been described in the cerebellum of patients (Koeppen
et al., 2015; Kemp et al., 2016). It has recently been suggested
that grumose degeneration could be a survival mechanism for
Purkinje cells to generate new axons and establish contact
with other surviving neurons (Koeppen et al., 2015). Again,
if the axonal regeneration process is altered in these neurons,
the possibility of generating new contacts with the efferent
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months old isolated from the third YG8sR mouse. Supplementary Video 6 | Phase-contrast imaging of living growth cone two
months old isolated from the third YG8sR mouse. Supplementary Video 5 | Phase-contrast imaging of living growth cone two
months old isolated from the second YG8sR mouse. Supplementary Video 5 | Phase-contrast imaging of living growth cone two
months old isolated from the second YG8sR mouse. DATA AVAILABILITY STATEMENT Supplementary Video 2 | Phase-contrast imaging of living growth cone two
months old isolated from the second Y47R mouse. The datasets presented in this study can be found in online
repositories. The
names
of
the
repository/repositories
and
accession
number(s)
can
be
found
in
the
article/Supplementary Material. Supplementary Video 3 | Phase-contrast imaging of living growth cone two
months old isolated from the third Y47R mouse. Supplementary Video 4 | Phase-contrast imaging of living growth cone two
months old isolated from the first YG8sR mouse. Supplementary Video 4 | Phase-contrast imaging of living growth cone two
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in friedreich’s ataxia: The right path or just a diversion? Antioxidants 9:664. doi: 10.3390/antiox9080664 June 2022 | Volume 15 | Article 912780 Frontiers in Molecular Neuroscience | www.frontiersin.org Conflict of Interest: EI was employed by company The Mathworks B.V. The remaining 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. Rodríguez, L. R., Calap-Quintana, P., Lapeñ;a-Luzón, T., Pallardó, F. V.,
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dysregulation in a Friedreich’s ataxia model. Redox Biol. 37:101762. doi: 10. 1016/j.redox.2020.101762 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
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Values clarification in a decision aid about fertility preservation: does it add to information provision?
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Values clarification in a decision aid about fertility preservation
Garvelink, M.M.; ter Kuile, M.M.; Stiggelbout, A.M.; de Vries, M.
Published in:
BMC Medical Informatics and Decision Making
DOI:
10.1186/1472-6947-14-68
Publication date:
2014
Document Version
Publisher's PDF, also known as Version of record
Link to publication in Tilburg University Research Portal
Citation for published version (APA):
Garvelink, M. M., ter Kuile, M. M., Stiggelbout, A. M., & de Vries, M. (2014). Values clarification in a decision aid
about fertility preservation: Does it add to information provision? BMC Medical Informatics and Decision Making,
14, Article 68. https://doi.org/10.1186/1472-6947-14-68 Values clarification in a decision aid about fertility preservation Garvelink, M.M.; ter Kuile, M.M.; Stiggelbout, A.M.; de Vries, M. Citation for published version (APA):
Garvelink, M. M., ter Kuile, M. M., Stiggelbout, A. M., & de Vries, M. (2014). Values clarification in a decision aid
about fertility preservation: Does it add to information provision? BMC Medical Informatics and Decision Making,
14, Article 68. https://doi.org/10.1186/1472-6947-14-68 Citation for published version (APA):
Garvelink, M. M., ter Kuile, M. M., Stiggelbout, A. M., & de Vries, M. (2014). Values clarification in a decision aid
about fertility preservation: Does it add to information provision? BMC Medical Informatics and Decision Making,
14, Article 68. https://doi.org/10.1186/1472-6947-14-68 Tilburg University * Correspondence: m.m.garvelink@lumc.nl
1Department of Gynecology, Leiden University Medical Center (LUMC), Mail
zone VRSP, P/O Box 9600, 2300 RC Leiden, the Netherlands
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and investigate your claim Download date: 24. Oct. 2024 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Open Access Open Access Values clarification in a decision aid about fertility
preservation: does it add to information provision? Mirjam M Garvelink1*, Moniek M ter Kuile1, Anne M Stiggelbout2 and Marieke de Vries3 Mirjam M Garvelink1*, Moniek M ter Kuile1, Anne M Stiggelbout2 and Marieke de Vries3 Abstract Background: We aimed to evaluate the effect of a decision aid (DA) with information only compared to a DA with
values clarification exercise (VCE), and to study the role of personality and information seeking style in DA-use,
decisional conflict (DC) and knowledge. Methods: Two scenario-based experiments were conducted with two different groups of healthy female participants. Dependent measures were: DC, knowledge, and DA-use (time spent, pages viewed, VCE used). Respondents were
randomized between a DA with information only (VCE-) and a DA with information plus a VCE(VCE+) (experiment 1), or
between information only (VCE-), information plus VCE without referral to VCE(VCE+), and information plus a VCE
with specific referral to the VCE, requesting participants to use the VCE(VCE++) (experiment 2). In experiment 2 we
additionally measured personality (neuroticism/conscientiousness) and information seeking style (monitoring/blunting). Results: Experiment 1. There were no differences in DC, knowledge or DA-use between VCE- (n=70) and VCE+ (n=70). Both DAs lead to a mean gain in knowledge from 39% at baseline to 73% after viewing the DA. Within VCE+,
VCE-users (n=32, 46%) reported less DC compared to non-users. Since there was no difference in DC between
VCE- and VCE+, this is likely an effect of VCE-use in a self-selected group, and not of the VCE per se. Experiment 2. There were no differences in DC or knowledge between VCE- (n=65), VCE+ (n=66), VCE++ (n=66). In all groups,
knowledge increased on average from 42% at baseline to 72% after viewing the DA. Blunters viewed fewer DA-pages
(R=0.38, p<.001). More neurotic women were less certain (R=0.18, p<.01) and felt less supported in decision making
(R=0.15, p<.05); conscientious women felt more certain (R=−0.15, p<.05) and had more knowledge after viewing the
DA (R=0.15, p<.05). Conclusions: Both DAs lead to increased knowledge in healthy populations making hypothetical decisions, and use of
the VCE did not improve knowledge or DC. Personality characteristics were associated to some extent with DA-use,
information seeking styles with aspects of DC. More research is needed to make clear recommendations regarding the
need for tailoring of information provision to personality characteristics, and to assess the effect of VCE use in actual
patients. Keywords: Values clarification method, Decision aid, Decisional conflict, Knowledge, Personality, Information seeking
style, Experiment © 2014 Garvelink et al.; licensee BioMed Central Ltd. The decision
d A good example of a preference sensitive decision with a
difficult decision making process is the decision whether
or not to undergo fertility preserving procedures (fertil-
ity preservation, FP) before the start of the cancer treat-
ment when diagnosed with breast cancer. The last
decades, chemotherapy for breast cancer has increased
survival chances, but with an increased possibility of los-
ing fertility as a consequence [14]. Since many young
cancer patients have a future child wish, interest has
risen in possibilities to preserve fertility before undergo-
ing cancer treatment. At this moment one can try to
spare fertility by cryopreserving embryos, oocytes, or
ovarian tissue [15]. However, since chances to become
infertile are never 100%, not undergoing any fertility
sparing treatment (wait and see) is also an option
[14,16]. All these FP options come with risks and success
rates [15,16]. For some years, FP has been offered to
young women with breast cancer (18–40 years old). Not
only are there many aspects to consider in deciding
about FP, but the decision also has to be made in the
short time frame (often a few days to a week) between
diagnosis and start of the chemotherapy treatment, with
competing demands from other breast cancer-related
decisions and emotions [17]. In order to increase participation in decision making
and improve decision making processes and outcomes
for preference sensitive decisions, decision aids (DAs)
are increasingly used. DAs are tools that provide at
minimum some information about the (medical) prob-
lem, possible solutions, including an option to wait and
see, information about risks and uncertainties, and a bal-
anced overview of advantages and disadvantages of each
option [4]. Despite availability of quality criteria for the develop-
ment and evaluation of DAs [5], which are used by most
DA developers, DAs differ with regard to the type of
medium (e.g. brochures, booklets, DVD’s, CD-ROMs,
websites), their content, and the offered decision making
support [6-8]. Some DAs provide patients with informa-
tion only, summaries, or patient narratives, with which
patients can implicitly clarify what is important for
them. Others combine information with explicit values
clarification methods (VCM), in which patients are sup-
ported in active deliberation about what is important to
them. In order to assist decision making about FP, we have
developed a DA for women with breast cancer who have
to decide about FP treatments [18]. Preference sensitive decision making and decision aids
(DAs) Preference sensitive decision making and decision aids
(DAs) An increasing number of medical decisions are prefer-
ence sensitive, indicating that the “best” decision or
treatment option does not only depend on what is best
from a medical point of view, but depends on patient
preferences with regard to the treatment options as well,
and should therefore take into account the values a pa-
tient attaches to the advantages and disadvantages of
those option(s). In other words, with preference sensitive
decisions, patients should be actively invited to partici-
pate in decision making [1-3]. Abstract This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain
Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article,
unless otherwise stated. Page 2 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Background VCM) and analytical reasoning may not always be bene-
ficial for decision making [11], since deliberation may
overshadow important intuitive feelings that are more
difficult to formulate but may be just as important in de-
cision making [11]. The decision
d BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Table 1 Content of the web-based decision aid “Breast
cancer and wish for children” [18]
Chapter #
Titles and subtitles
1. Can I still achieve a pregnancy (after my treatment
for breast cancer)? • Chemotherapy
• Hormonal therapy
• Other treatments
2. What can I do now to be able to have children later? • Wait and see
• Cryopreservation of embryos
• Cryopreservation of ovarian tissue
• Cryopreservation of oocytes
3. What if I cannot achieve a pregnancy later? • No children
• Oocyte donation
• Adoption
• Foster parenting
4. Background information
• Fertility
• Pregnancy and breast cancer
• Genetics and breast cancer
5. Deciding about fertility preservation
• What is important to me? - Wait and see
- Cryopreservation of embryos
- Cryopreservation of ovarian tissue
• Question prompt list Table 1 Content of the web-based decision aid “Breast
cancer and wish for children” [18] can indicate the extent to which they are in favor of the
treatment options, and make a decision based on their
own values. Patients are not provided with a clear-cut
advice about which treatment to choose. This overview
was chosen, rather than a summary bar indicating how
much someone favors one of the FP treatments [9], be-
cause we did not want to steer patients towards one of the
treatments. In previous studies with this DA, acceptability,
comprehensibility and user-friendliness were assessed in
patients and clinicians and both the textual information
and the VCE were considered relevant, coherent and
understandable [18]. We hypothesized that the use of our
DA with VCE in deciding about FP would decrease DC
compared to information only [7,13]. Emotions, coping styles and personal characteristics
may influence decision processes and the extent to
which informational sources are used [19-22]. Since pa-
tients may react with feelings of anxiety and depression
to the news about a diagnosis with a life threatening dis-
ease such as breast cancer and the prospect of a fertility
threatening cancer treatment [23-25], it may be import-
ant to acknowledge these emotions. Furthermore, emo-
tions may affect values related to the decision, and risk
perception [26]. Additionally, patients may have their
own coping styles when it comes to getting informed
about threatening medical situations, which is reflected
in their preferred role in decision making and conse-
quently their behavior with regard to seeking informa-
tion. The decision
d The DA has been
designed for use by individual patients, as preparation
for a consultation with a clinician in which the final de-
cision is made. The DA consists of textual information
(Table 1), and a fine-grained, explicit VCE. The few
studies that have evaluated the impact of VCEs found in-
dications for a beneficial effect of adding a VCE to a DA
with regard to the percentage of patients who made an
informed decision that was in agreement with their per-
sonal values [3,12]. We have chosen for an explicit VCE
since explicit VCEs showed indications of being more ef-
fective than implicit VCEs with regard to satisfaction
with preparation for decision making [13] and decisional
conflict [7]. We have chosen a fine grained, additive
VCE (comparing attributes of one treatment option at a
time) [9], as we wanted patients to choose only between
pursuing (or not) the options for which they are eligible. Each VCE consists of statements about the conse-
quences of a FP option, for each of which patients are
asked to indicate the extent to which they were consid-
ered a benefit or disadvantage (Figures 1 and 2). Patients In general, DAs as a whole have been found to be ef-
fective in reducing DC, to increase knowledge on the
subject, to lead to more realistic expectations, and to
lead to a higher percentage of patients who are able to
decide on a course of action [3]. However, the effect of
specific aspects, such as VCMs (if effective at all) is less
clear [3,7,9-12]. Two patient studies that have evaluated
the effect of DAs with several types of VCM compared
to DAs without VCM or information only, did find that
VCMs in the form of an explicit values clarification exer-
cise (VCE) lead to a higher percentage of patients who
made an informed decision that was in agreement with
their personal values [3], a higher congruence between
values and treatment [3], and lead to feeling better pre-
pared for decision making [13]. Prior studies with
healthy participants have found mixed results [7,10]. When comparing explicit with implicit VCM [7,12], ex-
plicit VCM were more effective in healthy participants
[7], but no improvements were found in patient popula-
tions [12]. Additionally, in theory, deliberation (with Page 3 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Garvelink et al. The decision
d For example, patients with monitoring coping
styles have been found to ask more questions in the con-
sultation, and to prefer more detailed information [27]. Moreover, it has been suggested that patients with a
more neurotic personality prefer less participation in de-
cision making about treatment, while more conscien-
tious patients prefer more participation and deliberation
[28]. We therefore hypothesized that having a monitor-
ing coping style or a more conscientious personality
would be associated with more extensive use of the DA
and VCE, less DC, and more knowledge after viewing the
DA. Blunting coping styles and neurotic personalities were
thought to be associated with less use of the DA and VCE,
more DC and less knowledge after viewing the DA. • What is important to me? - Wait and see indicated on two VAS scales a) whether the statement
is considered to be an advantage or disadvantage to the
FP option, and b) the importance of the statement [9]
(Figure 1). Additionally, patients have the option to add
arguments and rate these as well. After rating the im-
portance of the separate statements, the DA generates a
summary that provides an overview of patients’ answers
in descending order from most important to least important
(as indicated by the patient) (Figure 2). Moreover, patients Figure 1 Example of a statement in the value clarification exercise (cryopreservation of ovarian tissue). For each statement in the value
clarification exercise, patient rate whether it is an advantage (green; right side of the figure) or disadvantage (red; left side of the figure) and the
extent to which the statement is considered important in decision making about FP (by lengthening or shortening the bar) [18]. Figure 1 Example of a statement in the value clarification exercise (cryopreservation of ovarian tissue). For each statement in the value
clarification exercise, patient rate whether it is an advantage (green; right side of the figure) or disadvantage (red; left side of the figure) and the
extent to which the statement is considered important in decision making about FP (by lengthening or shortening the bar) [18]. Page 4 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Figure 2 Example of the summary of given ratings. Experiment 1 The primary outcome measure was DC. This was
measured with a Dutch translation of the decisional con-
flict scale (DCS) (including the subscales values clarity,
informed decision making, effective decision making, de-
cision making support, decision making uncertainty)
[29]. The total scale consists of 16 items measured on a
5 point Likert scale ranging from 0 (totally disagree) 4
(totally agree). A total DC score is obtained by adding
up the scores on the items, dividing them by the number
of items and rescoring them from 0–100. A higher score
on the DCS, or one of its subscales, indicates more DC. Participants Participants (N = 140) were healthy women between 18–
36 years old (M = 20.8, SD = 3.4), who had sufficient
understanding of the Dutch language. Participants were
invited by advertisements at universities, in libraries
and on websites (including social media). Participants
participated in exchange for either money (location 1;
8 euros) or course credits (location 2). Participants at
location 1 had to actively approach the researcher and
had to make an appointment to participate. Participants
at location 2 could easily subscribe through an online sys-
tem. All participants gave their informed consent before
participating. In order to test the above mentioned hypotheses, two
experiments were performed with healthy participants
making hypothetical decisions about FP. In order to make
participants more similar to patients, we induced with
neutral, sad and anxious emotions in them. Whereas we
are well aware of the limitations of including healthy par-
ticipants instead of patients, we chose for healthy partici-
pants to be able to include enough participants to reach
sufficient power. Additionally, we thought it would be un-
ethical to test these specific hypotheses in a patient popu-
lation, before they were tested in non-patients. In experiment 1 we studied the effect of type of DA
(information only versus information + VCE) on DA-use,
DC, and knowledge. Additionally we assessed the effect
of VCE-use on DC and knowledge. In experiment 2 we
assessed associations between several personality charac-
teristics and information seeking styles with the extent
to which the DA was used and on DC and knowledge. The decision
d The red box in the column with disadvantages (left side of the figure) represents the
extent to which the rated disadvantage is important in the decision whether or not to opt for a certain FP option (in this case cryopreservation
of embryos), as indicated by the patient herself in the previous step (Figure 1). The green box in the column with advantages (right side of the
figure) represents the extent to which the rated advantage is important in the decision whether or not to opt for a certain FP option (in this case
cryopreservation of embryos), as indicated by the patient herself in the previous step (Figure 1) [18]. Figure 2 Example of the summary of given ratings. The red box in the column with disadvantages (left side of the figure) represents the
extent to which the rated disadvantage is important in the decision whether or not to opt for a certain FP option (in this case cryopreservation
of embryos), as indicated by the patient herself in the previous step (Figure 1). The green box in the column with advantages (right side of the
figure) represents the extent to which the rated advantage is important in the decision whether or not to opt for a certain FP option (in this case
cryopreservation of embryos), as indicated by the patient herself in the previous step (Figure 1) [18]. Procedure
M Measurements The study was completely computer-
ized, outcomes were measured with questionnaires and
web statistics. All measures were measured immediately
after viewing the DA, except for knowledge which was
measured both before and after viewing the DA. Methods experiment 1
Study design Emotion induction Emotions were induced by a com-
bination of a short film fragment and background music
during the entire experiment, two methods that have
previously been found to be successful for inducing
moods [30]. (ΔM = −2.0). No differences were observed between the
three emotion induction conditions. Likely, the hypo-
thetical script, which all participants had to read fol-
lowing the emotion induction and before measurement
of emotions, and the decision itself, may have evoked
feelings of sadness and anxiety in all participants. Since
no differences on perceived emotions were found be-
tween emotion induction conditions, we controlled for
emotion induction condition in all analyses but no fur-
ther analyses were conducted with emotions. Directly after emotions were induced, respondents
read a neutral, sad or anxious hypothetical script (subtly
adapted to the induced emotions with words related to
how somebody feels) in which they were asked to im-
agine that they were at a consultation with their oncolo-
gist and just received the diagnosis of breast cancer, for
which they would be treated with chemotherapy. Since
chemotherapy might influence their fertility, they are of-
fered the chance to preserve their fertility before under-
going chemotherapy. At the end of the script women
were referred to a DA website to prepare them for mak-
ing a decision. Respondents were then actually referred
to the DA, using the following text: “by clicking on the
link below you are referred to a decision aid about fertil-
ity preservation for breast cancer patients. You are asked
to make a decision whether or not you want to preserve
your fertility, and if so, how”. They were instructed to
spend as much time, and view as many pages on the DA
as they thought was necessary to make a decision, there
was no minimum or maximum. Methods experiment 1
Study design The study was a 2 (type of DA: DA with information
only or DA with information and a VCE) by 3 (emotion:
neutral, anxious, or sad) between subjects factorial de-
sign, stratified by location (Leiden University – location 1,
Tilburg University – location 2). For the randomization
we used a block randomization scheme with variable
blocks sizes containing all 6 possible combinations of
emotions and type of decision aid randomization per
block, developed by the department of medical statistics
of the LUMC. The DA with information only consists of
textual information (consisting of 20 separate webpages;
for lay out see Figure 3b) and the DA with VCE addition-
ally consists of a VCE for each FP option (consisting of six
separate webpages) (for lay out see Figure 3a). All partici-
pants gave their informed consent before participating. The experiment has been performed in accordance with
the Declaration of Helsinki. Experiment 1 was primarily
conducted at location 2, where no formal ethical approval
was required. Other outcomes were knowledge about FP, measured
with 10 statements about FP options with the answer cat-
egories “true”, “false”, or “I do not know”. Furthermore, we
measured preferred FP option (5 categories: wait and see
(not undergoing a fertility sparing treatment), cryopreser-
vation of embryo’s, oocytes, ovarian tissue, do not know),
socio-demographic characteristics (age, child wish, parity,
experience with (breast) cancer in relatives and peers, rela-
tional status, cohabiting, education, ethnicity, religious af-
filiation), and web statistics such as total time spent on the
DA and number of informational- and VCE-pages viewed. Page 5 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Figure 3 The two types of DAs: a) DA with information (blue buttons) and the VCE (red button); b) DA with information only (blue buttons). and the VCE (red button); b) DA with information only (blue buttons). A with information (blue buttons) and the VCE (red button); b) DA with information only (blue buttons). Emotion induction Emotions were induced by a com-
bination of a short film fragment and background music
during the entire experiment, two methods that have
previously been found to be successful for inducing
moods [30]. Statistics Analyses were conducted with SPSS 20.0. Differences be-
tween the DAs in continuous outcomes with only one
measurement moment (e.g. DC) were tested with one-way
ANOVAs with DA-type (VCE +/−) as between-subjects
factor. Differences in knowledge scores at baseline and after
viewing the DA were tested with a General Linear Model
(GLM) for repeated measures, with DA-type (VCE +/−) as
between-subjects factor. Analyses were subdivided in primary (intention to treat)
and secondary analyses (based on actual use of the DA
and VCE). Since not all participants randomized to in-
formation plus VCE actually used the VCE, we conducted
secondary analyses with a new grouping variable, consist-
ing of three arms: information only (VCE-), information
plus a VCE which was not used (VCE +−), and informa-
tion plus a VCE which was used (VCE ++). This variable
(three groups) replaced the fixed variable “DA-type” in the
ANOVA and GLM for repeated measures as described
above. Post hoc analyses were conducted to check for
specific group differences. All the analyses were done,
while controlling for the effect of emotion induction
condition and location. In order to test whether the emotion induction was
successful, participants were asked before (pre induc-
tion - I), immediately after emotion induction and after
reading the script (post induction - II), and after view-
ing the DA (post DA - III), to what extent they felt
happy, anxious and sad at that moment on a 7-point
Likert scale (i.e. “to what extent do you feel happy at
this moment?”). This emotion manipulation check indi-
cated that all participants felt more sad (ΔM = 2.1) and
anxious (ΔM = 2.1) after induction, and less happy Page 6 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 correcting for desire for children. Results of the additional
analyses were similar to the above mentioned results. Participants and socio-demographic characteristics One-hundred fifty-one women participated. We ex-
cluded 11 women because of incomplete data on main
outcomes due to problems with internet or the question-
naire. The total population used for data analyses con-
sisted of 140 participants, 39 in location 1, and 101
women in location 2. Posthoc analyses indicated that women who used the
VCE, and women who received information only (who
were not able to use a VCE), reported significantly better
(lower) scores on DC (F(2,122) = 6.4, p < .01), values clarity
(F(2,122) = 9.4, p < .001), decisional support (F(2,122) = 3.4,
p < .05), and informed decision making (F(2,122) = 3.2,
p < .05) than women who were able to but did not use
the VCE. Furthermore, women who had used the VCE
reported better (lower) scores on effective decision making
(F(2,122) = 4.4, p < .05) than those who did not use it (Table 2). At
baseline
there
were
no
differences
in
socio-
demographic characteristics between the locations (data
not shown). Furthermore, randomized conditions (DA-
types) were comparable on most socio-demographic
characteristics. With regard to future desire for children
we found that women in the information only condition
somewhat less often had a child wish than women in the
VCE + conditions (χ2 = 7.17, p < .05; Table 2). Effect of type of DA on decision making, DA use,
decisional conflict, knowledge (Primary analyses) Of
the total population, 114 women (81%) were able to
make a decision whether or not to preserve fertility: 24
women (21%) wanted to wait and see, and 90 women
(79%) chose to cryopreserve either embryos (n = 45), oo-
cytes (n = 34) or ovarian tissue (n = 11). Conclusion experiment 1 Experiment 1 showed no difference in knowledge or DC
between women who received a DA with or without a
VCE. Secondary analyses revealed less DC for women
who used the VCE compared to those who chose not to
use it. However, there was no difference in DC between
the VCE-users and the women who received a DA with
information only (without VCE). There were no effects of DA-type (information with or
without VCE) on time spent on the DA or number of
pages viewed (Table 2). Mean number of pages viewed
for the total group was 13.4 (SD = 7.7) and mean time
spent on the DA was 8.9 minutes (SD = 7.9). The correl-
ation between time spent on DA and pages viewed was
high (r = .75, p < .001), therefore we chose to use only
“time spent” in further analyses. Power calculation A sample size of 64 participants per treatment arm was
considered sufficient to analyze main effects on DC with
a power of 0.8 (Cohen’s d = 0.5; β = 0.2; α = 0.05). Within
the two DA-conditions respondents were equally ran-
domized among the three different emotion conditions. Effect of using the VCE on total DA use, decisional
conflict (Secondary analyses) Of the women in the
VCE + condition (n = 70), only 33 women (47%) had
viewed the VCE (VCE++, Table 2). These women spent
on average 2.5 minutes (range 10 seconds – 8 minutes)
on the VCE. There was a significant difference in time
spent on the DA between women who did or did not
use the VCE, but not with women who were not able to
use the VCE (F(2,123) = 9.2, p < .001). Women who had
used the VCE spent more time on the DA than women
who had not. Experiment 2 p
Experiment 1 showed less DC for women using a VCE
compared to women who chose not to use it, but no dif-
ference compared to women who received information
only, so we were interested in finding explanations for
this difference. Since there was no difference between
the VCE-users and the women who received a DA with
information only (without VCE) this might be an effect
of VCE-use in a self-selected group (for example related
to personality characteristics), and is not likely an effect
of the VCE per se. Therefore, in experiment 2 personality
characteristics were measured to investigate whether DA-
and VCE-use and effectiveness of DA- and VCE-use were
associated with certain personality characteristics. There were no significant differences in DC (including
scores on all subscales) or knowledge between women
who received the DA with information only (VCE-) or
with information and a VCE (VCE+) (Table 2). In both
conditions, the DA led to a significant increase in know-
ledge (F(1,127) = 264.96, p < .001). At baseline, mean
knowledge score for the total group was 4.2, after view-
ing the DA it was 7.6; a relative increase of 81%. More-
over, after adjustment for baseline knowledge there
was a significant positive relation between knowledge
after viewing the DA and time spent on the DA (r = .33
p < .001). In the first experiment, only a minority of respondents
who received a DA with VCE, accessed the VCE. Since no
emphasis was put on the availability of the VCE in their
DA, it is possible that some did not see the VCE. Therefore,
to increase the number of VCE-users in Experiment 2, we Since there was a significant difference in desire for chil-
dren between the groups, we have repeated all the analyses Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Garvelink et al. Experiment 2 BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Page 7 of 13 Page 7 of 13 Table 2 Socio-demographic characteristics, differences in decision-making, decisional conflict, knowledge and DA use
between women who received a DA with information only or a DA with information and an explicit VCE (subdivided
by whether they used the VCE or not), controlled for emotion induction condition
DA with information
only (VCE-)
DA with information plus VCE (VCE+)
Primary analysis
(A vs B)
Secondary analysis
(A vs C vs D)
Total group
VCE- (N = 70)
Total group
VCE + (N = 70)
VCE used
(VCE++)
(n = 33)
VCE not used
(VCE + −)
(n = 37)
F-(condition)
or χ2-value
Post
hoc
F-(condition)
or χ2-value
Post hoc
A
B
C
D
Age, mean (SD)
20.7 (3.3)
20.9 (3.5)
20.4 (3.5)
21.6 (3.5)
NS
NS
Child wish, yes, n (%)
56 (80)
64 (91)
34 (91)
30 (91)
6.9*
A < B
7.17*
A < D = C
Children, yes, n (%)
3 (4)
-
-
-
-
-
Partner, yes, n (%)
34 (49)
42 (60)
24 (65)
18 (55)
NS
NS
Decisional conflict
Total DCS, M (SD)
40.9 (11.6)
43.6 (14.2)
37.9 (15.7)
48.6 (10.6)
NS
6.4**
A = C < D
Values clarity, M (SD)
27.7 (14.5)
32.0 (18.4)
22.7 (16.4)
40.3 (16.1)
NS
9.4**
A = C < D
Decisional support, M (SD)
44.7 (14.2)
45.9 (16.7)
38.4 (18.2)
52.7 (11.9)
NS
3.4*
A = C < D
Effective DM, M (SD)
32.8 (15.7)
33.6 (18.7)
27.3 (19.9)
39.2 (15.9)
NS
4.4*
D > C
Uncertainty, M (SD)
36.6 (17.8)
40.3 (16.8)
40.9 (20.3)
39.8 (13.2)
NS
0.97
NS
Informed DM, M (SD)
65.2 (22.6)
69.6 (22.9)
64.1 (26.6)
74.5 (17.9)
NS
3.2*
A = C < D
Knowledge
Knowledge post DA, M (SD)
7.3 (1.9)
7.2 (1.7)
7.4 (1.7)
6.9 (1.8)
NS
NS
Time spent (minutes)
Total time spent, M (SD)
8.5 (7.4)
9.3 (8.4)
14.3 (9.2)
4.9 (4.4)
NS
9.2**
D < A < C
Time spent on information
only, M (SD)
8.5 (7.4)
8.3 (7.3)
11.8 (8.0)
4.9 (4.4)
NS
3.9*
D < A < C
Pages viewed Δ
12.5 (2–38)
14.4 (3–36)
21 (9–36)
8.5 (3–17)
NS
27.61**
D < A < C
Made a decision, yes, n (%)
56 (80)
58 (82.8)
NS
NS
* = p < 0.05 ** = p < 0.01, NS = not statistically significant; M = mean; SD = standard deviation; A = DA with information only (VCE-); B = DA with information and VCE
(VCE+); C = DA with information and VCE, VCE used (VCE++). Experiment 2 D = DA with information and VCE, VCE not used (VCE + −). Δ some pages were viewed repeatedly by
the respondents. Table 2 Socio-demographic characteristics, differences in decision-making, decisional conflict, knowledge and DA use
between women who received a DA with information only or a DA with information and an explicit VCE (subdivided
by whether they used the VCE or not), controlled for emotion induction condition Table 2 Socio-demographic characteristics, differences in decision-making, decisional conflict, knowledge and DA use
between women who received a DA with information only or a DA with information and an explicit VCE (subdivided
by whether they used the VCE or not), controlled for emotion induction condition added a third condition to the experiment: information plus
VCE, with explicitly referring to the VCE. preserve your fertility and how”. Respondents who were
specifically referred to the VCE additionally received the
following text: “We would like to point out that the de-
cision aid consists of both textual information about fer-
tility preservation as well as the chapter “deciding about
fertility preservation” which is meant to help you order
your thoughts about fertility preservation and make a
decision. Please use this chapter in making your own de-
cision about fertility preservation”. The experiment has
been performed in accordance with the Declaration of
Helsinki. The study was approved by a local Ethics Com-
mittee at Leiden University, from Tilburg University no
additional formal ethical approval was required. Methods experiment 2
Study design Participants (N = 199) were randomly assigned to a DA
with information only (VCE-), a DA with information
and a VCE without referring to the VCE (VCE+), and
a DA with information and a VCE with explicitly refer-
ring to the VCE (VCE++), stratified by location (Leiden
University – location 1, Tilburg University – location 2). For the randomization we used a block randomization
scheme with variable blocks sizes containing all 3 pos-
sible combinations of type of decision aid and referral to
the VCE per block, developed by the department of
medical statistics of the LUMC. Respondents were re-
ferred to the DA with the following text: “By clicking on
the link below you are referred to a decision aid about
fertility preservation for breast cancer patients. You are
asked to make a decision whether or not you want to Participants and socio-demographic characteristics Participants and socio-demographic characteristics Information seeking styles (Monitoring and Blunting)
were measured with a short version of the Threatening
Medical Situations Inventory (TMSI) of Miller [31],
after the example of Ong et al. [27]. A monitoring
information seeking style indicates cognitive
confrontation; a person with this style tends to actively
seek out and monitor information about the
threatening event [31]. A blunting information seeking
style indicates cognitive avoidance; a person with this
style tends to seek cognitive distraction from the
threatening event and psychologically blunts threat-
relevant information [31]. Respondents were asked to
read two hypothetical situations (1-vague suspicious
headache complaints and 2-choosing for uncertain
heart surgery) and complete three monitoring and
three blunting items on a five point Likert scale ranging
from 1–5 (not at all to strongly applicable to me) for
each scenario. Total monitoring and blunting scores
were calculated by adding up all relevant items. Personality traits (neuroticism and conscientiousness)
were measured with the neuroticism (8 items) and
conscientiousness subscales (9 items) of the Dutch
translation of the Big Five Inventory [32]. A high score
on neuroticism indicates that women are emotionally
instable; a high score on conscientiousness indicates
that women are well-organized and task- and goal-
directed [33]. Participants were asked to rate their
agreement with statements about their perception of
themselves in varying situations, on a five-point Likert
scale ranging from 1 (strongly disagree) to 5 (strongly
agree). Total scores were calculated by adding up all
relevant items, divided by the total number of items
per scale. One hundred ninety-nine eligible women participated. Due to missing data on some questions, the total
population used for data analyses consisted of 197 par-
ticipants, 91 women in location 1, and 106 women in
location 2. At baseline, there were no significant differences with
regard to socio-demographic characteristics between
conditions. Mean age of the respondents was 21.4 years
old (range 18–32), 179 women (90%) had a future desire
for children, and nobody had children. Participants Participants were healthy women between 18–32 years
old (M = 21.4, SD = 2.3), with sufficient understanding of
the Dutch language. Participants were invited by adver-
tisements at the same universities as in experiment 1. Participants participated in exchange for either course Page 8 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
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http://www.biomedcentral.com/1472-6947/14/68 credits/hours or money (6 Euros) at both study loca-
tions. All participants gave their informed consent before
participating. continuous outcomes were tested with ANOVAs. Ana-
lyses were subdivided in primary (intention to treat) and
secondary analyses (based on actual use of the DA and
VCE). Associations between personality characteristics
and DA-use were studied with Pearson’s product mo-
ment correlations (PPMC) and GLMs. Procedure The study consisted of two parts. Part I con-
sisted of completing questions about personality and in-
formation seeking style. Part II consisted of reading a
neutral hypothetical script (see Experiment 1) after which
respondents viewed a version of the DA (according their
randomization) and completed questionnaires related to
their decision making (process). Both parts were presented
as independent studies of different researchers. All the analyses were done, while controlling for the
effect of location. Effect of condition on decision making, DA use, decisional
conflict, knowledge Primary analyses One hundred fifty-two women (77%)
were able to make a decision whether or not to preserve
fertility, of which 31 (20%) women wanted to wait and see,
and 121 (80%) women chose to cryopreserve either em-
bryos (n = 67), oocytes (n = 47) or ovarian tissue (n = 7). There were no differences between the 3 conditions
in total time spent on the DA and the extent to which
the informational pages were used (Table 3). However,
we did find differences in the extent to which the VCE
was used; women who were referred to the VCE signifi-
cantly more often used the VCE (F(2,127) = 3.2 p < .05),
viewed more VCE pages (F(2,127) = 8.8, p < .001), and
spent more time on the VCE (F(2,127) = 5.1, p < .01) than
women in the VCE + condition who were not referred. No
significant differences were found between randomization
conditions with regard to DC (or subscales of the DCS)
(Table 3). Use of the DA lead to a relative increase in
knowledge of 71% (M = 4.2 to M = 7.2) in the total popu-
lation (F(1,191) = 24.5 p < .001). No differences in know-
ledge were found between the randomization conditions. Moreover, after adjustment for baseline knowledge score
there were significant positive relations between know-
ledge after viewing the DA, time spent on the DA (r = .33
p < .001), time spent on the informational pages (r = .31,
p < .001) and time spent on the VCE (r = .18, p < .05). Power calculation
P
i
d Presuming a medium effect size (f = 0.25), we needed a
total of 179 participants in three groups to reach a
power of 0.8 (α = 0.05, β = 0.2, with 1 covariate). Measurements Measures were as in experiment 1, with
addition of the following scales: Statistics
ff Differences in knowledge scores at baseline and after
viewing the DA were tested with a General Linear Model
(GLM) for repeated measures. Differences in other Garvelink et al. Statistics
ff BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Table 3 Differences in decision-making, decisional conflict, knowledge and DA use between women who received information only or information plus VCE
(subdivided by referral to the VCE, and use of the VCE) (N = 197)
Information only
VCE- (N = 65)
Information plus VCE (VCE+) (N = 132)
A
No referral to VCE (n = 66)
With referral to VCE (n = 66)
Primary analysis
(A vs B vs E)
Secondary analysis
(H vs I)
Total
(no referral)
(N = 66)
VCE not used
(VCE + −)
(n = 31)
VCE used
(VCE++)
(n = 35)
Total
(with referral)
N = 66
VCE not used
(VCE + −)
(n = 17)
VCE used
(VCE++)
(n = 49)
Total VCE not
used (C + F)
(n = 48)
Total VCE
used (D + G)
(n = 84)
F- value
F- value Post hoc
analysis
B
C
D
E
F
G
H
I
Time spent (min)
7.7 (5.6)
8.9 (6.6)
6.4 (6.5)
11.2 (6)
9.4 (6.9)
4.8 (5.1)
11.1 (6.8)
5.8 (6.0)
11.1 (6.4)
NS
15.6**
H < I
Time on
informational pages
7.7 (5.6)
7.8 (5.93)
6.4 (6.5)
8.9 (5.2)
7.1 (5.6)
4.8 (5.1)
7.9 (5.6)
5.8 (6.0)
8.3 (5.4)
NS
4.3*
H < I
Pages viewed
(incl vce pages)
13.3 (8.7)
16.1 (9.7)
11.1 (4.8)
20.4 (10.9) 17.4 (11.4)
7.7 (3.6)
20.7 (11.5) 9.9 (4.6)
20.5 (11.2)
NS
20.9**
H < I
Informational pages
13.3(8.7)
13.2 (6.1)
11.1 (4.8)
15.1 (6.6)
11.9 (6.9)
7.7 (3.6)
13.3 (7.3)
9.9 (4.6)
14.1 (7.0)
NS
7.1**
H < I
Knowledge
After viewing the
DA
7.5 (1.6)
7.1 (1.9)
7.3 (1.9)
6.9 (2.0)
7.2 (1.8)
6.5 (2.4)
7.5 (1.5)
7.0 (2.1)
7.2 (1.8)
NS
NS
Decisional conflict
Total DCS M (SD)
44.1 (12.3)
43.6 (11.4)
41.8 (10.1)
45.2 (12.3) 41.6 (9.5)
44.5 (7.6)
40.6 (9.9)
42.8 (9.3)
42.5 (11.2)
NS
NS
Values clarity M (SD)
32.9 (14.7)
34.2 (15.2)
33.6 (13.3)
34.7 (16.8) 30.6 (13.7)
37.7 (12.2)
28.1 (13.5) 35.1 (12.9)
30.9 (15.2)
NS
NS
Decisional support
M (SD)
45.2 (14.4)
45.3 (14.5)
43.3 (12.4)
47.1 (16.0) 43.3 (12.4)
48.5 (12.6)
41.5 (11.9) 45.1 (12.6)
43.9 (13.5)
NS
NS
Effective DM M (SD)
37.3 (16.7)
34.2 (14.3)
31.6 (12.9)
36.6 (15.2) 32.3 (13.3)
32.7 (16.7)
32.1 (12.1) 32.0 (14.2)
34.0 (13.6)
NS
NS
Uncertainty M (SD)
41.5 (16.7)
40.9 (16.7)
41.1 (17.2)
40.7 (16.5) 39.6 (14.6)
37.3 (13.8)
40.5 (14.9) 39.7 (16.1)
40.6 (15.5)
NS
NS
Informed DM M (SD) 66.0 (21.4)
66.5 (18.2)
62.9 (20.4)
69.7 (15.6) 65.4 (19.9)
70.6 (15.9)
63.6 (21.0) 65.6 (19.1)
66.2 (19.1)
NS
NS
Personality
traits, high M (SD)
Neuroticism
3.1 (0.53)
3.0 (0.61)
2.9 (0.57)
3.1 (0.64)
3.1 (0.54)
3.1 (0.62)
3.1 (0.52)
2.9 (0.58)
3.1 (0.57)
NS
NS
Conscientiousness
3.5 (0.54)
3.6 (0.64)
3.6 (0.59)
3.5 (0.69)
3.5 (0.63)
3.4 (0.82)
3.5 (0.56)
3.5 (0.68)
3.5 (0.61)
NS
NS
Monitoring
19.7 (4.59)
19.9 (4.31)
20.1 (4.36)
19.7 (4.30) 19.7 (4.1)
19.3 (4.36)
19.9 (4.08) 19.8 (4.34)
19.8 (4.15)
NS
NS
Blunting
18.6 (2.9)
17.8 (3.11)
18.1 (2.58)
17.5 (3.53) 18.1 (3.2)
18.1 (3.49)
18.1 (3.17) 18.0 (2.88)
17.9 (3.31)
NS
NS
*p < 0.05; **p < 0.001, NS = not significant; min = minutes; M = mean; SD = standard deviation; DA = decision aid; VCE = values clarification exercise. eviation; DA
decision aid; VCE
values clarification exercise. A
DA with information only (VCE ); B
DA with information and VCE,
not used; D = DA with information and VCE, without referral to VCE, VCE used; E = DA with information and VCE, without referral to
information and VCE with referral to VCE VCE used Statistics
ff A = DA with information only (VCE-); B = DA with information and VCE,
without referral to VCE; C = DA with information and VCE, without referral to VCE, VCE not used; D = DA with information and VCE, without referral to VCE, VCE used; E = DA with information and VCE, without referral to
VCE; F = DA with information and VCE, with referral to VCE, VCE not used; G = DA with information and VCE, with referral to VCE, VCE used. Page 10 of 13 Page 10 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
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http://www.biomedcentral.com/1472-6947/14/68 Secondary analyses Of the women in the VCE + condi-
tions (with and without referral, n = 132), 84 viewed the
VCE (63%). Women who made use of the VCE spent
more time on the total DA (F(2,128) = 15.6 p < .001), and
on the informational pages of the DA (F(2,128) = 4.3,
p < .01) and viewed more informational pages (F(2,128) =
7.1, p < .001) than those who did not, indicating that they
used the whole DA more thoroughly. Within VCE + (with
and without referral), there were no significant differ-
ences in DCS or any of the subscales between women
who did (VCE++) or did not use the VCE (VCE + −),
indicating that VCE-use was not related to differences
in DC between the conditions (Table 3). No differences
in knowledge were found between women who did or
did not use the VCE. whether DA- and VCE-use and effectiveness were affected
by personality characteristics. Experiment 2 confirmed
that there was no association between VCE-use and DC
or knowledge, and showed that information seeking style
affected DA use (number of pages viewed), but not VCE-
use. Personality traits were to some extent associated with
aspects of DC. In both experiments there was a large
knowledge increase of both DAs, indicating that the infor-
mation in the DA is beneficial with regard to knowledge,
especially for women who use the DA more thoroughly,
highly conscientious women and women with more moni-
toring information seeking styles. Statistics
ff g
g
y
Since quality criteria for DAs anticipate on the addition
of a VCM to DAs [32,34], but the results between studies
on the effectiveness of VCM vary from beneficial to no
(significant) effects [3,7,11-13], we thought it was import-
ant to study the effect of our DA plus VCE before imple-
menting it in patient care. However, it seems that not
all patients or participants tend to use a VCE when avail-
able. In both our experiments there were women who had
used the information on the DA, but not the VCE. Al-
though active referral to the VCE increased use of the
VCE, independent of personality or information seeking
style, still 17 women (15%) who were referred to the VCE
did not use it (experiment 2). In the condition without
referral about half of the women used the VCE in both
experiments. A study with patients who were actually fa-
cing the decision to undergo FP found even lower per-
centages of patients (23%) that used their VCE [35,36]. Although VCE-use does not have to take much extra time
(in our experiments: ±5 minutes), it is an extra effort in
the already short time patients have to get informed
and make a decision, so it should be considered whether
active referral is appropriate. The hereby conducted exper-
iments did not show a direct beneficial effect of VCE-use
with regard to knowledge or DC. Therefore, we found
no obvious reason to recommend increasing VCE-use by
actively referring patients to it. Since other VCM were
not always beneficial either, quality criteria should perhaps
be more cautious regarding VCM recommendation as
well [37]. Effect of personality characteristics and information seeking
style on DA use, decision making, decisional conflict and
knowledge Personality characteristics and information seeking styles
were equally distributed (Table 3). Blunting (with regard to information seeking) was as-
sociated with viewing less informational pages (r = −.38,
p < .001) and less total pages (r = −.29, p < .001). None of
the personality traits were significantly associated to the
extent to which the DAs were used (time spent, pages
viewed). With regard to DC, being more neurotic was
associated with more decision making uncertainty (r = .18
p < .01), and decision making support (r = .15, p < .05) and
being more conscientious was associated with less deci-
sion making uncertainty (r = −.15, p < .05). None of the in-
formation seeking styles were associated with aspects of
DC. Knowledge after viewing the DA was associated with a
more conscientious personality (r = .15, p < .05) and a more
monitoring information seeking style (r = .15, p < .05) (cor-
rected for baseline knowledge). Discussion Sometimes, deci-
sion making may improve when the decision is made
after distraction, due to the so-called unconscious
thought effect [11,49]. These results have to be interpreted with caution due
to some limitations. The DA used in this study was ori-
ginally designed for patients, who make the decision in
consultation with a physician, not directly after viewing
the DA, so results of a healthy population making the
decision by themselves, directly after viewing the DA
may not be completely generalizable to patients that are
actually facing this decision. Moreover, effects were mea-
sured immediately after decision making, but it is pos-
sible that a DA has more effect on DC and preparation
for decision making sometime after the decision is made
[13]. Despite randomization, there was a significant dif-
ference in desire for future children between women
who received a DA with VCE and those who received in-
formation only in experiment 1. Although all respon-
dents had to imagine that they had a “hypothetical
desire for children” for the future as part of the hypo-
thetical script, their actual desire for children could have
influenced decision making about fertility preservation. Therefore, all analyses were repeated while controlling
for whether or not women had a desire for children. As
the results of these analyses were very comparable to
the results reported here, we may conclude that the
results of experiment one are not critically dependent
on baseline levels of desired children. In experiment 1,
fewer women than expected used the VCE, which re-
duced our power. Therefore we added a third condition
to the second experiment, in which women were actively
referred to the VCE. In these experiments, levels of DC were relatively high
(worse) compared to other studies with patients [12,42-44]
and healthy participants [10], but comparable to studies
with healthy students as participants [7,45]. Possibly, in
contrast to what we would have expected, not actually fa-
cing the decision made decision making harder. Moreover,
most studies which assessed DC in patients studied pri-
mary treatment decisions, which are different decisions
than the decision to undergo FP or not, which is an “extra”
decision that has to be made in an emotionally challenging
period between diagnosis and start of the oncologic treat-
ment [46,47]. Discussion It
is possible that our healthy participants did not really ex-
perience the threat, or did not have a desired emotion
(which should follow from decision making), which may
have affected their information seeking style and their de-
cision making process. Also, it is likely that actual patients
are sadder than healthy participants, and therefore elabor-
ate more on information [40,41]. However, in the current
experiments we were not able to study this properly. It is
possible that participants in experiment 1 were more simi-
lar to patients because of the sad emotions that were in-
duced with them. Moreover, all participants in experiment
1 felt more sad and anxious after the induction with
happy, sad or anxious emotions. The most plausible ex-
planation therefore is that besides the three different
mood induction techniques that were used in the study
(a movie, music and suggestions in the script) all partic-
ipants had to read a relatively sad hypothetical script
and make a difficult (hypothetical) decision, which may
have overruled the effect of the other mood induc-
tion techniques. Unfortunately, this precluded us from
analyzing the DA effectiveness in different emotional
states. may therefore approach the decision more analytically
compared to patients from the general population which
may increase DC scores. Interestingly, other studies with
actual patients [3,13] more often find beneficial effects of
VCEs than studies with healthy participants [7,10]. This
may also be related to discrepancies between the way DAs
are designed and how they are used in healthy partici-
pants. It should be noted that the DA as used in the ex-
periments was originally designed for patients, who use
the DA in preparation for a consultation with a physician
in which a final decision is made about FP. This consult-
ation is often within a few days after diagnosis (and DA
use). In the experiments, respondents had to decide dir-
ectly after viewing the DA, without support from a phys-
ician. Hence, both the limited amount of available time
and the lack of interaction about the decision may have
influenced decision making for our participants. It is likely
that in the experiments decisions were made consciously
since they were made directly after viewing the DA. Ac-
tual patients may make more intuitive decisions, since
they are distracted in the time between using the DA
and visiting the physician to decide. Discussion In the above mentioned experiments we assessed the
effectiveness of a DA with information only or with
additional VCE with regard to knowledge and DC, and
the effect of personality characteristics on DA use and
effectiveness. Additionally, in secondary analyses we
assessed differences in effect between women who did or
did not use the VCE. Experiment 1 showed no difference
in knowledge or DC between DAs with or without a VCE. Secondary analyses revealed less DC for women who used
the VCE compared to those who did not use the VCE, but
it was unlikely that the VCE had caused this difference,
since there was no difference in DC between women who
received information plus VCE and used the VCE and
women who received information only. In experiment 2
personality characteristics were measured to investigate We did find a beneficial effect of both DAs (with
or without VCE) on knowledge, since use of the DA
lead to a relative knowledge increase of 71-81% com-
pared to baseline (experiment 2 and 1 respectively),
and time spent on the DA was related to knowledge
increase after using the DA. It is likely that the in-
crease in knowledge is mostly related to the informa-
tional pages. None of the personality characteristics or information
seeking styles were associated with VCE-use; information
seeking styles were only associated with DA-use in gen-
eral, and personality was only associated with DC. How-
ever, effect sizes were small (<.3). Consistent with the Page 11 of 13 Page 11 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 literature, women with more blunting coping styles viewed
less pages on the DA website [27,38]. More neurotic
women reported to be more uncertain about the decision. However, Case et al. [39] mention that information seek-
ing style does not only depend on personality, but also on
the threat and controllability that is experienced, and on
the desired effect of the information [39]. I.e., information
can be used to do something about a potential threat, or
to be reassured that there is no threat [39]. Additionally,
anticipated emotions that are imagined with potential out-
comes of decision making may affect the decision [26]. Author details
1 1Department of Gynecology, Leiden University Medical Center (LUMC), Mail
zone VRSP, P/O Box 9600, 2300 RC Leiden, the Netherlands. 2Department of
Medical Decision Making, LUMC, Leiden, the Netherlands. 3Tilburg Institute
for Behavioral Economics Research (TIBER), Department of Social Psychology,
Tilburg University, Tilburg, the Netherlands. 19. Iyengar SS, Wells RE, Schwartz B: Doing better but feeling worse. Looking
for the “best” job undermines satisfaction. Psychol Sci 2006, 17(2):143–150. 20. Schwartz B, Ward A, Monterosso J, Lyubomirsky S, White K, Lehman DR:
Maximizing versus satisficing: happiness is a matter of choice. J Pers Soc
Psychol 2002, 83(5):1178–1197. Discussion For patients it is often a decision between
their chances for survival, and the extent of their desire
for children taken into account their possibilities for FP
(related to personal characteristics such as their age, or
whether they have a partner) [48]; factors that often ex-
clude some FP options and therefore might facilitate
decision making. Likely, our healthy participants who
were not actually facing the decision of FP did not take
these factors into account which may have increased their
DC scores. Additionally, students are highly educated and Page 12 of 13 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Garvelink et al. BMC Medical Informatics and Decision Making 2014, 14:68
http://www.biomedcentral.com/1472-6947/14/68 Conclusions 7. Abhyankar P, Bekker HL, Summers BA, Velikova G: Why values elicitation
techniques enable people to make informed decisions about cancer
trial participation. Health Expect 2011, 14(1):20–32. doi:10.1111/j.1369-
7625.2010.00615.x. 7. Abhyankar P, Bekker HL, Summers BA, Velikova G: Why values elicitation
techniques enable people to make informed decisions about cancer
trial participation. Health Expect 2011, 14(1):20–32. doi:10.1111/j.1369-
7625.2010.00615.x. The above mentioned experiments indicate that our DA
about FP for breast cancer patients seems beneficial with
regard to knowledge increase, but that the VCE does not
seem to improve knowledge or DC. However, nor did
use of the VCE seem to cause any harm, other than the
time involved in completing it (which was acceptable). Additionally, it is important to understand that personal-
ity characteristics and information seeking style may be
important factors in determining the extent to which
DAs are used and helpful for women. It is of utmost im-
portance that these findings are assessed in patients as
well, since results may be different when actually facing
the decision to preserve fertility. 8. Llewellyn-Thomas H: Values clarification. In Shared Decision Making in
Health Care: Achieving Evidence Based Patient Choice. 2nd edition. Edited by
Elwyn G, Edwards A. Oxford: Oxford University Press; 2009:123–133. 8. Llewellyn-Thomas H: Values clarification. In Shared Decision Making in
Health Care: Achieving Evidence Based Patient Choice. 2nd edition. Edited by
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values clarification task: development and validation. Patient Educ Couns
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values clarification task: development and validation. Patient Educ Couns
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Netherlands. 18. Garvelink MM, ter Kuile MM, Fischer MJ, Louwe LA, Hilders CG, Kroep JR,
Stiggelbout AM: Development of a Decision Aid about fertility preservation
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analysis and interpretation, drafting the manuscript, critically revising, final
approval. AS Conception and design, analysis and interpretation, drafting the
manuscript, critically revising, final approval. MdV Conception and design,
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http://www.biomedcentral.com/1472-6947/14/68 References Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
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• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
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www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
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Erythropoiesis and iron metabolism in Hodgkin's disease
|
British journal of cancer
| 1,979
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cc-by
| 2,973
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Br. J. Cancer (1979) 40, 365
ERYTHROPOIESIS AND IRON METABOLISM IN HODGKIN'S DISEASE
S. AL-ISMIAIL*, I. CAVILL*, I. H. EVANSt, A. JACOBS*, C. RICKETTS*, D. TREVETT*
AND J. A. WHITTAKER
Froom the *Department of Haematology, Welsh National School of Medicine,
University Hospital of Wales, and the t Velindre Hospital, Cardiff
Received 21 Marchl 1979
Accepted 14 May 1979
Summary.-Recently developed techniques for the investigation of iron kinetics
were used to study the disturbance of iron metabolism in 19 untreated patients with
Hodgkin's diseases (HD). The erythroid abnormality in newly diagnosed HD appears
to be confined to those patients with systemic symptoms of weight loss, night sweats
and fever, and consists of depression of marrow erythroid activity. These patients
had a significantly lower haemoglobin and serum iron concentration and a higher
serum ferritin concentration, both when compared to normal subjects and to those
patients with HD who lacked systemic symptoms. Ineffective erythropoiesis and redcell destruction were not significantly increased. The present findings confirm that
HD patients with systemic symptoms have a depression of erythropoiesis, and that
in these patients the marrow fails to respond to the stimulus of mild anaemia.
THE MECHANISM of anaemia in Hodgkin's disease (HD) is unclear. Abnormalities of iron utilization have been noted
on many occasions in the past (Giannopoulos & Bergsagel 1959; Haurani et
al., 1963) and ineffective erythropoiesis
(Cline & Berlin 1963). Beamish et al.
(1972) suggested that impairment of iron
release from the reticuloendothelial (RE)
system with a consequent failure of iron
delivery to the marrow was common in
HD. Many of the patients investigated in
these earlier studies had already undergone treatment with radiation and chemotherapy. In addition, the ferrokinetic
methods used did not provide a quantitative assessment of effective and ineffective
red-cell production (Cavill & Ricketts,
1974).
The purpose of the preesnt study was to
re-evaluate and define the abnormalities
of iron metabolism and the possible
mechanism of anaemia in patients presenting with HD. Ferrokinetic methods allowing quantitative estimates of erythropoiesis were used (Ricketts et al., 1975).
25
PATIENTS
Nineteen newly diagnosed untreated
patients with HD and 14 healthy adults were
studied. Fully informed consent was obtained
in all cases. There were 14 males and 5 female
patients and their ages ranged from 17 to 69
years with a mean of 43 years. None of the
patients was receiving any form of medical
treatment at the time of investigation. The
diagnosis of HD was based on lymphnode
biopsy in all patients, except one in w%hom
the diagnosis xvas made after splenectomy.
Routine haematological and biochemical
investigations, marrow aspiration and trephine biopsy, chest X-ray and hilar tomography, radiological skeletal survey and bipedal
lymphangiography were carried out in all
patients.
The stage of the disease was assessed before
laparotomy according to the Ann Arbor
International Convention (Carbone et al.,
1971). All patients except those with biopsyproven Stage IV disease then underwent
laparotomy and splenectomy with open liver
biopsy. The histological classification wias
according to Lukes & Butler (1966) as modified at Rye (Lukes et al., 1966) and Ann Arbor
(Rapport et al., 1971) International Conven-
366
S. AL-ISMAIL ET AL.
tions. The patients were classified as Type A
or B on the basis of the absence or presence of
systemic symptoms of unexplained fever
(more than 38°C), wNeight loss of more than
10% during the 6 months preceding the
diagnosis, or night sweats (Carbone et al.,
1971).
AIETHODS
Haemoglobin concentration and inean
corpuscular vollumlle (MCV) w-ere measured
with a Coulter Counter Model S. Serum iron
concentration and total iron-binding capacity
wNere measured according to the method of
Young & Hicks (1965) as modified by Babson
& Kleinmen (1967). The method of Jones &
Worwood (1975) wsas used to measure the
serum ferritin concentration.
Radioisotope studies wAere carried out at
presentation, before laparotomy. A sample
of each subject's plasma transferrin was
specifically labelled Mith 59Fe (Cavill, 1971)
and the plasma 59Fe clearance curve wNas
definied over 10-14 days by the method of
Cavill et atl. (1976). The results wxAere analysed
as described by Ricketts et al. (1975) and the
following parameters wNere calculated: total
erythroid marrow iron turnover (MIT),
effective red-cell iron turnover (RCIT), and
ineffective iron turnover (IIT). The mean cell
lifespan and mean red-cell production were
calculated from red-cell iron turnover. Ineffective iron turnover wNas expressed as a
percentage of MIT.
The differences between means wiere assessed
using a one-way analysis of variance, wNhilst
correlation between parameters wras assessed
using the Pearson product-moment correlation coefficient.
RESULTS
The number of patients showing different stages of the disease, histological
classes and the presence or absence of
symptoms is shown in Table I. The
haematological and iron status of the
subjects are summarized in Table II. Only
5 of the patients were anaemic (haemoglobin concentration < 13 g/dl for men or
< 12 g/dl for women) but 9 patients
showed a microcytic blood picture (MCV
< 84 fl). There was no significant difference
in the haemoglobin concentration or MCV
between the 4 stages of the disease, nor did
TABLE I. The distribution of 19 untreated
patients w(*ith Hodgkin's disease (HD) in
relation to syMpto0mP,s, staye of disease and
histological class8fication
Stage of (lisease
Histological
type
I
11
Lymphocytic
pre(l ominaiit
2
1
2
.
1
4
_
4
6
2
4
4
TTI
IV
Noduilar
sclerosing
M\lixed
celluilarityv
Lymphocyte
(leplete(l
Type A
Type B
2
they differ from the control group. However, patients with systemic symptoms
had lower haemoglobin concentrations and
lower MCVs compared both to the normal
subjects and to the patients without such
symptoms (P < 0.005).
There was a significant correlation
between MCV' and serutm iron concentration (r=0 58, P)< 001) and sideropenia
was predominantly associated with the
presence of systemic symptoms (Table
III). Patients with systemic symptoms
had a mean serum iron concentration
wlhich was significantly lower (P<00005)
than both that of the patients without
such symptoms and that of the normal
group. Although serum iron varied between the 4 stages of the disease, there
was no clear relationship with advancing
stage. Serum ferritin was significantly
higher in the patients with HD than in the
control group, and significantly higher
concentrations (P < 0 01) were found with
advancing stages of the disease (Table
III). There was a significant negative
correlation between the serum iron concentration and serum ferritin concentration (r= -057, P < 0 02); patients with
low serum iron concentrations had high
ferritin concentrations. This appears to
be related both to the presence of anaemia
and systemic symptoms. The mean serum
ferritin concentration in the non-anaemic
patients was 185 (Lg/l and the mean value
in the anaemic patients was 776 Mug/l
(P < 0.01); the mean serum ferritin con-
ERYTHROPOIESIS IN HODGKIN S DISEASE
367
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S. AL-ISMAIL ET AL.
centration in patients with systemic
symptoms was 795 Htg/l and in those
without such symptoms 122 itg/l (P <
0.005). The serum ferritin in Type A
patients was not significantly different
from normal.
The mean values for marrow iron turnover, red-cell iron turnover, ineffective
erythropoiesis and red cell lifespan and
tissue iron turnover are summarized in
Table III. Total MIT and RCIT at each
stage of the disease were similar, and not
significantly different from normal (P>
0.05). Neither the percentage of IIT nor
the red-cell lifespan differed between each
stage of the disease and normal. However,
patients with systemic symptoms had a
lower mean MIT and RCIT than both
normal subjects and Type A patients
(P < 0 01), whereas there were no differences between patients without symptoms
and normal subjects (Table III). This
correlation of depressed erythropoiesis
and systemic symptoms was particularly
evident in patients with Stage III disease.
The 4 patients with systemic symptoms
Type B had significantly lower MIT
(P < 0 05) and RCIT (P < 0 01) than the
4 T'ype A patients.
DISCUSSION
The principal mechanisms proposed to
account for anaemia in HD are haemolysis
and abnormalities in utilization of iron for
erythropoiesis, characterized by ineffective
erythropoiesis (Cline & Berlin, 1963) and a
reticuloendothelial block in iron release
(Beamish et al., 1972). Zarabi et al. (1977)
have suggested that relative failure of
erythropoiesis rather than an RE block
may be primarily responsible for the
anaemia of chronic disease. The extent to
which these factors contribute to the
anaemia in HD is difficult to assess, because most studies have been carried out
on patients with advanced disease, many
of whom had already been treated. In a
study of 23 untreated patients with HID
at presentation Beamish et al. (1972) found
that the disturbance in iron metabolism
and erythropoiesis was related to the stage
of the disease. However, the staging and
the division of patients into those with
localized and generalized disease was based
on clinical observation only. Whittaker
et al. (1978) found that 24/60 patients
(400%) changed their clinical stage after
laparotomy and splenectomy. This emphasizes the importance of laparotomy
and splenectomy in disease staging and in
relating the stage of the disease to the
disturbance of iron metabolism.
A reduced serum iron concentration in
the presence of stainable iron in the marrow is characteristic of the anaemia of
HD, and serum iron concentration was
significantly lower than normal in our
patients. However, no coiisistent decrease
in the level of serum iron with advaincing
pathological stage was observed. The most
striking difference in serum iron concentration was between the low levels in patients
with systemic symptoms and the levels in
symptom-free patients. Five of our patients
showed a hypochromic microcytic anaemia.
Ultmann et al. (1966) found such anaemia
in 10% of patients with HD at presentation. None of our patients haad iron
deficiency as judged from stainable iron
in the marrow or the level of serum ferritin.
The latter was higher than in the normal
subjects, and increasing concentrations
were found with advancing stages of the
disease. Significantly higher eoncentrations were found in patients withl systemic
symptoms. These were similar to those
of Jones et al. (1973) and Jacobs et al.
(1976), who showed that the increased
serum ferritin concentration was related
to the activity and spread of HD. The
increased serum ferritin concentration in
HD are probably related partly to anaemia
and partly to the nonspecific and poorly
understood changes known to occur in RE
cells of all cancer patients (Cartwrigbt &
Lee, 1971). Liver involvement may be a
factor contributing to high serum ferritin
in Stage IV disease.
Red-cell lifespan was not significantly
reduced in our patients. Two of 8 untreated patients with HD described by
ERYTHROPOIESIS IN HODGKIN S DISEASE
Beamish et al. (1972) had a shortened redcell lifespan as measured by 51Cr. However, in generalized disease, haemolysis
seemed to be more common, and occurred
in 70-90% of patients (Ultmann, 1958;
Najean et al., 1967; Cline & Berlin, 1963;
Giannopoulos & Bergsagel, 1959). Ineffective erythropoiesis has been suggested
as a possible mechanism contributing to
the anaemia of HD (Cline & Berlin, 1963),
although this could only be inferred from
the data at that time. Measurement of
ineffective erythropoiesis in our patients
showed this to be at normal levels. The
most striking erythroid abnormality in our
patients was a depression of total marrowiron turnover and conisequently of effective
red-cell iron turnover in those patients
with systemic symptorns. This association
of systemic symptoms with depressed
erythropoiesis was seen in patients who
share the same pathological stage of the
disease. In the 8 patients in Stage III,
MIT aind RCIT were lower in the 4 patients
with Type B disease.
Our results suggest that an abnormality
of erythropoiesis is not necessarily linked
directly to an abnormality of iron metabolism. Zarabi et al. (1977), using an animal
model, suggested that relative failure of
erythropoiesis may be primarily responsible for the anaemia of chronic disease,
and our results are consistent with this
hypothesis. The cause of this depression
remains unclear however. Ward et al.
(1971) reported a decrease in plasma
erythropoietin levels in patients with
lymphoma, as well as in patients with
chronic inflammation and infection. Zucker
et at. (1974), however, found that serum
erythropoietin levels are elevated in the
anaemia of malignancy but elicit a decreased marrow response. The production
of catabolic tumour products, the secretion
of physiological inhibitors of erythropoiesis, or some form of metabolic competition, have been previously postulated
as possible causes of failure of marrow
response (Bowdler & Prankered, 1962;
Field et atl., 1968). The association of
systemic symptoms and marrow depres-
369
sion in our patients may suggest a common pathophysiological mechanism of
both phenomena, but evidence on the
pathogenesis of erythroid suppression is
lacking at present.
S.A.I. was a Leukaemia Researclh Fund Clinical
Research Fellow.
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measurement of 59Fe clearance from the plasma.
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SMITHERS, D. WV. (1968) Mlarrow-suppressing
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JACOBS, A., SLATER, A., MWHITTAKER, J. A.,
CANELLOS, G. & WVIERNIK, P. H. (1976) Serum
ferritin concentration in untreated Hodgkin's
(lisease. Br. J. Can?cer, 34, 162.
JONES, B. Al. & WoRwoon, A. (1975) An automated
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Pathol., 28, 540.
JONES, P'. A. E., AMILLER, F., MWORiRWOOD, Ml. &
JACOBS, A. (1973) Ferritinaemia in leukaemia and
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LUJKES, R. J. & BUTLER, J. J. (1966) The patlology
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RAPPAPORT, H., BERARD, C. W., BUTLER, J. J.,
DORFMAN, R. F., LUKES, R. J. & THOMAS, L. B.
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RICKETTS, C., JACOBS, A. & CAVILL, I. (1975)
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(1971) Serum level of erythropoiesis in anemias
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& 4 others (1978) An assessment of laparotomy
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ZARABI, M. H., LYSIK, R., DISTEFANO, J. &
ZUCKER, S. (1977) The anaemia of chronic disorders: Studies of iron, reutilization in the
anaemia of experimental malignancy and chronic
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Analytical solutions for vortex flow at the tangential inlet of a vertical dropshaft
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Physics of fluids
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Analytical solutions for vortex flow at the tangential inlet of a
vertical dropshaft
Wangru Wei (卫望汝)
; Lu Chang (常璐) Physics of Fluids 35, 015160 (2023)
https://doi.org/10.1063/5.0135575 Articles You May Be Interested In Numerical study on scroll vortex intake with non-uniform approach flow conditions 24 October 2024 05:23:12 I. INTRODUCTION geysers. A vortex flow forms inside the dropshaft when the flow diver-
sion system is designed according to possible rainfall events (Jain and
Ettema, 1984). The hydraulic performance of vortex–flow intake is
good with appropriate energy dissipation and air entrainment (Toda
and Inoue, 1999; Zhao et al., 2006; and Dai and Jin, 2022). Recently,
the transition from plunging flow to swirling flow in the dropshaft was
studied using a physical model and numerical simulations (Chang and
Wei, 2022a; 2022b). Transition criteria between the two types of flow
in the tangential intake structures have been proposed based on the
velocity and pressure distributions. Urbanization increases urban flood risk by decreasing the perme-
able area and increasing runoff. In addition, global climate change has
led to more extreme rainfall events. A flood diversion scheme that
routes upstream stormwater to underground systems is an effective
and economic method of flood control (Li et al., 2022; Arega et al.,
2008; Lee et al., 2008; and Li et al., 2021). Tangential intake structures
are often used in flood diversion schemes to drive surface runoff to a
vertical vortex drop shaft (Jain and Ettema, 1987; Vischer and Hager,
1995). The performance of the flood diversion system depends on the
hydraulic design of the intake structure. The hydraulic design of a vortex dropshaft, including flow char-
acteristics and geometry, is important for the appropriate operation of
flood diversion systems. Extensive experiments and theoretical studies
on tangential intake structures have been conducted (Jain and
Kennedy, 1983; Jain and Ettema, 2017; Huang et al., 2016; and Kadia
et al., 2022). The analytical solution of the head-discharge relationship
of the vortex flow in a dropshaft was given by Binnie and Hookings
(1948). The tangential vortex intake used in the San Diego ocean out-
fall was studied by developing a comprehensive model (Brooks and
Blackmer, 1962). A physical tangential intake model for flood The interior flow pattern of a dropshaft is determined by the type
of flow and structure geometry, including vortex flows and plunging
flows (Ma et al., 2016; Yu and Lee, 2009). For plunging flows, incom-
ing flow from the tangential intake impinges the dropshaft wall,
entraining a large amount of air (Ervine and Ahmed, 1982; Ye et al.,
2022). Backflow phenomena are observed for some operation condi-
tions, such as flow choking and the submergence of the dropshaft inlet
(Ervine and Falvey, 1987; Sallam et al., 2002). AFFILIATIONS 1State Key Laboratory of Hydraulic and Mountain River Engineering, Sichuan University, Chengdu 610065, China
2Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology, Hong Kong, China
a)Electronic mail: weiwangru@scu.edu.cn
b)A th
t
h
d
h
ld b
dd
d l
h
@
t hk 1State Key Laboratory of Hydraulic and Mountain River Engineering, Sichuan University, Chengdu 610065, China
2Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology, Hong Kong, China a)Electronic mail: weiwangru@scu.edu.cn
b) g
@
)Author to whom correspondence should be addressed: luchang@ust.hk b)Author to whom correspondence should be addressed: luchang@ust.hk ABSTRACT Vertical dropshafts with tangential intake structures are often used in urban drainage systems to route surface flow into underground
systems. Vortex flow driven by a tangential inlet is the typical flow pattern in the vertical dropshaft. However, analytical solutions of the key
hydraulic transition from chute flow to vortex flow have not been investigated, and theoretical guidelines of the vortex dropshaft are not
available. In the present study, a series of theoretical analytical solutions are proposed to determine the circumferential flow generated at the
vertical dropshaft inlet. The contraction ratio of the tapering chute, dropshaft size, and flow depth at the joint section determines the vortex
flow performance in the vertical dropshaft. Based on the free surface drop height, theoretical criteria are proposed to describe the spiral
movement intensity in the vertical dropshaft. Systemic experiments for different vortex dropshaft models are tested, and the experimental
observations agree with the theoretical analysis. The present investigation provides a general reference for a tangential dropshaft inlet design
that can smoothly route rotational flow down a vertical dropshaft. 24 October 2024 05:23:12 V
C 2023 Author(s). All article content, except where otherwise noted, is licensed under a Creative Commons Attribution (CC BY) license (http://
creativecommons.org/licenses/by/4.0/). https://doi.org/10.1063/5.0135575 Physics of Fluids ARTICLE Analytical solutions for vortex flow
at the tangential inlet of a vertical dropshaft Analytical solutions for vortex flow
at the tangential inlet of a vertical dropshaft Cite as: Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
Submitted: 21 November 2022 . Accepted: 4 January 2023 . Published Online: 27 January 2023 Cite as: Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
Submitted: 21 November 2022 . Accepted: 4 January 2023 . Published Online: 27 January 2023 I. INTRODUCTION The high amount of air
can lower the drainage capacity of the stormwater and cause explosive 35, 015160-1 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
V
C Author(s) 2023 35, 015160-1 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575 V
C Author(s) 2023 Physics of Fluids scitation.org/journal/phf ARTICLE scitation.org/journal/phf the tapering and annular section. The water discharge Q from the
approach chute enters the tangential tapering section within a chute
width B. The length of the tapering chute is L with a constant bottom
slope b. The vertical dropshaft is a circular conduit with a diameter
size of D. The joint section of the dropshaft inlet is a circumferential
cross-section connected to the tangential chute. The cross-section
width is e, the related arc length is l, and the related central angle is a. The contraction ratio of e/D is introduced as the design parameter rep-
resenting the relative chute width to the dropshaft size. At the initial
cross-section of the tapering chute, the flow depth is h0 and hA is the
flow depth at the joint section A. The angle of the water flowing into
the dropshaft is b, and the average flow velocity is Vx. As the water
clings to the annular wall, the vortex flow begins and rotates down the
dropshaft. After turning 360, the annular cross-section is defined as
section B. The drop height of the free surface is Dh. The flow swirls as
an annular jet inside the dropshaft, which can be approximated as an
irrotational vortex (Jain and Ettema, 1987). interception was built by Lee et al. (2005); the hydraulic features inside
the shaft were found to be heavily dependent on the physical design of
the model. The instabilities of the intercepted flow were caused by
flow blocking and choking in the tapering channel. A stable design cri-
terion for tangential intake was proposed based on the experimental
results and a one-dimensional model (Yu and Lee, 2009). The choking
conditions inside the plunging flow dropshafts were reported to be
controlled by the flow discharge and the dropshaft size (Camino et al.,
2015). However, most of design guidelines were obtained based on
experimental studies. Theoretical analyses should describe the flow
pattern transition from chute flow to vortex flow, providing better
insight into the flow transition in the complex structure. I. INTRODUCTION In this study, the flow transition criteria inside a vertical drop-
shaft are investigated by analytical methods, and the tangential inlet
designs of the vortex dropshaft are discussed. The analytical solution
considers two important observations. First, the gradual flow depth
variation in the tangential taper section determines the flow depth and
related velocity at the joint section of the dropshaft. Second, the free
surface drop height along the vertical dropshaft represents the vortex
flow performance and the rotation movement intensity. The theoreti-
cal analyses regarding the analytical solution are presented below, and
detailed effects of flow and geometry characteristics on the flow rota-
tion assessment are discussed. The experiment is designed according to the free drainage condi-
tion (Yu and Lee, 2009) for which the approach water flow is stable
throughout the chute and dropshaft. There is no backup flow, such as
sudden swell flow and hydraulic jump flow, re-entering the taper sec-
tion; the free surface variation is completely due to the streamwise
movement and sidewall contraction. The hydraulic tunnel model is
composed of polymethyl methacrylate glass. The approach chute
width B is 24 cm, with a horizontal bottom floor. The taper section
length is L ¼ 35 cm, with b ¼ 13. The vertical dropshaft D is 24 cm. Systemic flow conditions with different contraction ratios of e/D are
conducted for experimental tests. The water flow discharge Q is
5–35 l/s, and the e/D is 0.10–0.60. For e/D >0.6, the flow pattern in the
dropshaft transitions to plunging flow, and the flow rotation disap-
pears (even with a tangential intake design). The experiment setup
is composed of a water supply, an approach chute, and a vertical
dropshaft with a tangential inlet. The water is supplied from a water
tank, flowing into a rectangular approach channel. The approach
flow is under the subcritical condition with the flow Froude number
Fr0 ¼ V0/(gh0)0.5 ranging from 0.14 to 0.95, where V0 is the approach A. Flow depth calculation along the tangential
tapering chute For a relatively short flow distance Ds, the differential form of the
equation is For a relatively short flow distance Ds, the differential form of the
equation is The tangential tapering chute is an open channel with a bottom
slope of i ¼ sin b and a gradually reduced width from B to e. The flow
regime in the channel is a non-uniform gradient flow. For a steady
approach flow in a rectangular channel of uniform cross section, the
basic differential equation for non-uniform gradient flow can be given
from the energy equation, for which the flow discharge is constant
without necessary branching and convergence (Chanson, 2004). It is
given as Ds ¼ DEs
i J ¼ Esd Esu
i J
:
(6) (6) Equation (6) is the basic formula for calculating the water surface pro-
file of a non-prismatic open channel, which can be solved by the step-
by-step trial method. In Eq. (6), DEs is the specific energy difference
from the upstream to downstream sections with the length of Ds. Esd
and Esu represent the downstream- and upstream-specific energy. The
average hydraulic gradient of the flow section Ds is generally as ids ¼ dh þ a0 þ f
ð
Þd
v2
2g
! þ Q2
K2 ds;
(1) (1) J ¼ 1
2 JU þ JD
ð
Þ;
(7) J ¼ 1
2 JU þ JD
ð
Þ;
(7) (7) where s is the per unit streamwise distance along the sloping chute and
h is the streamwise flow depth. v2/(2g) is the kinetic energy head of the
fluid. For the gradually varied flow in the tapering chute, the stream-
wise resistance head loss is weak, and the local head loss is neglected,
coefficient is assumed to be f ¼ 0, and the flow velocity distribution
coefficient is assumed to be a0 ¼ 1. The coefficient K is the flow dis-
charge modulus K ¼ ACR0.5, where A is the cross-sectional area, C is
the Chezy coefficient, and R is the hydraulic radius. It represents the
effects of channel geometries and wall resistance on the flow discharge
capacity (Streeter and Wylie, 1981). Then, Eq. (1) can be rewritten as where JU and JD are the hydraulic gradients at the upstream and down-
stream sections (Wu, 2004). II. TYPICAL FLOW PATTERNS AT THE DROPSHAFT
INLET 24 October 2024 05:23:12 For a vertical dropshaft with a tangential intake, the typical flow
pattern is shown in Fig. 1. A slope taper structure is used as the joint
section to drive the approach chute flow and generate rotation. A side-
wall gradually contracts along the streamwise direction, and the chute
width decreases until reaching the annular wall of the vertical drop-
shaft. The flow depth varies in the tapering section, and vortex flow is
generated by the deflection of the tangential and annular walls. The
swirling flow free surface drops down the vertical shaft with an air core
in the center. The geometry of the joint structure is shown in Fig. 2. The horizontal plane is X and Z directions, and Y is the vertical
direction, where the origin point is the joint point of tangency between FIG. 1. Flow features in the joint section of the vertical dropshaft inlet. FIG. 1. Flow features in the joint section of the vertical dropshaft inlet. Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575 35, 015160-2 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575 35, 015160-2 V
C Author(s) 2023 FIG. 2. The flow inside the inlet structure for the theoretical analysis. Physics of Fluids
ARTICLE
scitation.org/journal/phf Physics of Fluids FIG. 2. The flow inside the inlet structure for the theoretical analysis. FIG. 2. The flow inside the inlet structure for the theoretical analysis. FIG. 2. The flow inside the inlet structure for the theoretical analysis. dEs
ds ¼ i Q2
K2 ¼ i J;
(3) flow velocity deduced by flow discharge and water depth and g is the
gravity acceleration. The flow Reynolds number Re0 ¼ V0h0/ ranges
from 1.80 104 to 1.68 105, where is the water viscosity. The flow
discharge is controlled by a thin-plate weir at the downstream of the
dropshaft. The channel floor and sidewalls are made of Perspex glass
for optical access. The averaged flow depth along the tapering chute
and the surface location in the dropshaft are measured by a point
gauge. III. THEORETICAL SOLUTIONS (5) II. TYPICAL FLOW PATTERNS AT THE DROPSHAFT
INLET (3) where Es is the cross-sectional specific energy, which can be calculated
by the following equation: where Es is the cross-sectional specific energy, which can be calculated
by the following equation: Es ¼ h þ V2
2g ¼ h þ Q2
2gA2 :
(4) (4) J is the hydraulic slope J ¼ Q2
K2 ¼ h þ V2
RC2 :
(5) A. Flow depth calculation along the tangential
tapering chute The flow characteristics of the wall-adhering water flow
inside the shaft are relatively complex, and the flow can be approxi-
mated as a free irrotational flow (Jain and Ettema, 1987). A control
volume is selected for the theoretical analysis in this flow range, at inlet
section A and outlet section B. The flow enters horizontally from inlet
section A and flows out vertically from outlet section B. According to
the conservation of angular momentum and ignoring the friction of
the wall, the angular momentum change of flow passing through the
control volume is 0, ð
cs
r V
ð
Þ V dA
ð
Þ ¼ 0;
(9) (9) where r is the radial coordinate, V is the velocity vector, and dA is the
outward normal vector of the control face. Based on the conservation
of angular momentum in the control volume and the zero-
momentum flux at the solid wall (V dA ¼ 0), the angular momentum
flux in the horizontal plane that enters section A (UA) is the same with
that of the control volume from outlet section B (UB), FIG. 3. Comparison of calculated and measured water depths along the tangential
tapering section. flow enters the dropshaft, there are two controls both at the upstream
tapering section and at the arc area of the junction. The channel width,
sidewall contraction, and sloping floor of the tapering chute are
hydraulic factors resulting in a variable free surface trend. UA ¼ UB:
(10) (10) By neglecting wall friction, this momentum theorem applies to a con-
trol volume with a transition flow section from the tapering inlet chan-
nel to the vertical dropshaft. The swirling flow is considered to be
symmetrical, and the swirling velocity in the horizontal plane is pro-
vided by the inlet velocity component at the x-direction Vx. Thus, the
angular momentum flux of the inlet section A (UA) can be expressed
as A. Flow depth calculation along the tangential
tapering chute According to the given approach flow
conditions, the water depth at the end of the tapering chute can be
obtained at the start of the inlet section using the trial method. The results of the theoretical model calculations are compared
with the experimental data for different e/D and Q conditions (Fig. 3). The gradually varied flow depth trends agree with the experimental
data, both for the gradual increasing and decreasing free surface pro-
files. Thus, the gradually varied flow depth analytical solution is avail-
able for the tangential chute flow calculation. For all e/D and Q
conditions, the calculated hA values were compared favorably with the
tested data in Fig. 4(a). Well-predicted results of hA make it possible to
obtain the average flow velocity at the arc area of the joint cross sec-
tion. Moreover, the depth-discharge relation from the measurements
is suggested as hA ¼ 40(0.6 e/D)Q, as shown in Fig. 4(b). As the d h þ v2
2g
! ¼
i Q2
K2
ds
(2) (2) (2) or or 35, 015160-3 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
V
C Author(s) 2023 35, 015160-3 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575 V
C Author(s) 2023 scitation.org/journal/phf Physics of Fluids ARTICLE scitation.org/journal/phf FIG. 3. Comparison of calculated and measured water depths along the tangential
tapering section. Vy is the vertical velocity component at the junction point. Dt is the
time needed for the first 360 turn. Vt is the tangential velocity at the
junction. The flow characteristics of the wall-adhering water flow
inside the shaft are relatively complex, and the flow can be approxi-
mated as a free irrotational flow (Jain and Ettema, 1987). A control
volume is selected for the theoretical analysis in this flow range, at inlet
section A and outlet section B. The flow enters horizontally from inlet
section A and flows out vertically from outlet section B. According to
the conservation of angular momentum and ignoring the friction of
the wall, the angular momentum change of flow passing through the
control volume is 0, Vy is the vertical velocity component at the junction point. Dt is the
time needed for the first 360 turn. Vt is the tangential velocity at the
junction. B. Free surface drop height in the dropshaft 24 October 2024 05:23:12 At the dropshaft inlet section A, the water flow clings to the shaft as
an annular jet. After the first rotation of 360 along the shaft wall, the
water surface in the dropshaft drops a distance Dh to section B. Accordingly, a theoretical analysis model is established by taking the shaft
inlet area as the research object. The limiting condition of “free drainage”
inside the inlet channel can be described by the first-order approximation UA ¼
ðe
0
Vx
D
2 r
Vx
hA
cos b dz
¼ eðD eÞ
2
hA
cos b V2
x;
(11) (11) where r is the horizontal distance perpendicular to the draft wall at the
entrance and hA/cos b is the water level of section A. Substituting Eq. (11) into Eq. (9), the flow rate can be simplified as Dh ¼ VyDt ¼ Vy
pD
Vt
:
(8) (8) FIG. 4. Comparison of calculated and measured water depths hA at the dropshaft inlet section: (a) theoretical calculated results and (b) depth-discharge relation. of calculated and measured water depths hA at the dropshaft inlet section: (a) theoretical calculated results and (b) depth-discharge relation. FIG. 4. Comparison of calculated and measured water depths hA at the dropshaft inlet section: (a) theoretical calculated results and (b) dep Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
V
C Author(s) 2023 35, 015160-4 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575 V
C Author(s) 2023 Physics of Fluids UA ¼ QVx
D e
2
:
(12) (12)
sin ðb þ bÞ ¼ y0 cos b þ L tan b h0= cos b
L= cos b hA tan b
:
(17) (12) (17) Similar to inlet section A, the angular momentum flux of outlet section
B (UB) can be expressed as Consequently, the drop height of the flow free surface Dh in the first
360 turn can be expressed as UB ¼ DVt
2
ðD
2
Ra
Vy2prdr
¼ VtD
2 Vyp
D
2
2
R2
a
"
#
;
(13) Dh ¼ k tan b
pD
1 e=D :
(18) (18) (13) According to Eq. (18), the drop height of the water surface Dh is only
related to the bottom slope b, inlet width e, and shaft diameter D. B. Free surface drop height in the dropshaft Based on the measured results of Dh, a fitting trend about the relation-
ship between k and e/D is obtained, which follows exponential expres-
sion k ¼ 0.5(e/D)1. According to the experimental results in Fig. 5,
with an increase in e/D, the free surface drop height gradually
decreases. Thus, the drop height of the flow free surface can be calcu-
lated as where Ra is the radius of the air core at section B. Meanwhile, the flow
rates through sections A and B should be identical to obey mass con-
servation. The relationship between the tangential velocity component
Vt and the x-direction velocity component Vx of the inlet flow can be
obtained as Vt ¼ Vx 1 e
D
:
(14) (14) Dh ¼
pD tan b
2 e
D
1 e
D
:
(19) As the inclined water flows to the taper chute outlet, the angle b (Fig. 2)
can be used to establish the relationship between the component veloci-
ties in the x direction (Vx) and the component velocity in the y direction
(Vy) as As the inclined water flows to the taper chute outlet, the angle b (Fig. 2)
can be used to establish the relationship between the component veloci-
ties in the x direction (Vx) and the component velocity in the y direction
(Vy) as (19) The comparison of calculated Dh with the experimental data is shown
in Fig. 6. The analytical predictions can differ from the experiments by
up to 20%–30%. The fluctuating flow surface occurs in the junction
section, in which the water flow transfers from the chute pattern to the
vortex pattern. Due to the arch boundary of the tapered outlet, the
water depth is slightly non-uniform compared to the theoretical pre-
diction, which may cause the difference in elevation among the flow
lower surfaces. Moreover, for small discharges, the tapering flow is
supercritical, and these uncertainty effects are apparent. The overall
flow patterns are well predicted by the semi-empirical method for dif-
ferent flow discharge and tapering structure conditions. For large e/D
designs and small flow rates at the dropshaft inlet, the thin swirling
flow layer may not be sufficiently resolved by the conservation of
angular momentum, which may be affected by the wall impact conver-
sion of energy. C. Assessment of the flow rotation performance
in the dropshaft inlet Introducing the coefficient g, Introducing the coefficient g, g ¼
Q
VAp
D
2
2 ;
(23) g ¼
Q
VAp
D
2
2 ;
(23)
g arccos 1 2ðe=DÞ
½
tan b cos b
ðe=DÞ 1 e=D
ð
Þ
:
(24) At the vortex dropshaft inlet with a tangential tapering chute, the
surface drop within the swirling water is a typical flow pattern. Considering the approach flow depth at the joint section, the flow sur-
face elevation can be used to normalize the flow depth Dh. Based on
the experimental results in Fig. 7, the surface drop is significant for
small flow discharge Q<10 l/s, and values of Dh/(hA/cos b) are mostly
larger than 4.0. Moreover, for relatively large e/D >0.30, the flow drop
height can exceed over ten times the approach flow depth. With the
increase in Q, the drop height of the flow surface decreases and the
Dh/(hA/cos b) values are smaller than 4.0. For relatively larger flow dis-
charge (Q> 20 l/s), experiments result in Dh/(hA/cos b) 1.0 for all
e/D conditions. These findings indicate that the vortex intensity is
mainly affected by the coupling of approach flow and tangential con-
traction ratio at the dropshaft inlet. According to the model photos, (23) 24 October 2024 05:23:12 g arccos 1 2ðe=DÞ
½
tan b cos b
ðe=DÞ 1 e=D
ð
Þ
:
(24) (24) For the left side of this equation, g represents the flow conditions com-
pared to the dropshaft inlet structure design, and a large flow discharge
indicates a high vortex movement capacity. The right side consists of
the structure design parameters, including the tapering chute and the
contraction ratio. For moderate and weak conditions, similar criterion
relationships can be obtained. For the left side of this equation, g represents the flow conditions com-
pared to the dropshaft inlet structure design, and a large flow discharge
indicates a high vortex movement capacity. The right side consists of
the structure design parameters, including the tapering chute and the
contraction ratio. For moderate and weak conditions, similar criterion
relationships can be obtained. Using u for the right side of Eq. (24), a systemic assessment for
all present experiments is shown in Fig. 8. B. Free surface drop height in the dropshaft Vy
Vx
¼ k tan b:
(15) (15) Considering the non-uniform velocity distribution at the junction
section due to the taper contraction and flow variation effects, the
coefficient k is introduced which is determined by the contraction
ratio of the taper section. The value of b can be deduced by the
geometric relationship among the water flow (h0 and hA) and taper
type (L and b) factors. In the case of decreasing flow depth varia-
tion, the equation is expressed as 24 October 2024 05:23:12 tan ðb bÞ ¼
h0 hA
L= cos b hA tan b :
(16) (16) For the case of increasing flow depth variation, the equation is FIG. 5. Variation of the drop height of the free surface: (a) effects of e/D and (b) coefficient k trend. FIG. 5. Variation of the drop height of the free surface: (a) effects of e/D and (b) coefficient k trend. 35, 015160-5 scitation.org/journal/phf Physics of Fluids ARTICLE scitation.org/journal/phf FIG. 6. Comparisons of calculated Dh with tested data. the flow rotation performance is improved when accompanied by
weak flow down along the annular wall. Thus, a simple criterion for the flow rotation assessment in vortex
dropshafts can be proposed. The flow surface drop height during the
first 360 rotation is one to four times greater than that of the water
surface elevation at the dropshaft inlet. The swirling flow can be classi-
fied as (1) strong rotation for Dh/(hA/cos b) 1, (2) moderate rotation
for 1 Dh/(hA/cos b) 4, and (3) weak rotation for Dh/(hA/cos b)
4. The relationship of the flow characteristics at the dropshaft inlet
is described as hA
cos b ¼
Q
lvx cos b ;
(20)
l ¼ D
2 arccos 1 2 e
D
:
(21) (20) (21) The strong rotation condition can be rewritten as FIG. 6. Comparisons of calculated Dh with tested data. 2Q
VADarccos 1 2 e
D
pD tan b cos b
2 e
D
1 e
D
:
(22) (22) C. Assessment of the flow rotation performance
in the dropshaft inlet For the geometric shape
design, a flat tapering bottom, sharp contraction of the tangential
chute, and a small dropshaft diameter size can be considered potential
ways to improve the vortex capacity. While, the present results indi-
cate that the small flow discharge (e.g., Q <10 l/s) may reduce the vor-
tex pattern for a certain geometric design. These relations can be used
for the vortex dropshaft design. For the vertical dropshaft with a tan-
gential intake, other guidelines also affect the flow discharge operations
in engineering applications, such as the flow discharge capacity, energy
dissipation, and free drainage conditions (Slisskii et al., 1980; Hager,
1990; Toda and Inoue, 1999; Qiao et al., 2013; and Chan et al., 2018). Combined with the present analytical solutions, the flow pattern at the
joint structure of the vortex dropshaft can be fully assessed to improve
the hydraulic design in urban drainage systems. FIG. 7. Effects of the flow discharge and tangential contraction ratio on the drop
height of the flow surface in the dropshaft. According to the flow behavior in the tangential intake of the ver-
tical vortex dropshaft, the changes in free surface profile from the
chute flow pattern to the rotation flow pattern can be predicted. The
parameter ranges of the present analytical solutions that can be applied
for the tangential inlet of the vertical dropshaft includes 0.14 Fr0
0.95 and free drainage condition. This is helpful to improve the
hydraulic design of the underground tunnel system, where flow intake FIG. 7. Effects of the flow discharge and tangential contraction ratio on the drop
height of the flow surface in the dropshaft. FIG. 7. Effects of the flow discharge and tangential contraction ratio on the drop
height of the flow surface in the dropshaft. Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
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C Author(s) 2023 35, 015160-6 35, 015160-6 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575 Phys. Fluids 35, 015160 (2023); doi: 10.1063/5.0135575
V
C Author(s) 2023 V
C Author(s) 2023 Physics of Fluids scitation.org/journal/phf ARTICLE FIG. 8. Assessment of flow rotation performance in a vortex dropshaft: (a) rotation
capacity variation and (b) effect of flow discharge rate. energy equation of non-uniform gradient flow. As the chute flow enters
the dropshaft, the conservation of angular momentum is used for the
drop height calculation of the swirling free surface. C. Assessment of the flow rotation performance
in the dropshaft inlet A series of equa-
tions are obtained, and the analytical solution results are in agreement
with the experiments. Moreover, a criterion from the relative drop
height to the approach flow surface elevation is proposed for the flow
rotation capacity assessment. The coupling of the three-dimensional
geometry parameter and the specific flow discharge operations deter-
mine the vortex flow performance in the dropshaft, varying from
strong to weak rotation. The present investigation provides a general
reference for a tangential dropshaft inlet design that can lead to smooth
rotational flow down a vertical dropshaft. REFERENCES FIG. 8. Assessment of flow rotation performance in a vortex dropshaft: (a) rotation
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the dropshaft with respect to flow discharge capacity and air entrain-
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established for the smooth flow control without overflow, energy loss,
and flow instability. These limitations may occur for some geometry
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present possible criterion for the design of tangential intakes can
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the dropshaft with respect to flow discharge capacity and air entrain-
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established for the smooth flow control without overflow, energy loss,
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Methodology (equal); Writing – original draft (equal); Writing –
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Methodology (equal); Writing – original draft (equal); Writing –
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Methodology (equal); Writing – original draft (equal); Writing –
review & editing (equal). Lu Chang: Conceptualization (equal);
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q
g
p
q
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V
C Author(s) 2023
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de
|
Strukturprobleme der Entwicklungsländer
|
Verfassung und Recht in Übersee
| 1,971
|
cc-by
| 1,070
|
wenn auch die Kulturleistungen dieser
Regionen nicht unterschätzt werden
dürfen. Aber in diesen Regionen beruht
das gesamte Erziehungssystem auf der
Mission, während die anderen asiati
schen und ein Teil der afrikanischen Na
tionen ein islamisches oder buddhisti
sches Erziehungssystem besaßen, das den
westlichen Einfluß verarbeiten und
überstehen konnte. Der starke Einfluß,
den die traditionellen Gruppen auf den
einzelnen haben, erschwert das Erwach
sen eines gemeinsamen Nationalgefühls,
das für die Errichtung eines größeren
Staatsgebildes unerläßlich ist. In Neu
Guinea wird versucht, durch Erziehung
und durch Förderung der Mobilität eine
Bevölkerung zu schaffen, die in der La
ge ist, Probleme unter gesamtstaatlichen
Aspekten zu lösen. Daneben wird ver
sucht, durch Beteiligung der Bevölke
rung an den politischen Entscheidungen,
für die Erlangung der Unabhängigkeit
eine Grundlage für die Formulierung
der politischen Willens äußerungen zu
schaffen. Ob in Neu-Guinea gelingt, was
auch in Afrika erhofft wurde, dort aber
durch die sich überstürzenden Ereignis
se nicht mehr verwirklicht werden
konnte, bleibt abzuwarten.
Der vorliegende Band gibt eine gute
Einführung in die Probleme neuer Staa
ten besonders für den, der sich mit den
Problemen im ostasiatischen Raum noch
nicht beschäftigt hat. Die Kürze der
Darstellung und die Weite des Themas
führen sicher h:iufig zu Vereinfachun
gen, möglicherweise auch zu Verfäl
schungen, die Verfasser bemühen sich
aber alle um eine möglichst neutrale
unparteiische Darstellung, so daß das
Buch Anfängern im Studium der über
seeischen Welt wärmstens empfohlen
werden kann.
Henning v. Wedel
Strukturprobleme der
Entwicklungsländer
hrsg. v. Institut für Internationale Soli
darität der Konrad-Adenauer-Stiftung,
Schriftenreihe Bd. 5
v. Hase und Koehler Verlag
Mainz 1 969, 88 S.
Dieser vom Institut für Internationale
Solidarität der Konrad-Adenauer-Stif
tung herausgegebene Band mit vier Ein
zelbeiträgen soll, wie das Vorwort be
tont, mithelfen, eine Diskussionsgrund
lage für die drängenden Probleme der
Entwicklungsländer zu geben. Diesem
Anspruch werden die Beiträge kaum
gerecht.
Der erste Beitrag von Raupach, der das
Verhältnis der Entwicklungsländer zwi
schen Ost und West behandelt, gibt
außer einigen allgemein bekannten Ar
gumenten für die Notwendigkeit von
Entwicklungshilfe nur eine kurze Dar
stellung des Verhältnisses der Sowjet
union zu den Entwicklungsländern. Der
Verfasser weist mit Recht darauf hin,
daß die Größe der Probleme und die
Schnelligkeit, mit der sie sich infolge
des Bevölkerungswachstums zuspitzen,
keine Zeit für lange politische Diskus
sionen lassen. Zur schwierigen Lage der
Entwicklungsländer, die einerseits dar
auf achten müssen, keine der beiden Sei
ten durch zu offene Anlehnung an die
andere zu verschrecken, andererseits
aber häufig Hilfe nur unter politischen
Vorbedingungen erhalten, nimmt der
Verfasser keine Stellung.
Der zweite Beitrag von Dürr will Al
ternativen der Wachstumsplanung auf
zeigen. Er bedient sich dazu der her
kömmlichen wirtschaftspolitischen Mo
delle. Er lehnt eine direkte Wachstums
planung ab mit dem Hinweis darauf,
daß eine solche Planung außerordentlich
schwierig sei, weil der marginale Kapi
talkoeffizient kaum richtig prognosti
ziert werden könne. Darauf untersucht
er die Planung der Wachstumsbedin
gungen. Er meint, daß unbedingte Vor
aussetzung eines Wachstums eine soziale
Marktwirtschaft sei. Der Möglichkeit
der Bildung eines Kapitalmonopols
glaubt der Verfasser durch eine straffe
1 09
https://doi.org/10.5771/0506-7286-1971-1-109, am 29.06.2024, 07:04:55
Open Access –
- https://www.nomos-elibrary.de/agb
Steuerpolitik begegnen zu ·können.
Um das Sparen attraktiver zu machen,
schlägt der Verfasser die Förderung von
Sparkassen außerhalb der Städte und
von Kreditgenossenschaften vor. Um die
Kapitalflucht einzudämmen, soll eine Po
litik der Geldwertstabilisierung betrie
ben werden. Es braucht wohl kaum ge
sagt zu werden, daß diese Vorschläge
dermaßen unrealistisch sind, daß sie kei
ner weiteren Erörterung bedürfen.
Schließlich meint der Verfasser, daß es
unbedingt notwendig sei, politische Sta
bilität herbeizuführen, um die wirt
schaftliche Entwicklung nicht zu hem
men. Es sei die Entscheidung für eine
klare ordnungspolitische Konzeption er
forderlich, die für den Verfasser not
wendig eine Entscheidung zu einer Lei
stungsgesellschaft mit sozialer Markt
wirtschaft ist.
Der Beitrag von von Blanckenburg be
schäftigt sich mit der Landwirtschaft als
Grundlage der Industrialisierung. Der
Verfasser kommt zu dem Ergebnis, daß
eine Industrialisierung ohne eine lei
stungsfähige Landwirtschaft nicht mög
lich sei. Leider diskutiert er das Phäno
men des steigenden Pro-Kopf-Einkom
mens bei steigendem Anteil der Land
wirtschaft am Sozialprodukt und der
Erwerbstätigen, wie es sich in Indien
zeigt, nicht.
Der letzte Beitrag von Paul befaßt sich
mit dem Analphabetentum. Nach einer
allgemeinen Einleitung befaßt die Ver
fasserin sich mit den Problemen der
Alphabetisierung, wobei sie besonders
auf die Sprachenvielfalt in einem Staate,
das teilweise völlige Fehlen einer Schrift
und die Probleme bei der Schaffung
von Lehrmaterial und der Ausbildung
von Lehrern hinweist. Die Hauptschwie
rigkeit sieht die Verfasserin aber zu
Recht in der Schaffung einer Motivation
zum Lernen und der Schaffung der
Möglidlkeiten, schon jetzt den Neu-Al
phabeten ausreichende Anwendung des
neuen Wissens zu ermöglichen.
Wenn auch die beiden letzten Beiträge
wenigstens teilweise zu wirklichen
Strukturproblemen Stellung nehmen, so
erfüllt der Band weder die durch den
Titel noch die durch das' Vorwort ge
weckten Erwartungen.
Henning v . We de l
D IETER EHRHARDT
D e r Be griff des Mikrostaats im Völker
r echt und in der internationalen Ord
nung
Scientia Verlag, Aalen 1 970,
1 15 S., 22,- DM.
,Mit der Dekolonisation auch kleinster
Gebiete wie Barbados, Malediven so
wie Nauru und ihrer Entlassung in
die politische Unabhängigkeit ist die
bereits vor dem 2. Weltkrieg in der
iVölkerrechtswissenschaft erörterte Fra
:ge nach der Staatseigenschaft politischer
Kleinstverbände
erneut aufgeworfen
worden. War dieses Problem wegen der
'Verhältnismäßig geringen Zahl der da
'm als bestehenden Ministaaten - Liech
tenstein, Monaco und San Marino weitgehend nur für den Völkerrechtler
von theoretischem Interesse, so hat es
gegenwärtig darüber hinaus auch erheb
liche politische Bedeutung erhalten. Das
wird deutlich, vergegenwarugt man
sich, daß nach dem Bericht des 24er
Ausschusses der UN in absehbarer Zu
kunft mit einer Entlassung von weite
ren 48 Gemeinwesen in die Unabhän
gigkeit zu rechnen ist, von denen je
des weniger als 300 000 Einwohner hat.
Eine Aufnahme dieser politischen Ge
bilde als Staaten in die UN würde das
bereits zugunsten der Kleinstaaten be
stehende Stimmgewicht so verschieben,
daß die Repräsentanten von 4 v. H .
der Weltbevölkerung sich z u einer
Zweidrittelmehrheit in der Volksver
sammlung finden könnten.
Trotz der politischen und völkerrecht
lichen Aktualität dieses Themenberei
ches ist bisher eine eingehende Unter
suchung vor allem der völkerrechtli
chen Probleme solcher kleinster unab
hängiger Territorien nicht erfolgt.
Zwar hat bereits F a r r a n 1 960 auf
die Notwendigkeit einer solchen Analyse
hingewiesen ; sein Appell hatte jedoch
keinen durchgreifenden Erfolg. Es ist
deshalb verdienstvoll, daß Verfasser die
sen Fragenkomplex aufgegriffen, schrift-
110
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https://openalex.org/W2621932845
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English
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“On the same page”? The effect of GP examiner feedback on differences in rating severity in clinical assessments: a pre/post intervention study
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BMC medical education
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cc-by
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Sturman et al. BMC Medical Education (2017) 17:101
DOI 10.1186/s12909-017-0929-9 Sturman et al. BMC Medical Education (2017) 17:101
DOI 10.1186/s12909-017-0929-9 Open Access * Correspondence: n.sturman1@uq.edu.au
1Primary Care Clinical Unit, Faculty of Medicine, The University of
Queensland, Brisbane, Queensland, Australia
2Royal Brisbane & Women’s Hospitals, Level 8, Health Sciences Building,
Herston, QLD, Australia
Full list of author information is available at the end of the article “On the same page”? The effect of GP
examiner feedback on differences in rating
severity in clinical assessments: a pre/post
intervention study Nancy Sturman1,2*
, Remo Ostini3, Wai Yee Wong4, Jianzhen Zhang5 and Michael David6 Background the 1970s have evaluated various examiner training and
feedback strategies (including didactic teaching about
cognitive error and biases, and rating practice using
videotaped performances with feedback of expert rat-
ings and facilitated discussion of inter-examiner differ-
ences) and found weak, if any, evidence of their
effectiveness [13–15]. Several authors have speculated
that “physician raters” might be “impervious to train-
ing”, and suggested that outlier examiners are best
managed by excluding them from further participation
in assessments [14] or using equating or adjusting strat-
egies to compensate for severity differences [6, 16]. However it remains plausible that more effective exam-
iner interventions may yet be identified. One long recognised challenge in clinical assessment is
minimising differences in student grades which are due
to inconsistencies in examiner ratings. Whether this
challenge is addressed from a psychometric perspective,
for example generalizability theory [1], or from social
cognition frameworks [2–5], student grades should de-
pend as little as possible on who examines them. Inconsistencies in examiner ratings are related to a
number of factors, including differences in examiner se-
verity. “Examiner severity” is an examiner’s position on a
spectrum from very lenient to very stringent, reflecting a
consistent tendency to use a particular part of the rele-
vant rating scale in their ratings [6]. Examiners with dif-
ferences in severity assign different scores to examinees
(although they may rank them and/or diagnose their
strengths and weaknesses similarly). Several studies have
shown that clinician examiners manifest different levels
of severity, and that this has a significant impact on
examinee grades and assessment decisions across a
range of clinical skills assessments. These include work-
based assessments, oral examinations and OSCEs [5–8]. Although extreme differences in examiner severity are
probably relatively uncommon [9] modest differences in
examiner severity may make important differences to
student grades and pass-fail decisions. In this study we investigated the effect of an examiner
feedback intervention on the severity of examiner rat-
ings. We provided general practitioner examiners with
written feedback comparing all examiners’ ratings over
the preceding 18 months of general practice clinical
case examinations. The intervention was intended to
assist examiners to “calibrate” their rating judgements
with those of their examiner colleagues, and reduce dif-
ferences in examiner severity. Abstract Background: Robust and defensible clinical assessments attempt to minimise differences in student grades which
are due to differences in examiner severity (stringency and leniency). Unfortunately there is little evidence to date
that examiner training and feedback interventions are effective; “physician raters” have indeed been deemed
“impervious to feedback”. Our aim was to investigate the effectiveness of a general practitioner examiner feedback
intervention, and explore examiner attitudes to this. Methods: Sixteen examiners were provided with a written summary of all examiner ratings in medical student
clinical case examinations over the preceding 18 months, enabling them to identify their own rating data and
compare it with other examiners. Examiner ratings and examiner severity self-estimates were analysed pre and
post intervention, using non-parametric bootstrapping, multivariable linear regression, intra-class correlation and
Spearman’s correlation analyses. Examiners completed a survey exploring their perceptions of the usefulness and
acceptability of the intervention, including what (if anything) examiners planned to do differently as a result of the
feedback. Results: Examiner severity self-estimates were relatively poorly correlated with measured severity on the two
clinical case examination types pre-intervention (0.29 and 0.67) and were less accurate post-intervention. No
significant effect of the intervention was identified, when differences in case difficulty were controlled for, although
there were fewer outlier examiners post-intervention. Drift in examiner severity over time prior to the intervention
was observed. Participants rated the intervention as interesting and useful, and survey comments indicated that
fairness, reassurance, and understanding examiner colleagues are important to examiners. Conclusions: Despite our participants being receptive to our feedback and wanting to be “on the same page”, we
did not demonstrate effective use of the feedback to change their rating behaviours. Calibration of severity appears
to be difficult for examiners, and further research into better ways of providing more effective feedback is indicated. © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Sturman et al. BMC Medical Education (2017) 17:101 Page 2 of 7 Page 2 of 7 Background y
The study was designed to test the following hypotheses: The study was designed to test the following hypotheses: 1) Examiner self-perceptions of rating severity (“severity
self-estimates”) will be more accurate following the
intervention Differences in examiner severity are poorly understood. Lenient examiners may tend to be “candidate–centred”,
whereas stringent examiners may be more focused on
maintaining high clinical standards [10]. Differences in se-
verity may be linked to different examiner conceptions of
standards, and of academic failure [11]. Severity may also
be conceptualised as a type of sensitivity-specificity trade-
off: more stringent examiners may prioritise detecting
(and failing) incompetent students more highly (sensitiv-
ity) than avoiding failing competent ones (specificity), and
indeed there is some evidence that sensitivity and specifi-
city correspond to two different metacognitive processes
associated with calibration [12]. Attempts to understand
examiner severity are also complicated by the discrepancy
that can exist between public ratings and private judge-
ments about examinees, including a reluctance to fail
underperforming students [2]. 2) Ratings of more stringent examiners will tend to
become more lenient, and ratings of more lenient
examiners will tend to become more stringent,
following the intervention We also wished to investigate the stability of examiner
severity over time, and examiner perceptions of the ac-
ceptability and usefulness of the intervention. Methods To test Hypotheses 1, Spearman’s correlations between
examiner severity self-estimates, and examiner mean
overall ratings for the two examinations preceding these
estimates, were performed, and pre- and post- interven-
tion correlations were compared. Examinations were conducted five times a year in
Brisbane, Queensland. All examiners were practising
general
practitioners
with
active
involvement
in
practice-based teaching and/or tutorial teaching. The
examination cases were selected from a database of ap-
proximately
forty
recently
developed
standardised
cases, and students were allocated 18 min to complete
each case (including perusal time). Students were
assigned to examiners predominantly on a consecutive
alphabetical basis, although a small number of manual
adjustments were made, for student convenience or to
avoid examiners examining students who were particu-
larly well known to them. To test Hypothesis 2, we compared the number of
outlier examiners (defined here as the number of exam-
iners whose individual mean rating was more than
three Standard Errors from the overall examiner mean
rating) pre and post intervention. A non-parametric
bootstrapping method using 10,000 iterations [17] was
also used to compare the direction of change in exam-
iner ratings following the intervention, between those
examiners who were initially more lenient than the me-
dian examiner in their pre-intervention ratings and
those examiners who were initially more stringent. A
multivariable linear regression was also performed on
average examiner ratings, controlling for differences in
individual Case difficulty by including overall average
Case rating as a variable. The variable of interest in this
analysis was the change in examiner average ratings
post-intervention. See Fig. 1 for a summary of study
timelines, and analyses of effectiveness of intervention. Prior to the intervention, the examiner participants
provided basic demographic information, and indicated
their previous examiner experience. They were invited
to “rate yourself in terms of your leniency or stringency
as an examiner in recent general practice clinical case
examinations” on a visual analogue scale, from “very
lenient” to “very stringent”. Intra-class coefficients were calculated to identify the
historical relationship between 2012 and 2013 examiner
ratings (prior to the intervention) and the relationship
between examiner ratings pre and post-intervention. The intervention was administered in July 2013, and
consisted of the provision of a written summary of indi-
vidual examiner ratings over the preceding 18 months
(see Table 1). The same information was presented to all
examiners, in a de-identified, coded format. Methods All examiners who had examined in any general practice
clinical case examinations, in the 18 months prior to the
intervention, were invited to participate in this study. In
these examinations, third year University of Queensland
medical students completing their general practice place-
ments were examined by general practitioner examiners
on two standardised clinical cases using standardised pa-
tients, a Diagnostic Case focused on diagnostic skills and a
Management Case focused on patient management. Each
case was rated using a standard marking rubric with four
criteria rated from 1 (unsafe) to 7 (exemplary); these four
item level ratings were averaged to give a final score out of
seven on each case, and the passing standard was set at 4. Both the Diagnostic and Management Cases assessed stu-
dents on communication skills. The Diagnostic Case also
assessed students on history-taking, physical examination Little is also known about examiner perceptions of their
own severity. A poor correlation (0.11) was found between
family medicine OSCE examiners’ self-perceived severity
and the severity of their ratings [7], and stringent exam-
iners were unaware of their “hawkishness” in another
study [9]. Little is known about the willingness and/or
ability of examiners to change their severity after receiving
feedback. Although Harasym et al. reported that “feedback
to examiners on their stringency/leniency did not change
their behaviour”, they included very little information
about the nature of this feedback [7]. Studies dating from Sturman et al. BMC Medical Education (2017) 17:101 Page 3 of 7 Page 3 of 7 Following the intervention, a further two examinations
were conducted, after which participants were invited to
complete a second retrospective severity self-estimate
based on these most recent examinations. and formulating differential diagnoses. The Management
Case also assessed students on the content of their man-
agement, consultation structure, and management of an
ethical or professionalism issue. Examiners from the
examiner pool examined in a variable number of sessions,
working with various standardised patients, over the study
period. and formulating differential diagnoses. The Management
Case also assessed students on the content of their man-
agement, consultation structure, and management of an
ethical or professionalism issue. Examiners from the
examiner pool examined in a variable number of sessions,
working with various standardised patients, over the study
period. Methods Examiners
were supplied only with their own code, in order to en-
able them to identify their own data but not identify
other examiners in the data provided. Post-intervention survey data were analysed using de-
scriptive statistics and a content analysis. Two investigators
(NS and AW) independently coded and categorised the free
form survey responses descriptively prior to meeting to
identify emerging themes by consensus [18]. Examiners were invited to complete a survey exploring
their perceptions of the usefulness and acceptability of
the intervention feedback. The survey included free form
responses to questions about what was learned from the
feedback, which aspects were useful, and what (if any-
thing) examiners planned to do differently as a result of
the feedback. Results Sixteen of the seventeen examiners who examined during
the study period consented to participate in the project;
the non-consenting examiner ceased examining in August
2012. One consenting examiner did not return any survey
responses. Participant demographic information and rele-
vant experience are shown in Table 2. Table 1 Feedback to examiners on Case Ratingsa
1
Overall mean rating, Standard Deviation (SD), and range
of each examiner’s Diagnosticb Case ratings
2
Mean differences between each examiner’s mean rating
and the mean ratings of every other examiner, highlighting
significant differences
3
Overall mean rating and SD for each Diagnosticb case
4
Mean ratings, SDs, and range of ratings for each examiner
on each Diagnosticb case examined
aInformation for the 2012 and 2013 examinations was presented separately
bThe equivalent information was also presented for Management Cases Table 1 Feedback to examiners on Case Ratingsa
1
Overall mean rating, Standard Deviation (SD), and range
of each examiner’s Diagnosticb Case ratings
2
Mean differences between each examiner’s mean rating
and the mean ratings of every other examiner, highlighting
significant differences
3
Overall mean rating and SD for each Diagnosticb case
4
Mean ratings, SDs, and range of ratings for each examiner
on each Diagnosticb case examined
aInformation for the 2012 and 2013 examinations was presented separately
bThe equivalent information was also presented for Management Cases A total of 240 ratings from the two examinations imme-
diately pre-intervention and 240 ratings from the two
examinations post-intervention were analysed; there were
no missing ratings for these examinations. Participating
examiners marked between 1 and 8 different cases, and
between 8 and 60 individual students over these four
examinations. Of the 15 participants who examined in
these examinations in 2013, eight examined both pre- and
post-intervention. Sturman et al. BMC Medical Education (2017) 17:101 Page 4 of 7 a
b
Fig. 1 Data collection timelines (a) and analysis schema (b) correlation post-intervention (Spearman correlation −0.52
for diagnostic case and −0.80 for management case). Summary descriptive statistical data for participating
examiner ratings are presented in Table 3. The distribu-
tion of ratings approximated to a normal distribution. g
g
The number of outlier examiners was lower after
the intervention than before the intervention, for both
Diagnostic and Management Cases. Results BMC Medical Education (2017) 17:101 Page 5 of 7 Table 4 Changes in examiner ratings
(a) Analysis of Effectiveness of Intervention
Outlier Analysis
Diagnostic Case Type
Management Case Type
Pre-intervention
8 (out of 11 examiners) 5 (out of 9 examiners)
Post-intervention
7 (out of 13 examiners) 4 (out of 13 examiners)
Bootstrapping Analysis
Diagnostic Case Type
Management Case Type
Change in lenient
examiner ratings
−0.18 (95%CI
−0.52 – +0.17)
−0.18 (95%CI
−0.79 – +0.34)
Change in stringent
examiner ratings
+0.37 (95%CI
+0.14 – +0.28)
+0.17 (95%CI
−0.35 – +0.64)
Difference in
change between
lenient and
stringent examiners
+0.55 (95%CI
+0.05 – +0.68)
+0.35 (95% CI
−0.37 – +1.07)
Multivariable Linear Regression
Diagnostic Case Type
Management Case Type
Full model
F (4,3) = 4.96; p > 0.11
F (5,1) = 0.52; p > 0.77
Intervention effect
t = 0.54; p > 0.62
t = −0.16; p > 0.90
(b) Analysis of Historical Stability of Examiner Severity
Intra-class Correlation Analysis
Diagnostic Case Type
Management Case Type
Intra-examiner
correlation between
average ratings
2012 and pre-
intervention 2013
0.420
0.179
Intra-examiner
correlation between
average ratings
pre- and post-
intervention 2013
0.665
0.578 Table 5 Examiner attitudes to examiner feedback (N = 14)
Survey question
Rated from Strongly disagree(1) to Strongly
agree(5)
Average score (range)
The comparative examiner marking feedback
was useful to me in informing me about my
leniency or stringency as an examiner
4.3 (3–5)
The comparative examiner marking feedback
was easy to understand
3.6 (1–5)
I am interested in receiving comparative
examiner marking feedback in future
4.4 (3–5)
Comparative marking feedback is effective in
improving the reliability of our examinations
4.0 (3–5)
Survey comments on the usefulness and uses of the marking feedback
Key themes and illustrative responses
Fairness
“to ensure that we are on the same page and that students are being
examined as fairly as possible” P3
“Helps to identify whether I am “in the ball park” or too extreme, as
these are judgements and need to be calibrated” P8
Reassurance
“I thought I was being to (sic) lenient, but my mind has been put at
ease” P14
“Also supports decisions to fail students which are hard, if I can see that
other examiners are prepared to do this too” P8
Understanding
“(to) see what other examiners find important in the students’
performance and to get an understanding of what level the students
are expected to be at” P14
“Comparing marks with other examiners helps align your marks with
your peers but also helps understand other examiners’ approach to Table 5 Examiner attitudes to examiner feedback (N = 14) Table 5 Examiner attitudes to examiner feedback (N = 14)
Survey question
Average score (range) Table 5 Examiner attitudes to examiner feedback (N = 14)
Survey question
Rated from Strongly disagree(1) to Strongly
(5)
Average score (range) Table 5 Examiner attitudes to examiner feedback (N = 14) Understanding
“(to) see what other examiners find important in the students’
performance and to get an understanding of what level the students
are expected to be at” P14 “Comparing marks with other examiners helps align your marks with
your peers, but also helps understand other examiners’ approach to
exams and situations and examining” P4 of the feedback, seven (out of fifteen) participants indi-
cated that they did not plan to make any changes. Results Free
text comments from two relatively lenient examiners
who did plan to change included plans to “be more
aware generally of where I feel students should sit on
the marking scale” (P3) and “be careful not to mark up
or avoid poor marks without a clear reason” (P12). A
relatively stringent examiner planned to “pay more
strict attention to the marking criteria on the marking
sheet” (P11). Another relatively stringent examiner (P4)
commented that the feedback “accords with my self-
belief that I am not particularly lenient”, adding that “I
doubt that I will change my examining practice as a re-
sult of seeing where I sit”. Another examiner (P9) com-
mented that “we may all come to mark more uniformly
(or perhaps not) based on this information, but perhaps
we need more information to know if this makes our
marking any more valid.” lenient examiners. However this was found only for
Diagnostic Cases, and the ratings of more lenient ex-
aminers did not decrease significantly for either Case
type. No significant effect of the intervention for ei-
ther Case type was found in the Multivariable Linear
Regression analysis. The intra-class correlation ana-
lysis (see Table 4) found that intra-examiner ratings
were more consistent pre and post intervention than
they were historically between 2012 and 2013. These
results are summarized in Table 4. Findings from the post-intervention survey (presented
in Table 5) indicated that the marking feedback inter-
vention was perceived as interesting and useful. The key
emerging themes from the free text comments were
fairness of examinations, reassurance for examiners, and
understanding other examiners (see illustrative quotations
in Table 5). Results The bootstrapping
analysis showed a significant increase in the ratings of
more stringent examiners post-intervention, and a
significant difference between the direction of change
in ratings post-intervention comparing stringent and Participant severity self-estimates ranged from 3 to 7
on a visual analogue scale, from 1 (very lenient) to 10
(very stringent). Severity self-estimates had a median of
6 and a mean of 5.3. No participant demographic fac-
tors were significantly correlated with average overall
ratings. There was a weak or modest correlation between sever-
ity self-estimates and average overall ratings pre- interven-
tion (Spearman correlation 0.29 for diagnostic case and
0.67
for
management
case). There
was
a
negative Table 3 Examiner overall ratings
Pre-Intervention
N = 120
Post-Intervention
n = 120
Diagnostic Case Mean
5.035
5.129
Diagnostic Case Standard Deviation
0.941
0.881
Diagnostic Case Range
3.00–7.00
2.5–7.00
Number of outlier examiners in
Diagnostic Case Examinationsa
8 (out of 11
examiners)
7 (out of 13
examiners)
Management Case Mean
4.874
4.990
Management Case Standard
Deviation
1.104
0.954
Management Case Range
2.75–6.75
3.75–7.00
Number of outlier examiners in
Management Case Examinationsa
5 (out of 9
examiners)
4 (out of 13
examiners)
aExaminers whose mean rating was more than 3 standard errors from the
overall mean Table 3 Examiner overall ratings Table 3 Examiner overall ratings Table 2 Demographics and Experience of General Practitioner
Examiner Participants (N = 15)
Gender
Female 9: Male 6
General practice experience (range in years)
1.5–35
Medical student teaching experience (range in years)
0.5–33
Number of general practice clinical case examinations
previously examined by examiner (range)
2–30
Previous participation in informal discussions about
assessment with other examiners
Yes:15 No: 0
Previous participation in an examiner training session
Yes: 13 No: 2
Previous experience of co-marking with another
examiner
Yes: 12 No: 3 Table 2 Demographics and Experience of General Practitioner
Examiner Participants (N = 15) Sturman et al. Discussion We found no evidence that our examiner intervention,
intended to reduce differences in examiner severity, was
effective. This is in keeping with previous literature, in
which well-intentioned examiner training and feedback In answer to the survey question about any changes
examiners planned to make to their marking as a result Page 6 of 7 Page 6 of 7 Sturman et al. BMC Medical Education (2017) 17:101 has not proven effective. Significant differences in exam-
iner severity were present both pre and post interven-
tion, as shown by the number of examiners whose
average rating was more than 3 standard errors from the
overall mean (see Table 3). There did appear to be fewer
of these outlier examiners post-intervention, but this is
of uncertain significance. Our examiners were unable to
estimate their own severity accurately, and indeed their
severity self-estimates were less accurate after they were
provided with our marking feedback. There are well-
known methodological problems with research on the
accuracy of self-assessment [19] including assumptions
that participants are “measuring the same dimensions of
performance using the scale in the same way”. The valid-
ity of using a visual analogue scale anchored from leni-
ent to stringent for self-assessment of examiner severity
could be contested. Indeed, the concept of examiner se-
verity itself probably warrants further discussion in the
literature. Our new finding of reduced self-assessment
accuracy post-intervention should be tested in further
research. A limitation of our study is that it was not pos-
sible to disentangle student ability, case difficulty, stan-
dardised patient factors, examiner severity, and their
interactions. This was due to the disconnected design of
our examinations, including the nesting of examiners in
Cases, which precluded the use of a generalizability
study [20]. We investigated differences in examiner se-
verity using a number of other analyses, however. examinations [23]. However, in other studies severity indi-
ces for standardised patient and clinician OSCE examiners
drifted substantially from their initial value after 3 or
4 months, particularly on generic rating scales of interper-
sonal and communication skills [24], and a small number
of standardised patient examiners drifted significantly
even within a three month time period [25]. Hemmer
found that examiners became more stringent after group
discussion with other examiners [26]. This instability
merits further investigation, and suggests caution in using
examiner equating or adjustment strategies based on pre-
vious examiner severity. Conclusion Although investigations of examiner severity in authentic
settings are difficult conceptually and methodologically,
and no intervention to reduce differences in severity has
been proven effective to date, it is generally agreed that
defensible clinical assessments should minimise differ-
ences in student grades which are due to inconsistencies
in examiner ratings, including differences in examiner se-
verity. Although increasing the number of assessment
nodes, contexts and/or examiners may even out these
inconsistencies [1], it remains important to calibrate ex-
aminers as effectively as possible, especially if this increase
is not feasible. Although our intervention did not appear
to be effective, our findings do not suggest that clinician
examiners are “impervious” to feedback about their sever-
ity, as has been suggested previously in the literature. On
the contrary, they were interested in the feedback, and ac-
knowledged the importance of being “on the same page”
as other examiners. Examiner drift may be related in part
to ongoing examiner attempts to calibrate their ratings. Calibration however appears to be difficult for examiners,
and the impacts of examiner self-efficacy and examiner
compliance may also complicate calibration. Much re-
mains to be understood about clinical examiner judg-
ments, including examiner severity, and examiner self-
monitoring and meta-cognition. In the interim, we would
argue that examiners should be provided with the most
informative and useful data possible about their rating be-
haviours. The rating feedback in our own intervention
may have been sub-optimal, and further research is indi-
cated to explore optimal feedback strategies. We included survey data and free form responses
which enabled us to explore examiner attitudes to the
intervention. Our findings suggest that examiners were
committed to fair and reliable examinations, and inter-
ested in receiving marking feedback and engaging in fur-
ther discussion with other examiners. Some participants
were cautious about using the marking feedback we pro-
vided to calibrate their rating behaviours, partly because
they were open to the possibility that outlier examiners
(including themselves) were making valid judgements. Other participants indicated that they would attempt to
re-calibrate their severity, but appeared to be unsuccessful
in this attempt. We also found that examiner severity was unstable even
in the absence of an examiner feedback intervention,
particularly for our Management Cases. This inherent
instability may complicate studies of examiner training
strategies. Conclusion Previous
findings
from investigations
of
intra-rater consistency in clinical assessment have been
conflicting, and often have difficulty distinguishing
drifts in examiner severity from drifts in task difficulty
(even the same task may be easier for a better prepared
examinee cohort, for example). Several studies have
found that examiner severity was relatively stable over
time and examinees, in clinical long cases [21] OSCE
stations [10], short answer questions [22] and oral Discussion The findings that severity may be
more stable on some items, and for some examiners, than
others, suggests that item-level and individual examiner-
level analyses may further inform this area. Acknowledgements Acknowledgements
The authors acknowledge the examiner participants from the Discipline of
General Practice, University of Queensland, for embracing and evaluating the
project. Funding
No funding was received for this project. Funding
f Funding
No funding was received for this project. Funding
No funding was received for this project. Page 7 of 7 Page 7 of 7 Sturman et al. BMC Medical Education (2017) 17:101 Ethics approval and consent to participate 17. Mooney CZ, Duval RD. Bootstrapping a nonparametric approach to statistical
inference. London: SAGE; 1993. Ethics approval was obtained from the University of Queensland Human
Research Ethics Committee 2,013,001,120. Consent was obtained from
participating examiners. Examiners were provided with rating data
irrespective of their consent to participate in the study, and no student
data were identified in the study. 17. Mooney CZ, Duval RD. Bootstrapping a nonparametric approach to statistical
inference. London: SAGE; 1993. 18. Leavy P. The Oxford handbook of qualitative research. Oxford New York:
Oxford University Press; 2014. 19. Ward M, Gruppen L, Regehr G. Measuring self-assessment: current state of
the art. Adv Health Sci Educ Theory Pract. 2002;7(1):63–80. 20. Bloch R, Norman G. Generalizability theory for the perplexed: a practical
introduction and guide: AMEE guide no. 68. Med Teach. 2012;34(11):960–92. Availability of data and materials 10. McManus IC, Thompson M, Mollon J. Assessment of examiner leniency and
stringency ('hawk-dove effect') in the MRCP(UK) clinical examination
(PACES) using multi-facet Rasch modelling. BMC Med Educ. 2006;6:42. Datasets analysed during the study are available from the corresponding
author on reasonable request, recognising that examination results and
examiner ratings are sensitive data. 11. Rees CE, Knight LV, Cleland JA. Medical educators' metaphoric talk about
their assessment relationships with students: 'you don't want to sort of be
the one who sticks the knife in them'. Assessment Eval Higher Educ. 2009;
34(4):455–67. Consent for publication
Not applicable. 16. Raymond MR, Harik P, Clauser BE. The impact of statistically adjusting for
rater effects on conditional standard errors of performance ratings. Appl
Psychol Meas. 2011;35(3):235–46. 16. Raymond MR, Harik P, Clauser BE. The impact of statistically adjusting for
rater effects on conditional standard errors of performance ratings. Appl
Psychol Meas. 2011;35(3):235–46. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 21. Fleming PR, Manderson WG, Matthews MB, Sanderson PH, Stokes JF. Evolution of an examination: M.R.C.P. (U.K.). Br Med J. 1974;2(5910):99–107. 22. Wass V, Wakeford R, Neighbour R, Van der Vleuten C. Royal College of
general P. Achieving acceptable reliability in oral examinations: an analysis
of the Royal College of general practitioners membership examination's oral
component. Med Educ. 2003;37(2):126–31. Authors’ contributions NS conceived and led the project, contributed to data collection, analysis and
interpretation, and drafted and revised the article. RO led the data analysis,
contributed to interpretation, and revised the paper. WW contributed to
conceiving the project, data collection and analysis. JZ contributed to data
collection and analysis, and revised the paper. MD contributed to data analysis. All authors read and approved the final manuscript. 12. Schraw G, Kuch F, Gutierrez AP. Measure for measure: calibrating ten
commonly used calibration scores. Learn Instr. 2013;24:48–57. 12. Schraw G, Kuch F, Gutierrez AP. Measure for measure: calibrating ten
commonly used calibration scores. Learn Instr. 2013;24:48–57. 13. Cook DA, Dupras DM, Beckman TJ, Thomas KG, Pankratz VS. Effect of rater
training on reliability and accuracy of mini-CEX scores: a randomized,
controlled trial. J Gen Intern Med. 2009;24(1):74–9. 14. Newble DI, Hoare J, Sheldrake PF. The selection and training of examiners
for clinical examinations. Med Educ. 1980;14(5):345–9. 14. Newble DI, Hoare J, Sheldrake PF. The selection and training of examiners
for clinical examinations. Med Educ. 1980;14(5):345–9. Author details
1 1Primary Care Clinical Unit, Faculty of Medicine, The University of
Queensland, Brisbane, Queensland, Australia. 2Royal Brisbane & Women’s
Hospitals, Level 8, Health Sciences Building, Herston, QLD, Australia. 3Rural
Clinical School Research Centre, Faculty of Medicine, The University of
Queensland, Brisbane, Queensland, Australia. 4Institute for Teaching and
Learning Innovation, The University of Queensland, Brisbane, Queensland,
Australia. 5Centre for Chronic Disease, Faculty of Medicine, The University of
Queensland, Brisbane, Queensland, Australia. 6School of Public Health, The
University of Queensland, Queensland, Australia. p
23. Weingarten P, Tabenkin K. Variations among examiners in family medicine
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Educ Meas. 2009;46(1):43–58. 25. McKinley DW, Boulet JR. Detecting score drift in a high-stakes performance-
based Assessment. Adv Health Sci Educ. 2004;9(1):29–38. 25. McKinley DW, Boulet JR. Detecting score drift in a high-stakes performance-
based Assessment. Adv Health Sci Educ. 2004;9(1):29–38. 26. Hemmer AP, Hawkins LR, Jackson NJ, Pangaro NL. Assessing how well three
evaluation methods detect deficiencies in medical Studentsʼ professionalism in
two settings of an internal medicine clerkship. Acad Med. 2000;75(2):167–73. Received: 22 September 2016 Accepted: 11 May 2017 Received: 22 September 2016 Accepted: 11 May 2017 Competing interests Competing interests
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well do internal medicine faculty members evaluate the clinical skills of
residents? Ann Intern Med. 1992;117(9):757. 15. Noel GL, Herbers JJE, Caplow MP, Cooper GS, Pangaro LN, Harvey J. How
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theory. Appl Psychol Meas. 2000;24(4):339–53. 2. Berendonk C, Stalmeijer RE, Schuwirth LW. Expertise in performance
assessment: assessors' perspectives. Adv Health Sci Educ Theory Pract. 2013;18(4):559–71. 3. Govaerts MJ, Van de Wiel MW, Schuwirth LW, Van der Vleuten CP, Muijtjens
AM. Workplace-based assessment: raters' performance theories and
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rethinking the etiology of rater errors. Acad Med. 2011;86(10 Suppl, RIME:
Proceedings of the Fiftieth Annual Conference November 6–November 9,
2011):S1-S7. Submit your next manuscript to BioMed Central
and we will help you at every step: 5. Yeates P, O'Neill P, Mann K, Eva K. Seeing the same thing differently: mechanisms
that contribute to assessor differences in directly-observed performance
assessments. Adv Health Sci Educ Theory Pract. 2013;18(3):325–41. • We accept pre-submission inquiries
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• Convenient online submission
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• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
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and we will help you at every step: y
6. Roberts C, Rothnie I, Zoanetti N, Crossley J. Should candidate scores be
adjusted for interviewer stringency or leniency in the multiple mini-
interview? Med Educ. 2010;44(7):690–8. 7. Harasym PH, Woloschuk W, Cunning L. Undesired variance due to examiner
stringency/leniency effect in communication skill scores assessed in OSCEs. Adv Health Sci Educ. 2008;13(5):617–32. 8. Williams RG, Klamen DA, McGaghie WC. Cognitive, social and environmental
sources of bias in clinical performance ratings. Teach Learn Med. 2003;15(4):270–92. 9. Bartman I, Smee S, Roy M. A method for identifying extreme OSCE
examiners. Clin Teach. 2013;10(1):27–31.
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Making and unmaking bonds: Humanitarianism, local politics and peace building in Southeastern Zimbabwe, 1988 to 1992
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30 30 EMAIL: kundaimanamere@gmail.com
DOI: https://dx.doi. org/10.38140/sjch. v47i2.5731
ISSN 0258-2422 (Print)
ISSN 2415-0509 (Online)
Southern Journal for
Contemporary History
2022 47(2):30-50
PUBLISHED:
31 December 2022 kundaimanamere@gmail.com
DOI: https://dx.doi. org/10.38140/sjch. v47i2.5731
ISSN 0258-2422 (Print)
ISSN 2415-0509 (Online)
Southern Journal for
Contemporary History
2022 47(2):30-50
PUBLISHED:
31 December 2022 AFFILIATION: 1 Post-Doctoral Research
Fellow, International Studies
Group, University of the
Free State, South Africa 1 Post-Doctoral Research
Fellow, International Studies
Group, University of the
Free State, South Africa Keywords: Humanitarianism, social cohesion, host
differentiation, refugees, peacebuilding, narratives,
Chilonga, Zimbabwe MAKING AND UNMAKING BONDS:
HUMANITARIANISM, LOCAL
POLITICS AND PEACEBUILDING
IN SOUTHEASTERN ZIMBABWE,
1988 TO 1992. AUTHOR:
Kundai Manamere1
AFFILIATION:
1 Post-Doctoral Research
Fellow, International Studies
Group, University of the
Free State, South Africa ABSTRACT For a long time, perspectives of governments, civil
societies
and
humanitarian
organisations
have
overshadowed
the
voices
of
host
communities
during humanitarian emergencies. In a few instances
where literature mentions host communities, they are
often portrayed as homogenous groups that share
similar views and attitudes towards those in need of
assistance. In this article, I draw from host-refugee
interactions to argue for the incorporation of local voices
in civil society and humanitarianism studies and to
illustrate the need to disaggregate host communities
and pay attention to local politics during interventions. The influx of thousands of migrants from different
countries and ethnic groups, changes the environment
of the host community positively and negatively. Often,
initial benevolence gives way to hostility as resource
scarcities and insecurities arise. When this happens,
it creates an environment of suspicion, blame, and
stigma, which negatively impacts relations and cohesion
between the two groups. Paying attention to local
residents’ diverse perspectives during humanitarian
emergencies may contribute to conflict prevention and
peacebuilding. Keywords: Humanitarianism, social cohesion, host
differentiation, refugees, peacebuilding, narratives,
Chilonga, Zimbabwe Keywords: Humanitarianism, social cohesion, host
differentiation, refugees, peacebuilding, narratives,
Chilonga, Zimbabwe Manamere / Making and Unmaking Bonds 31 1
BE Harrell-Bond, Imposing aid: Emergency relief to refugees (Oxford: Oxford University
Press, 1986); L Malkki, Purity and exile: Violence, memory, and national cosmology among
Hutu refugees in Tanzania (Chicago: Chicago University Press, 1995); L Malkki, “Speechless
emissaries: refugees, humanitarianism, and dehistoricization”, Cultural Anthropology
11 (3), 1996, pp. 377-404; L Malkki, The need to help: The domestic arts of international
humanitarianism (Durham: Duke University Press, 2015); KL Jacobsen, “Making design safe
for citizens: A hidden history of humanitarian experimentation”, Citizenship Studies 14 (1),
2010, pp. 89-103; G Coleman , “Hacker politics and publics”, Public Culture 23 (3), 2011,
pp. 511-616. 1
BE Harrell-Bond, Imposing aid: Emergency relief to refugees (Oxford: Oxford University
Press, 1986); L Malkki, Purity and exile: Violence, memory, and national cosmology among
Hutu refugees in Tanzania (Chicago: Chicago University Press, 1995); L Malkki, “Speechless
emissaries: refugees, humanitarianism, and dehistoricization”, Cultural Anthropology
11 (3), 1996, pp. 377-404; L Malkki, The need to help: The domestic arts of international
humanitarianism (Durham: Duke University Press, 2015); KL Jacobsen, “Making design safe
for citizens: A hidden history of humanitarian experimentation”, Citizenship Studies 14 (1),
2010, pp. 89-103; G Coleman , “Hacker politics and publics”, Public Culture 23 (3), 2011,
pp. 511-616.
2
BE Harrell-Bond, Imposing aid, p. xii.
3
M Ticktin, “Transnational humanitarianism,” Annual Review of Anthropology 43, 2014, p. 276.
4
Malkki, “Speechless emissaries”, p. 384.
5
J Robbins, “Beyond the suffering subject: Toward an anthropology of the good”, Journal of
the Royal Anthropological Institute, 19, 2013, pp. 447-462. p
g
p
M Ticktin, “Transnational humanitarianism,” Annual Review of Anthropology 43, 2014, p. 276.
Malkki, “Speechless emissaries”, p. 384.f J Robbins, “Beyond the suffering subject: Toward an anthropology of the good”, Journal of
the Royal Anthropological Institute, 19, 2013, pp. 447-462. 1.
INTRODUCTION Scholars such as Feldman have stressed the need to mainstream
service delivery and ensure that the host population benefits significantly
from the services that humanitarian organisations provide.7 This argument
is more discernible in refugee studies which claim that such an approach
harnesses the potential of refugees, discourages parallel service delivery
and encourages social cohesion.8 In eastern Zimbabwe, for instance, this
approach has resulted in, “cordial relations, peaceful co-existence and
cooperation among Tongogara camp refugees and their hosts”.9 Veronika
Fajth et al have shown that economic interaction fostered trust between
Congolese refugees and their hosts in Rwanda.10 In Cameroon, the health
delivery system improved with the presence of refugees.11 However, I argue
that despite the existence of these works, less attention has been paid to
host communities’ own voices on how they comprehend various challenges
resulting from humanitarian emergencies. The majority of humanitarianism
works that discuss host communities’ needs and challenges largely present
a technocratic and romanticised view of the community as a single unit,
homogenous, equal, undifferentiated, and accommodative of refugees. and around humanitarian spaces.6 Using their work as intellectual scaffolding,
this paper extends the argument that refugee camps are not exceptional and
isolated humanitarian spaces, set apart from the ordinary spaces of life or
host communities. Their set-up and function, in some cases, unintentionally
create social and political complexities as well as hostile environments in and
around them. As such, there has been a notable scholarly shift in literature,
which reveals an increased interest in the welfare of host populations of
late. Scholars such as Feldman have stressed the need to mainstream
service delivery and ensure that the host population benefits significantly
from the services that humanitarian organisations provide.7 This argument
is more discernible in refugee studies which claim that such an approach
harnesses the potential of refugees, discourages parallel service delivery
and encourages social cohesion.8 In eastern Zimbabwe, for instance, this
approach has resulted in, “cordial relations, peaceful co-existence and
cooperation among Tongogara camp refugees and their hosts”.9 Veronika
Fajth et al have shown that economic interaction fostered trust between
Congolese refugees and their hosts in Rwanda.10 In Cameroon, the health
delivery system improved with the presence of refugees.11 However, I argue
that despite the existence of these works, less attention has been paid to
host communities’ own voices on how they comprehend various challenges
resulting from humanitarian emergencies. 6
M Agier, “Humanity as an identity and its political effects (A note on camps and humanitarian
government)”, Humanity 1 (1), 2010, pp. 29-45; I Feldman, “The humanitarian condition:
Palestinian refugees and the politics of living”, Humanity 3 (2), 2012, pp. 155-172.
7
S Feldman, “Development assisted integration: A viable alternative to long-term residence in
camps?” PRAXIS, The Fletcher Journal of Human Security 12, 2007.
8
I Idris, Effectiveness of various refugee settlement approaches, K4D Helpdesk Report 223
(Brighton: Institute of Development Studies, 2017).
9
J Mhlanga and GA Muchinako, “Burdens or benefits: A critical analysis of the nexus between
refugees and host communities in Zimbabwe”, Human Ecology 60, 2017, pp. 2-3.
10
V Fajth et al, “How do refugees affect social life in host communities? The case of Congolese
Refugees in Rwanda,” Comparative Migration Studies, 7 (33), 2019.
11
L Tatah et al., “Impact of refugees on local health systems: A difference in differences
analysis in Cameroon”, PLoS One 11 (12), 2016. 6
M Agier, “Humanity as an identity and its political effects (A note on camps and humanitarian
government)”, Humanity 1 (1), 2010, pp. 29-45; I Feldman, “The humanitarian condition:
Palestinian refugees and the politics of living”, Humanity 3 (2), 2012, pp. 155-172. g
g
(
)
L Tatah et al., “Impact of refugees on local health systems: A difference in differences
analysis in Cameroon”, PLoS One 11 (12), 2016. g
p
g
y
( )
pp
S Feldman, “Development assisted integration: A viable alternative to long-term residence in
camps?” PRAXIS, The Fletcher Journal of Human Security 12, 2007.f 8
I Idris, Effectiveness of various refugee settlement approaches, K4D Helpdesk Report 223
(Brighton: Institute of Development Studies, 2017). i J Mhlanga and GA Muchinako, “Burdens or benefits: A critical analysis of the nexus between
refugees and host communities in Zimbabwe”, Human Ecology 60, 2017, pp. 2-3.f V Fajth et al, “How do refugees affect social life in host communities? The case of Congolese
Refugees in Rwanda,” Comparative Migration Studies, 7 (33), 2019.ff 1.
INTRODUCTION Using narratives and newspapers, this article explores the views and
interpretations of host communities following a disease outbreak that
killed nearly 200 Mozambican refugees in Chambuta camp, located on
Zimbabwe’s southeastern border with Mozambique, in August 1992. Since
the 1980s, humanitarianism literature, particularly that on refugees and
displacement, has largely focused on the suffering of refugees.1 Barbara
Harrell Bond’s book especially explored the Ugandan refugee assistance
in Southern Sudan and showed how relief organisations failed to, “listen to
refugees who were progressively understood in literature as victims unable
to fend for themselves”.2 In the 1990s, Liisa Maalki’s work on Hutu refugees
from Burundi living in Tanzania similarly indicated how refugees suffered
in silence. Narratives of refugees suffering were further strengthened by
medical humanities scholars between the 1980s and 1990s as new forms
of media and technology made certain kinds of suffering visible during the
famine in Ethiopia and the Rwandan genocide.3 As Maalki demonstrated,
“the suffering body of the refugee held particular importance in the camps
because it was seen by humanitarians as providing a more reliable account of
experience than a refugee’s stories or words”.4 The refugee’s suffering body
became a prime object of investigation aimed at influencing more effective
interventions in humanitarian spaces, especially in refugee camps.5 This way
of seeing put more emphasis on the refugees and significantly undermined
the negative and unintended consequences of humanitarian interventions on
host communities. Over the past decade, scholars such as Michel Agier and Ilana
Feldman have embarked on understanding the unintended consequences
of humanitarianism as well as teasing out new meanings of the political in SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 32 and around humanitarian spaces.6 Using their work as intellectual scaffolding,
this paper extends the argument that refugee camps are not exceptional and
isolated humanitarian spaces, set apart from the ordinary spaces of life or
host communities. Their set-up and function, in some cases, unintentionally
create social and political complexities as well as hostile environments in and
around them. As such, there has been a notable scholarly shift in literature,
which reveals an increased interest in the welfare of host populations of
late. 7
S Feldman, Development assisted integration: A viable alternative to long term residence in
camps?” PRAXIS, The Fletcher Journal of Human Security 12, 2007.
8
I Idris, Effectiveness of various refugee settlement approaches, K4D Helpdesk Report 223
(Brighton: Institute of Development Studies, 2017).
9
J Mhlanga and GA Muchinako, “Burdens or benefits: A critical analysis of the nexus between
refugees and host communities in Zimbabwe”, Human Ecology 60, 2017, pp. 2-3.
10
V Fajth et al, “How do refugees affect social life in host communities? The case of Congolese
Refugees in Rwanda,” Comparative Migration Studies, 7 (33), 2019.
11
L Tatah et al., “Impact of refugees on local health systems: A difference in differences 10
V Fajth et al, “How do refugees affect social life in host communities? The
Refugees in Rwanda,” Comparative Migration Studies, 7 (33), 2019.f 1.
INTRODUCTION The majority of humanitarianism
works that discuss host communities’ needs and challenges largely present
a technocratic and romanticised view of the community as a single unit,
homogenous, equal, undifferentiated, and accommodative of refugees. g
qf
g
This paper challenges this view by examining how a disease outbreak
at Chambuta refugee camp in southeastern Zimbabwe in 1992 created Manamere / Making and Unmaking Bonds 33 an enduring resentment of refugees in the surrounding host communities. Beth Elise Whitaker calls for a disaggregation of the host community
based on gender, class and age.12 Updating Whitakers’ concept of host
community heterogeneity, this article makes an empirical and methodological
contribution by considering the importance of incorporating local voices in
humanitarianism studies. I emphasise why it is essential to disaggregate the
host community and pay attention to local politics. More significantly, I reflect
on how incorporating local voices reframes debates on humanitarianism. By
focusing on local narratives of host communities’ experiences, perspectives
and attitudes towards refugees and epidemic disease, this article addresses
the fundamental assumptions about relations between affected populations
and their hosts as well as humanitarian interventions in emergency situations. I further argue that paying attention to local residents’ diverse perspectives
during humanitarian emergencies may contribute to conflict prevention and
peacebuilding between refugees and host communities. This research places people at the centre of analysis by drawing from
their narratives of disease to demonstrate the importance of understanding
local politics during humanitarian crises. I carried out 18 in-depth interviews
with villagers, village heads, health personnel and former refugees in Chilonga
between September and December 2020. My informants in Chilonga have
been threatened with eviction by the government, which intends to displace
them for a Lurcene grass irrigation project since 2019.13 Therefore, interviews
were conducted in a tense environment with heavy intelligence and military
presence. This affected the recruitment of participants as some people
feared for their lives. However, in other instances, the imminent eviction
evoked memories about the earlier displacement of locals when the refugee
camp was established and therefore yielded more information for this study. Although plagued by memory loss and exaggeration, in-depth interviews
proved critical in showing variations in what hosts think about the refugees,
displacement, diseases and drought. Most interestingly, interviews also reveal
a differentiated and unequal host community, divided along clan and socio-
economic lines. 12
BE Whitaker, “Refugees in Western Tanzania: The distribution of burdens and benefits
among local hosts”, Journal of Refugee Studies 15 (4), 2002.
13
New Zimbabwe, 7 June 2020. 1.
INTRODUCTION I also consulted newspaper reports on Mozambican refugees at
the Herald House Library in Harare during the same period. The various
newspaper reports provide the Zimbabwean government’s perspectives on
the refugees as well as details on camp construction, administration, refugee
influx, disease outbreaks, public health interventions, foreign aid, alleged
corruption and misuse of donated goods by government officials. Ideally, SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 34 archival material produced by the Department of Social Welfare would have
yielded more information on administration, logistics, refugee statistics and
epidemiology, but government documents from the 1990s are closed and,
therefore, inaccessible to the public. Furthermore, the Ministry of Health’s
public health annual reports for the period under study are surprisingly
silent on the public health situation in refugee camps. I, therefore, rely on
newspaper reports for statistics regarding the inflow of refugees and disease
epidemiology which makes it difficult to establish solid demographic and
epidemiological patterns. Notwithstanding these limitations, a comparison of interviews and
newspapers reveals different stories about the disease outbreak. The
government and its partners viewed the disease outbreak as a purely public
health crisis occurring during the emergency phase of a humanitarian crisis. The link between refugee conditions and the threat of diseases is well
established in historical, medical and anthropological literature. Scholars
have explored, at length, how population movements are related to disease
occurrence among refugee communities, which have emerged because
of socio-political factors such as wars, civil strife and famine. Refugees and
internally displaced populations are particularly vulnerable to the risk of
disease as the camps in which they live are often poor and a result of complex
humanitarian emergencies.14 Cholera, measles and meningitis account for
75 per cent of epidemics in refugee camps, as conflict and displacement
concomitantly increase population vulnerability and reduce the system’s
response capacity. Overcrowding, poor water and sanitation conditions, lack
of vaccines, delayed diagnosis and reduced access to treatment often lead to
the increased occurrence, severity and case fatality of infectious disease. On the other hand, local residents’ comprehension of public health
remains characterised by complex intersections between biomedical and
indigenous notions of disease, the body and the environment. Local residents
identify both sanitary and spiritual causes of the disease outbreak. 14
M Rowland and F Nosten, “Malaria epidemiology and control in refugee camps and complex
emergencies”, Annals of the Tropical Medicine and Parasitology 95 (8), 2001. 1.
INTRODUCTION Some
blame the refugees for poor sanitation, while others view the diseases as a
curse from the ancestors over the unjustified displacement of local families
paving the way for the construction of the refugee camp. In addition, some
community members also believe that their ancestors were unhappy with
the presence of the Barwe refugees, an ethnic group that they believed to be
made up of cannibals and witches. By using narratives and perceptions of both refugees and host
communities, this article reflects on the politics of voice and representation Manamere / Making and Unmaking Bonds 35 in history. It allows us to understand local interpretations of displacement, the
occurrence of diseases, and interventions, thus informing humanitarianism
policies from below. The policy implications are clear. Policymakers and
practitioners need to be aware of these perspectives and establish alliances
with local communities. For instance, while there are significant efforts
to understand the disease problems of refugees, awareness campaigns
regarding diseases associated with refugees should be included in health
education among host communities to prepare them and allay unnecessary
anxieties and avert blame and othering. Although this may not immediately
eliminate “false” notions, it may at least bridge the various explanatory
models and encourage cohesion between the two groups. Furthermore, I
emphasise the need to pay attention to cleavages within host communities,
be they ethnic, political, clan or socio-economic. Governments tend to
narrowly consult villagers and local authorities, if they do at all, prior to
launching intervention strategies. Yet, the success of interventions hinges
on the attitude of local communities. Local voices are indispensable in
intervention processes.i The first section of the article shows that initially, the host community and
the refugees established mutual relations based on a shared ethnic identity
and refugee experiences despite the subsequent displacement of several
families from the campsite. The penultimate section discusses the refugee
influx that led to the disease outbreak at the Chambuta refugee camp. The
last section examines how the disease outbreak changed the attitude of most
members of the host community from initial kindness to hostility. It explores
alternative causal explanations of the disease outbreak as understood by
local residents and considers what the majority of the hosts view as long-term
impacts of refugee presence on their land. 15
Interview: Author with Njakeni Zumo, Former Mozambican Refugee, Pfuveni Village,
Chilonga, Zimbabwe, 15 October 2020.
16
L Hultman, “The power to hurt in civil war: The strategic aim of RENAMO violence”, Journal
of Southern African Studies 35 (4), 2009; CC Kelso, “Turning the Refugee Tide”, Cultural
Survival Quarterly Magazine, 17 (1), 2010, available on-line at https://www.culturalsurvival.
org/publications/cultural-survival-quarterly/turning-refugee-tide, accessed 5 December 2022.
For more information on the causes of the Mozambican civil war see, S Funada-Classen,
The Origins of war in Mozambique history of unity And division (Tokyo: Ochanomizu Shobo
Co Ltd, 2012).
17
Interview: Author with Zumo, 15 October 2020. 2.
MAKING BONDS: SHARED IDENTITIES, EXPERIENCES,
AND DEVELOPMENT From the early 1980s, Mozambican refugees became an integral part
of Zimbabwean communities along the Zimbabwe-Mozambique border. Commonly identified by Zimbabweans as makarushu, a derogatory name
derived from the cashew nuts plantations of Mozambique, the refugees self-
settled in local villages and worked on farms along the scarcely populated
border. Some refugees spontaneously settled among their Zimbabwean
relatives along the border areas. Other refugees chose to live in camps
strategically located along the border. Njakeni Zumo, a former Mozambican
refugee, moved with her family to Zimbabwe and self-settled in Chikombedzi, SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 36 a rural area on the southeastern border, in 1980. “I gave birth to my first child
the year that Robert Mugabe came to power. I think others who followed from
Mozambique came later when my child was four or five years old. People who
came from Mozambique first settled in local villages for many years. This was
just bush, so we just settled without seeking any approval from Zimbabwe
government authorities”.15 Her family lived in Chikombedzi for many years. During the 1992 drought, most of the refugees left for the refugee camps
where the Zimbabwean government promised to look after them. But some
did not go into camps; they continued to live in the villages. The Zimbabwean government had established four refugee camps
along the Mozambican border to accommodate asylum seekers fleeing from
the Mozambican civil war, which had left houses burnt, food stolen, and people
mutilated, kidnapped or dead.16 These camps were Tongogara, Nyangombe,
Nyamakiti and Mazoe River Bridge. The steady stream of refugees surged in
1987 when the war intensified. The Zimbabwean government established a
fifth camp in 1988 to accommodate the tens of thousands of refugees in transit
to bigger camps such as Tongogara. This camp was Chambuta, located in the
Chilonga communal area along the southeastern border with Mozambique. Njakeni and her family moved from Chikombedzi to Chambuta refugee camp
in 1992. They heard that there were trucks fetching Mozambicans to refugee
camps, and they decided to go to Chambuta, leaving their crops in the fields
before harvesting.17 The Chambuta camp derives its name from the Chambuta family,
who heads one of the several villages under the Masuamele chieftainship. 18
Kelso, “Turning the Refugee Tide”.
19
Interview: Author with Cephas Chambuta, Chambuta Village head and former worker at the
camp, 63 years old, Chambuta Village, Chilonga, Zimbabwe, 20 September 2020. Cephas
worked in the Camp under the Social Welfare Department of the Government of Zimbabwe
from the time it was established. 2.
MAKING BONDS: SHARED IDENTITIES, EXPERIENCES,
AND DEVELOPMENT When searching for land on which to settle the refugees, government officials
consulted the Chambuta village head, who then identified and allocated the
piece of land where the camp was constructed. It is however important to
note at this point that this piece of land was located on the boundary of the
Chambuta village under the Masuamele chieftainship and the Velemu village
of the Chilonga chieftainship. Officially, the land fell under the jurisdiction of
the Velemu village head and the Chilonga chieftainship. Consequently, upon
camp construction, several families from Velemu village were displaced while 17 Manamere / Making and Unmaking Bonds 37 Chambuta villagers were widely employed in the camp. The Zimbabwean
government upgraded Chambuta to a permanent refugee camp in July 1990. The camp quickly gained a deadly reputation. With a holding capacity of 20
000, by mid-1992, the camp held over 25 000 people. A drought-induced influx
between June and August 1992 introduced an estimated 11 500 refugees to
the camp, and in no time, available resources failed to cope.18 The system at
Chambuta collapsed, and a public health nightmare unfolded. Interviews with villagers and village heads in Chilonga show that initially,
from the mid-1990 to the outbreak of diseases in 1992, they largely welcomed
the Mozambican refugees who settled in the Chambuta camp. Factors
that encouraged cohesion include a shared ethnic identity, language and
experiences. Moreover, to the villagers, the construction of a refugee camp
with a school, a police post and a clinic represented a positive step towards
the development of their area, which until 1990 had none of these facilities. The creation of the Zimbabwe-Mozambique border in 1891 “separated”
different ethnic groups, which easily and frequently traversed borders for
political, economic and social reasons. Such ethnic groups include the
Shangani, who occupy southern Mozambique and Zimbabwe. The Shangani
were the major ethnic group in the Chambuta refugee camp. Since colonial
times the Shangani maintained kinship and cultural ties across the border,
and in times of crisis, they provided refuge to those in need. These ties
contributed to a mutual relationship between the hosts and the refugees when
the camp was set up. The hosts viewed Mozambican refugees as relatives,
not refugees. Cephas Chambuta, a village head and former administrator in
the camp, explained, We had a mutual relationship with refugees; as you know, we are related […] they
are Chauke (a Shangani totem). 18
Kelso, “Turning the Refugee Tide”. 20
Interview: Author with Ingwani Madomba, Former worker at the camp and Local villager, 64
years old, Chambuta Village, Zimbabwe, 24 September 2020.
21
Interview: Author with John Murami, 69 years old, Former refugee, Machiloli Village,
Chilonga, Zimbabwe, 21 September 2020.
22
Interview: Author with James Chitsange, Velemu villager, 50 years old, Velumu, Zimbabwe,
1 October 2020.
23
The Herald, 7 February 1995. The government strongly discouraged village heads and
chiefs from informally settling Mozambicans in their areas. Ingwani Madomba of Chambuta village, who also worked at the camp, adde gwani Madomba of Chambuta village, who also worked at the camp, added, The authorities realised that these people were also Shangani; we were relatives
separated by the border. Some were related through intermarriages. When they
came, local people also got married to refugees. Most women from here left with
their refugee husbands upon repatriation. Misunderstandings were settled by the
traditional courts, and there was not so much conflicts and hatred.20 2.
MAKING BONDS: SHARED IDENTITIES, EXPERIENCES,
AND DEVELOPMENT They are our parents since our ancestors came
from Mozambique; these were our relatives, our uncles. They freely came into our
villages, and we had beer parties together and exchanged food items. Some would
sleep over and returned to the camp the next morning since there was a 6pm curfew. We also had intermarriages, I have a sister who was married to a refugee, and she
went to Mozambique.19 SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 38 24
Interview: Author with Thomas Salani, Local Villager, 62 years old, Chambuta Village,
Zimbabwe, 20 September 2020.
25
The Herald, 16 March 1992.
26
Interview: Author with Livison Chikutu, 46 years, Velemu Village Head, Velemu Village, near
Chambuta Camp, Zimbabwe, 4 October 2020.
27
Interview: Author with Thomas Salani, 20 September 2020.
28
Interview: Author with Cephas Chambuta, 20 September 2020. A former refugee who lives in Machiloli village, John Murami, attests to the
generous reception of the hosts, They
exchanged their goats and vegetables for mealie meal, tinned fish, beans,
dried fish and clothing with the refugees.26 The refugees also accessed water
from the surrounding villages when their population surged and the water
supply diminished during the 1992 drought. The close proximity of the hosts to
the camp gave them an advantage in building relationships with the refugees,
which in turn made it possible for them to survive the drought. Those who
came from other places across the country looking for maize meal in the
camp usually waited for weeks before they found suppliers. Evidence of cohesion on the ground includes social visits, beer parties, and
intermarriages, sharing water and exchanging food items. Since the refugees
received food aid, they bartered goods with local residents. Barter trading of
food items, in particular, created cohesion. The refugees often smuggled food
out of the camp to be sold on the black market in surrounding villages and
nearby towns of Chiredzi and Masvingo.25 People from villages that surround
the camp claim that during the 1992 drought, they did not suffer greatly. They
exchanged their goats and vegetables for mealie meal, tinned fish, beans,
dried fish and clothing with the refugees.26 The refugees also accessed water
from the surrounding villages when their population surged and the water
supply diminished during the 1992 drought. The close proximity of the hosts to
the camp gave them an advantage in building relationships with the refugees,
which in turn made it possible for them to survive the drought. Those who
came from other places across the country looking for maize meal in the
camp usually waited for weeks before they found suppliers. p
y
y
pp
A local villager, Thomas Salani, reminisces the refugee camp as a
“town”, a place where they got everything they needed from clothing to food
before and during the drought.27 The presence of the refugee camp not only
saved the hosts from the drought but brought modernity closer to home. For
decades, locals lived in this “forgotten” part of the country without access to
retail stores, schools, clinics, roads, toilets and clean water. The refugees
came with development. Village head Cephas Chambuta says, There were no roads here, no bridges; now we have roads; from Lundi bridge, there
was no road from Makosiya to Chilonga, but now we have it because of the people
from Mozambique. A former refugee who lives in Machiloli village, John Murami, attests to the
generous reception of the hosts, A former refugee who lives in Machiloli village, John Murami, attests to the
generous reception of the hosts, I married my wife when I moved to the camp. My in-laws accepted me because I was
an honest person. From the time I was living in the camp, I built good relations. Now
I am ageing, I am happy, I have a family and a home. I am very grateful to the local
community for looking after me.21 Even members of the displaced families interacted positively with the
refugees despite simmering grievances. “It was not the refugees’ fault. They
had nowhere to go. They needed shelter, and as their relatives, we supported
them”, said James Chitsange of Velemu village.22 These perspectives illustrate
that a shared ethnic identity significantly contributed to the acceptance of
refugees by the majority of the host community. In addition, shared experiences of crisis and refuge seeking
considerably influenced good relations between the hosts and the refugees. Having been refugees in Mozambique during the Zimbabwe war of liberation,
Zimbabweans understood the need for refuge during conflict and showed
appreciation for their stay in Mozambique. As indicated earlier, from the early
1980s, when Zimbabwe attained independence, chiefs and village heads
along the borders settled Mozambican refugees who sought refuge during the
civil war.23 According to Thomas Salani of Chambuta village, When refugees settled here, the Mozambique National Resistance (Resistência
Nacional Moçambicana, RENAMO) militia followed and killed people in the
villages accusing Zimbabweans of harbouring refugees. They would not go into the
camp but killed people in the villages. Sometimes people slept in the bush, hiding from
RENAMO. It was painful, and we wondered why we were dying to protect refugees, Manamere / Making and Unmaking Bonds Manamere / Making and Unmaking Bonds 39 but since we were once refugees in Mozambique during our own war of liberation, we
were giving back.24 Evidence of cohesion on the ground includes social visits, beer parties, and
intermarriages, sharing water and exchanging food items. Since the refugees
received food aid, they bartered goods with local residents. Barter trading of
food items, in particular, created cohesion. The refugees often smuggled food
out of the camp to be sold on the black market in surrounding villages and
nearby towns of Chiredzi and Masvingo.25 People from villages that surround
the camp claim that during the 1992 drought, they did not suffer greatly. 29
Kelso, “Turning the Refugee Tide”.
30
The Herald, 20 June 1992.
31
Center for Disease Control (CDC), “Mortality among Newly Arrived Mozambican Refugees—
Zimbabwe and Malawi, 1992”, Morbidity and Mortality Weekly Report (MMRV) 42 (24), 1993,
available online at https://www.cdc.gov/mmwr/preview/mmwrhtml/00020997.htm, accessed
5 December 2020. A former refugee who lives in Machiloli village, John Murami, attests to the
generous reception of the hosts, The secondary school that we now have, we inherited it from the
Mozambicans. We also have grocery stores, a clinic and a police station which we
didn’t have.28 These sentiments of appreciation are widely shared across the host villages. Despite these positive perceptions, however, when disease struck the camp
in 1992, elements of suspicion, blame and othering emerged as hosts blamed
refugees for the disease outbreak. SJCH 47(2) | December | 2022 40 32
P Spiegel, ‘Health programmes and policies associated with decreased mortality in displaced
people in post emergency phase camps: A retrospective study,’ Lancet 360 (9349), 2002.
33
The Herald, 13 October 1992.
34
Interview: Author with Evelyn Hokela, Former Chambuta Refugee, Married to a local man,
65 years old, Hokela Village Hokela Village, Zimbabwe, 23 September 2020.
35
The Herald, 16 March 1992.
36
Interview: Author with Mr Makuyana, Environmental Health Technician, 66 years old,
Chiredzi Hospital, Chiredzi, Zimbabwe, 23 September 2020.
37
Interview: Author with John Dzingai (pseudonym), 56 years old, Nurse, Chambuta Camp
Clinic, Zimbabwe, 26 September 2020. 3.
THE REFUGEE INFLUX AND THE MAKING OF A PUBLIC
HEALTH NIGHTMARE AT CHAMBUTA At the end of 1992, when Mozambican president Joaquim Chissano signed
an agreement with the RENAMO “rebel” leader Afonso Dhlakama which
ended the 17-year civil war, the refugees’ numbers estimates were 230 000
for Zimbabwe, 25 000 for Zambia, 350 000 for South Africa and 1.3 million
for Malawi (the highest population).29 An estimated 300 000 refugees
spontaneously returned to Mozambique on their own, but the majority
remained outside the country, fearing the threat of a renewed war. Besides
the fear of civil war-related violence, the 1992 drought that hard hit Southern
Africa presented a new threat to Mozambican refugees, whose estimated
2.3 million population already needed food assistance because of the
induced displacements.l The severe drought forced thousands more to flee, creating
emergencies in Zimbabwe’s refugee camps. When it opened as a transit
camp in 1988, Chambuta had 338 people. In January 1992, 859 refugees had
settled in the camp, and by May 1992, the refugee population had risen to
16500.30 In July 1992, Chambuta admitted more than 1000 refugees weekly. The refugee population in the camp swelled to 25 323 by October 1992, as the
camp received an average of 4500 people monthly. These included some of
the refugees who had initially self-settled in Zimbabwean villages. There were
nearly 120 000 self-settled refugees along the Zimbabwean borders, and the
1992 drought forced some of them to go into camps where they expected
to be fed. Consequently, in August 1992, 206 deaths were recorded, with
crude mortality daily rates ranging between 3.5 and 8.2 deaths per 10 000
populations.31 Diarrhoea, dehydration, malnutrition and measles accounted
for 75 per cent of all reported deaths. The official narrative drawn from various reports by the Zimbabwe
Department of Social Welfare, the United Nations High Commission for
Refugees (UNHCR) and other humanitarian organisations places the disease
outbreak within the typical initial emergency phase following a refugee influx. During this period, refugee camps experience high mortality rates mostly due
to preventable and treatable infections, often exacerbated by malnutrition,
overcrowding, and poor access to water. 3.
THE REFUGEE INFLUX AND THE MAKING OF A PUBLIC
HEALTH NIGHTMARE AT CHAMBUTA The refugee influx at the camp also affected the food aid
programmes as authorities failed to provide the daily World Food Programme SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 42 stipulated 400g per individual.38 The 1992 drought diminished Zimbabwe’s
food supplies and strained medical and social programmes. Several local and international non-governmental organisations
intervened through the adoption of several medical interventions such as
vaccinations, the construction of sanitation facilities, and humanitarian efforts
like food distribution and supply of materials for shelter, among others. The Department of Social Welfare coordinated a sanitation and feeding
programme as it partnered with non-governmental organisations through its
Refugees Services Unit. The programme focused on preventive measures,
primarily the provision of adequate food, safe water, toilets and shelter to
curb the disease outbreak. The Red Cross, which was involved in assisting
the refugees in moving from Mozambique to Zimbabwe and settling them in
various camps, increased their monthly rations of maize meal, beans, seeds
and clothing.39 The Red Cross also screened the refugees for malnutrition. Redd Barna, a Norwegian organisation which provided shelter to the refugees
upon settlement, increased its funding by 30 per cent.40 The Catholic
Development Commission (CADEC), which had begun work in Chambuta
when it was used as a transit camp, provided supplementary feeding
schemes, blankets and toilets to new arrivals. The UNHCR, in collaboration with the Baptist Church, sunk twelve
boreholes and constructed a water purification and reservoir system for the
camp.41 Medicines sans Frontiers, in collaboration with UNHCR, brought in
more health personnel to assist Zimbabwean nurses. The Ministry of Health
set up a satellite clinic at the Joachim Chissano School in order to increase
health care services. All admissions were however made at the main clinic,
which had a bed capacity of 32. Refugee women took turns cooking for the
malnourished. There was a good ambulance system, and the Ministry of
Transport repaired and maintained the road which was used to transport
acute cases to Chiredzi Hospital.42 The Zimbabwean Ministry of Health
initiated a massive measles vaccination programme. Environmental health
technicians led sanitation and hygiene awareness programmes insisting on
the importance of sanitary measures such as hand washing, covering of food,
use of toilets, rubbish pits, buckets with lids, and safe water within the camp. 3.
THE REFUGEE INFLUX AND THE MAKING OF A PUBLIC
HEALTH NIGHTMARE AT CHAMBUTA Diarrhoea, measles, malaria, and Manamere / Making and Unmaking Bonds 41 respiratory tract infections rapidly spread across the refugee population,
and the focus on healthcare during this period is on immediate lifesaving
interventions within the camp.32 The reports maintain that it was a diarrheal
disease outbreak resulting from malnutrition due to lack of food during the
prolonged civil war, the displacement period as Mozambicans moved to
Zimbabwe, and the 1992 drought that occurred across Southern Africa. The
measles outbreak among refugee children was a result of restricted access to
vaccines during wartime. g
In March 1992, the Chambuta camp received an average of 50 new
arrivals per day. This number increased between July and September
1992 to approximately 300 newcomers daily.33 Most of the newcomers at
Chambuta were emaciated when they arrived at the camp. For many years
they had failed to cultivate crops because of the war.34 The drought worsened
their situation, and they spent days without food on their way to the camp. They required medical attention and put a strain on the already stretched
health facilities. Nearly 300 to 400 refugees in the camp were treated daily
for food deficiency-related diseases.35 Malnutrition, measles and diarrhoea
were the major causes of death among children in the camp. At the camp
clinic, the nursing staff failed to cope. Only eight nurses and four nursing
aids worked around the clock.36 John Dzingai, a former nurse at the camp,
remembers people dying as they waited to be treated during the influx
period. He insists that more than half of the refugees were malnourished and
developed diarrhoea when they began the feeding programme. He likens
this to how overfed cattle develop diarrhoea after a prolonged dry season,
“Some patients recovered, but some who were severely malnourished
would get overwhelmed and die upon feeding. An average of 15 deaths per
day occurred during the influx period from March 1992 to August 1992”.37
The soaring refugee population created sanitary problems as the existing
facilities could not cope with the large numbers in the camp. At the same time,
shelter materials were in short supply. The drought affected the availability of
grass for roofing. 38
The Herald, 13 October 1992.
39
The Herald, 23 March 1992.
40
The Herald, 20 June 1992.
41
The Baptist Press, January 1990.
42
Interview: Author with John Dzingai, 26 September 2020. Manamere / Making and Unmaking Bonds 43 However, these public health interventions left out host communities
and targeted refugees only. The hosts only had unrestricted access to
curative health services at the refugee camp clinic. Preventive measures,
such as sanitation and hygiene and vaccinations, in particular, were limited
to refugees. Yet, despite the closed and isolated nature of the refugee
camp as well as the perceived restriction of refugees’ movements in the
camp, there was close interaction between refugees and host communities. Regarding infectious disease control programmes, for instance, it makes
little epidemiological sense to become involved with one group and not with
the other; the organisms which cause diseases are not so bureaucratically
selective. Although John Dzingai, the former nurse at Chambuta camp,
insists that the disease outbreak did not spread into surrounding villages,
interviews with Velemu villagers claimed that the disease outbreak spread
into their village and killed several people, as shall be shown below. These
incidences triggered hate and stigma as Velemu villagers, particularly, blamed
the refugees for causing the disease outbreak. The earlier established social
cohesion waned. In contrast to the official narrative given by the government
and international organisations, below, I unpack the different reasons why the
majority of the hosts believed that the refugees were the source of diseases. 3.
THE REFUGEE INFLUX AND THE MAKING OF A PUBLIC
HEALTH NIGHTMARE AT CHAMBUTA Through these interventions, the Zimbabwean government and its partners
reported that they had successfully contained the disease outbreak within the
camp as morbidity and mortality cases dropped from September 1992. Manamere / Making and Unmaking Bonds 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE Drawn from interviews, the local narrative does not associate disease
among refugees with the effects of war-induced famine, nor with malnutrition
as a result of the 1992 drought. In their experience, refugees had food in
abundance, and bartering food aid was a common survival strategy for local
people during the drought. The explanation for the disease outbreak lies
elsewhere. Depending on their village of origin, local residents associate
the disease outbreak with overcrowding and poor sanitation, the anger of
ancestral spirits or both. Both Chambuta and Velemu villagers widely identify
the diarrheal disease as cholera which resulted from overcrowding and poor
sanitation in the refugee camp. Those from Chambuta village, who mostly
worked in the camp, for instance, Cephas Chambuta and Ingwani Madomba
emphasise poor sanitation, while Velemu villagers, who were displaced as
a result of the camp subscribe to the poor sanitation explanation but stress
that the disease outbreak was a curse, a punishment from their ancestors
following the displacement of several families from the campsite, to pave the
way for refugees’ settlement. These alternative and diverse explanations of
diseases are important in two ways. First, they show the heterogeneity of host SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 44 communities, informed by clan and loss or benefits derived from the camp
establishment. Second, they reflect an extra spiritual dimension to causal
explanations of disease that are normally couched strictly in biomedical terms. It is these alternative explanations that determine the successful integration of
refugees within host communities. The first alternative explanation shared across the two villages but
mostly drawn from Chambuta villagers is that there was poor sanitation at
the personal refugee level and in the camp. Despite the availability of toilets,
some of the refugees preferred to use the bush, and there was human waste
everywhere.43 At night someone would just go near the house and defecate,
and flies would transmit the diseases. The clinic staff taught refugees about
sanitary measures. They distributed soap for washing hands, buckets and
other utensils. Non-governmental organisations provided disinfectants to put
in toilet pits. They encouraged the refugees to eat warm food. They also taught
them how to construct dish racks, but they were overwhelmed by the influx.44
It remained difficult for the government and non-governmental organisations
to provide most of the basic necessities in the camp, especially shelter and
sanitation. 43
Interview: Author with Ingwani Madomba, 24 September 2020.
44
Interview: Author with Evelyn Manyise, 53 years, Zimbabwean married to a Mozambican
Former Chambuta Refugee, Muloveli village, Machindu, Zimbabwe, 13 October 2020.
45
Interview: Author with Cephas Chambuta, 20 September 2020.
46
Interview: Author with Cephas Chambuta, 20 September 2020. 47
Interview: Author with Phineas Chitsange, 48 years old, Velemu Village, Zimbabwe,
23 October 2020.
48
Interview: Author with James Chitsange, 1 October 2020.
49
Interview: Author with Lucas Velemu, 70 years old, Traditional healer/ Spirit medium,
Changoma Village, Zimbabwe, 19 October 2020.
50
Interview: Author with John Dzingai, 26 September 2020.
51
FG McNeill, Aids, politics, and music in South Africa (Cambridge: Cambridge University
Press, 2011).
52
A Ashforth, “An epidemic of witchcraft? The implications of aids for the post-Apartheid state”,
African Studies 61 (1), 2002. 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE The influx overwhelmed the available resources. In addition, the
multi-ethnic composition of the refugees meant that they were different people
coming from different areas with different understandings of sanitation and
hygiene. Amongst them were the Nyungwe, Barwe, Shangani, Sena, and
Ndau. They were given soap but generally lacked sanitation practices.45 Some
would not bathe or wash their clothes and dishes. Men particularly spent
several days and nights going to beer parties within the camp and outside.46
These interviews highlight how difficult it was to achieve satisfactory sanitary
conditions in the camp. Access to water, soap and other amenities did not
guarantee the adoption of sanitary measures in the Chambuta camp. Personal observation shows that the pit toilets in the camp were too
close to the houses. Therefore, coupled with overcrowding, occasional water
shortages and incessant heat, disease transmission was difficult to contain. Velemu villagers argue that the “cholera” outbreak spread to their village due
to close interaction with the refugees and killed many people, Mr Mawewe suffered from cholera, so did Rabhi, as well as the old man Mamombe. Peter and three more people got sick and were saved by the clinic. They had
diarrhoea with blood. People in Base 1, particularly when they first settled, did not like
using toilets. They used the bush, and as the camp expanded, there was a lot of dirt Manamere / Making and Unmaking Bonds Manamere / Making and Unmaking Bonds 45 and that led to diseases. The refugees were unhygienic; there was poor sanitation in
the camp. We got to a point where we felt that it was better for the refugees to go back
or be relocated elsewhere. In 1994 they were repatriated to Mozambique. We were
happy that they went back, said Phineas Chitsange.47 and that led to diseases. The refugees were unhygienic; there was poor sanitation in
the camp. We got to a point where we felt that it was better for the refugees to go back
or be relocated elsewhere. In 1994 they were repatriated to Mozambique. We were
happy that they went back, said Phineas Chitsange.47 Local residents believe that the food and beer they shared and exchanged
with refugees were contaminated. They claim that initially, they thought
this was a natural disease but later realised that this outbreak was a result
of overcrowding. 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE “We even suspect that it came with some of the refugees
who were coming from Tongogara and found favourable conditions in the
overcrowded camp conditions and through interaction, the disease spread
to local villages. Our people died as a result. We had never experienced
diarrheal outbreaks before”, said James Chitsange of Velemu village.48
“Although the refugees were repatriated their cholera remained” Lucas
Velemu lamented.49 In 1993, a diarrheal blood outbreak killed several people
in Velemu and Makosiya villages, with between 16 to 20 people dying in
Velemu alone. Official reports claim that it was enterohemorrhagic e.coli,
a different type of diarrheal disease imported from South Africa by labour
migrants.50 Although there were no cases among refugees, Velemu villagers
link it to the 1992 diarrheal disease outbreaks in the camp. p
The second alternative explanation emanating from Velemu village
is that the disease outbreak was a punishment from their ancestors, who
were angry over the Zimbabwean government’s failure to consult the correct
traditional leadership, the instant displacement of locals from the campsite
without compensation and the destruction of ancestral shrines during camp
establishment. These ideas are not unique to the Shangani of southeastern
Zimbabwe. Fraser McNeill demonstrates how biomedical understandings of
AIDS have either been rejected or incorporated into local understandings
of health, illness and death by the Venda of South Africa.51 Adam Ashforth
observes similar ideas on how AIDS is associated with witchcraft and is
framed as a “sent disease” in South Africa.52 These alternative causal
explanations of disease are informed by a religious conviction that, SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 46 There exists an invisible world, distinct but not separate from the visible world, that
is inhabited by spiritual beings with which they can communicate and which they
perceive to have an influence on their daily lives. This ‘spirit idiom’ governs relations
both of one person to another, or of one person to a community, but also of people
to the land.53 Therefore, similar to other regions of the world, religion has a marked
influence on authority and legitimacy in African societies and as Stephen
Ellis and Gerri ter Haar argue, African epistemologies should be incorporated
into our understanding of contemporary Africa.54 Spirituality particularly is an
important framework for constructing meanings around the disease. 53
S Ellis and G Ter Haar, “Religion and politics: Taking African epistemologies seriously”, The
Journal of Modern African Studies 45 (3), 2007, p. 387.
54
Ellis and Ter Haar, “Religion and politics”, p. 387.
55
F Martineau et al., “Epistemologies of Ebola: Reflections on the experiences of the Ebola
response anthropology platform”, Anthropological Quarterly 90 (2), 2017. S Ellis and G Ter Haar, “Religion and politics: Taking African epistemologies seriously”, The
Journal of Modern African Studies 45 (3), 2007, p. 387. 54
Ellis and Ter Haar, Religion and politics , p. 387.
55
F Martineau et al., “Epistemologies of Ebola: Reflections on the experiences of the Ebola
response anthropology platform”, Anthropological Quarterly 90 (2), 2017. ( ),
, p
54
Ellis and Ter Haar, “Religion and politics”, p. 387. 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE In this
article, I argue that these perspectives are fundamental in determining the
successful integration of refugees and hosts. I show how these alternative
views, attitudes and perceptions have a long-term impact on relations and
peacebuilding between the two groups. Despite the mutual relationship that characterised the interaction
between the hosts and the refugees, there remained simmering unexpressed
grievances among members of displaced families in Velemu village. Nearly
three decades after the disease outbreak, the blame lingers long after the
refugees left. Velemu villagers blame recent spates of drought on refugee
presence and argue that even the dead should have been repatriated. They
claim that their ancestors withheld the gift of rain because of the burial of
refugees on their land. The anger and hate towards refugees that is revealed
in these narratives developed after the disease outbreak, as interviews reveal
that during the initial stages of camp set-up, the host community interacted
positively with the refugees.l Reflecting on the Ebola interventions in West Africa, Fred Martineau
et al. emphasise the centrality of local knowledge, of direct and immediate
engagement with local actors and their diverse perspectives.55 Livison
Chikutu, the current Velemu village head, asserts that the land upon which
the refugee camp was built belongs to the Velemu/ Chitsange people, not
Chambuta. Chambuta is under chief Masuamele; the Camp is under chief
Chilonga. However, when government officials came for consultation, they
ended up in Chambuta’s area of jurisdiction. They told people in Chambuta
about the plans to set up a refugee camp. The Chambuta village head
showed them a piece of land between Chambuta and Velemu villages. Although sparsely populated, the land was inhabited by ten Chitsange Manamere / Making and Unmaking Bonds 47 families, who were not consulted about the refugee camp and were forced
out of the designated camp area. “The displaced families lost many of their
possessions. They were removed immediately without prior notice so many of
them lost livestock, their houses and farming areas”.56 The ten families include
Dubula, Bhawa, Manyonga, Mahata, Dumazi, Gara, Ndendereka, Mhame,
Chioko and Kunyarara. Families like Kunyarara, Dubula and Bhawa lost farms
and had to look for other fields. The government did not compensate them. In contrast to displaced families, those from Chambuta village
constituted the majority of the camp workers. 56
Interview: Author with Livison Chikutu, 4 October 2020.
57
Interview: Author with Livison Chikutu, 4 October 2020.
58
Interview: Author with Livison Chikutu, 4 October 2020.
59
Interview: Author with Livison Chikutu, 4 October 2020.
60
Interview: Author with Livison Chikutu, 4 October 2020. 61
Interview: Author with Livison Chikutu, 4 October 2020.
62
Interview: Author with James Chitsange, 1 October 2020.
63
Interview: Author with James Chitsange, 1 October 2020.
64
Interview: Author with James Chitsange, 1 October 2020. 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE During camp construction, when
the organisations that were serving the camp recruited local people for camp
construction, they employed from the Chambuta area, Former refugee camp staff, for instance Galela and Madomba, were from Chambuta
and gave information to the surveyors and the organisations who came to assist the
refugees. They were employed in siting, camp construction, the building of camp
infrastructure, toilets, and registration of refugees.57 The Chambuta village head misinformed the government and its partners
about that area because he was not the owner of that land.58 The government
consulted the wrong people, people who did not only own the land but who
were not going to be directly affected by the camp settlement. That is how the
camp came to be known as Chambuta.59 Livison Chikutu argues that prior to
camp establishment, the Velemu village was inaccessible, while Chambuta
village is located along the main road. Therefore, government officials decided
to consult the Chambuta instead of moving further to other villages. When they saw how bushy it was, they assumed that it was unoccupied, yet several
families were settled there [...] Our forefathers settled there in 1963; that place was
sacred; it had shrines. That is why it was left as a bushy area with very few settlements
on its outskirts.60 Chikutu claims that the refugees experienced a few challenges when they
were setting up the camp but did not know that it was because they had
violated the place as a result of misinformation or lack of it. After the camp was set up, people got sick, there were disease outbreaks, and healers
and diviners from Mozambique said the diseases and deaths were caused by angry
ancestral spirits. Chief Masuamele was consulted, and he held a ritual ceremony, but 56
Interview: Author with Livison Chikutu, 4 October 2020. 57
Interview: Author with Livison Chikutu, 4 October 2020. 58
Interview: Author with Livison Chikutu, 4 October 2020. 59
Interview: Author with Livison Chikutu, 4 October 2020. 60
Interview: Author with Livison Chikutu, 4 October 2020. SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 48 there was no change. The Mozambican traditional leaders said this place does not
belong to Masuamele; it belongs to Chilonga. The people who are holding rituals are
not the owners of this land, meaning Masuamele, who was not in any way connected
to the ancestors. 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE To end the disease and deaths, the diviners recommended an
ancestral appeasement ceremony led by Chilonga. Chief Chilonga came and held the
ritual ceremony, and the situation improved. The ancestors were not happy over the
name given to the camp. Names are very important in our culture; if you give a family
name to a child who does not belong to your lineage, you would have given him spirits
that do not belong to him, and things will go wrong for him. He will know no peace.61 Other Velemu villagers, for instance James Chitsange, insist that even the
dead should have been repatriated.62 The blame remains long after the
refugees returned to Mozambique. He claims that before the refugees arrived,
there was enough grazing land, and they even had excess subsistence, but
after 1992 there have been continued droughts, and pastures have dried up. Although locals identify the environmental destruction caused by refugees in
the area, for instance the burning down of trees which also burnt grass and
affected pastures, they argue that the recurrent droughts are not a result of
climate change only. According to J Chitsange, Deforestation affected local sacred shrines, which are normally bushy areas. The refugees’ graves, their dead bodies are also a problem. The spirits of the
dead refugees cause continued periods of drought because they were people
from different places, they are too mixed, and it is difficult to appease them or to
repatriate their spirits. We cannot go to their gravesite because we did not know
these people. Some of the graves are now open, and skeletons exposed. Those
graves are a big problem.63 Moreover, among the refugees were the Barwe, an ethnic group that hosts
from both villages believed to be cannibals. The Barwe embalmed their
dead, and the locals believe they ate them.64 Embalming a dead body is
not acceptable among the Shangani and is associated with the ancestors’
punishment of withholding rain. From the above perspectives, it is clear that the Velemu villagers
strongly subscribe to the idea that the disease outbreak was a curse from
their ancestors over the loss of land and the presence of cannibals/witches in
their village. The plausibility of this perspective is unimportant. 4.
UNMAKING BONDS: POOR SANITATION, DISEASE
OUTBREAKS AS A CURSE It could as well
be possible that the disease outbreak provided the Velemu villagers with the 49 Manamere / Making and Unmaking Bonds opportunity to bring to the fore their simmering grievances on displacement
and loss of land and an explanation drawn from their ancestral relationship
with the land seemed appealing. Nonetheless, it is important to acknowledge
that these alternative explanations of the disease have the power to influence
long-term negative attitudes towards refugees. 5.
CONCLUSION Drawing from interviews, I examined the diverse attitudes and perspectives of
the Chambuta and Velemu villagers on the disease outbreak that killed nearly
200 Mozambicans at Chambuta refugee camp in southeastern Zimbabwe in
August 1992. Often, local voices are overshadowed by official perspectives
from government officials and non-governmental organisations. In cases
where hosts have been included in the literature, they are presented as a
homogenous group with similar opinions and attitudes towards refugees. In
this article, I emphasised the pertinent need to consider the diverse voices
of hosts in humanitarianism studies and policy formulations. Engaging local
voices allow us to disaggregate host communities and understand variations
in the relationships between hosts and those in need of assistance, as well as
formulate context-specific strategies that encourage social cohesion. Governments and organisations involved in refugee settlement adopt
several measures to ensure peaceful coexistence between the refugees
and their host communities, particularly settling refugees in “uninhabited” or
sparsely populated areas as well as ensuring that both populations benefit
from the different services available. The provision of shared facilities
in healthcare and education, particularly as in the Chambuta case, has
encouraged mutual relationships between the refugees and their hosts, who,
in most cases, had no access to quality education and healthcare prior to the
arrival of refugees. However, the occurrence of epidemic disease in camps
often disrupts this peaceful coexistence and leads to “othering”. Stigma,
blame and hate take centre stage as host communities perceive refugees as
bringing diseases and other misfortunes to them. By paying attention to how the host community understand disease
outbreaks in the Chambuta refugee camp, this article shows that although the
community appeared undifferentiated and established mutual relations with
the refugees before the disease outbreak, this was far from the case. Prior to
camp establishment, the host community was differentiated along clan lines,
each clan having access and jurisdiction over their own lands which were
divided by a stream. The establishment of the refugee camp widened these
divisions when the Chambuta village head allocated land that belonged to
Velemu village to the camp without consultation. The Velemu village lost a SJCH 47(2) | December | 2022 SJCH 47(2) | December | 2022 50 piece of their land which they used as grazing land, and ancestral shrines,
whilst Chambuta villagers benefited from jobs and recognition. 5.
CONCLUSION Consequently,
the host community was further divided along socio-economic lines to the
extent that when the disease outbreak occurred, those from Velemu village
largely blamed refugee presence on their land. This highlights the importance
of recognising the politics of host communities. Government authorities
treated the local community as one harmonious unit without internal divisions
or political cleavages. Receiving governments and local authorities should
widely consult local traditional leadership to ensure that refugee camps are
not established on disputed land. Whilst it is difficult to find ‘”uninhabited land”,
it is important to understand how land is allocated and used at a local level
before embarking on large-scale projects leading to internal displacements. The internal displacement of locals, no matter how few the affected people
are, encourages discontent among refugee hosts. In the Chambuta case,
displaced families argue that they did not have time to communicate with
their ancestors, and their link with the ancestors was broken as shrines and
ancestral graves were destroyed, and this led to disease outbreaks and
low rainfall. Moreover, the spiritual explanations of disease that the Velemu villagers
subscribe to point to the need for governments and partnering organisations to
identify strategies that deal with alternative explanations of biomedical causes
of disease. Such strategies may include public health awareness programmes
among host communities before and after refugee settlement. Ensuring
that hosts access clinics in refugee camps, as happened at Chambuta, is
important but limits health interventions to curative medicine, yet there is a
need to educate local communities about the possibilities of communicable
disease epidemics among refugees. This may allay several etiological
explanations, blame and stigma that threaten peacebuilding between the
two communities. Wider consultation with host communities as well as public
health and climate change awareness programmes, are important in ensuring
a peaceful co-existence between refugees and their host communities.
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Effects of the Positive Allosteric Modulator of Metabotropic Glutamate Receptor 5, VU-29, on Impairment of Novel Object Recognition Induced by Acute Ethanol and Ethanol Withdrawal in Rats
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* Jolanta H. Kotlinska
jolanta.kotlinska@umlub.pl Abstract Glutamate is essential for learning and memory processes, and acute and chronic exposures to ethanol (or protracted abstinence)
alter glutamatergic transmission. In the current study, we investigated the effects of VU-29, positive allosteric modulator of
metabotropic glutamate 5 (mGlu5) receptor, on the acute ethanol- and ethanol withdrawal-induced impairment of novel object
recognition (NOR) task in rats. The influence of VU-29 (30 mg/kg) on memory retrieval was measured (a) at 4-h delay after acute
ethanol administration, as well as (b) after acute withdrawal (24 and 48 h) of repeated (2.0 g/kg, once daily for 7 days) ethanol
administration. Additionally, the effects of VU-29 on expression of mGlu5 and mGlu2 receptor proteins in the hippocampus,
prefrontal cortex, and striatum were determined 48 h after ethanol withdrawal. Our results indicated that VU-29, given before
acute ethanol administration, prevented the ethanol-induced impairments in spatial memory retrieval. Furthermore, VU-29 given
before the testing session on the first day of abstinence facilitated NOR performance in ethanol-withdrawn rats at 4- and 24-h
delay after administration. Our ELISA results show that VU-29 normalized ethanol withdrawal induced increase in expression of
mGlu5 receptor protein in the hippocampus, prefrontal cortex, and striatum, as well as expression of mGlu2 receptor protein in
the hippocampus. Thus, results from our study indicate that positive modulation of mGlu5 receptor prevented and reversed
ethanol-induced memory impairment. Moreover, mGlu5 (hippocampus, prefrontal cortex, and striatum) and mGlu2
(hippocampus) receptors play an important role in the ethanol-induced recognition memory impairment induced by ethanol
withdrawal. Keywords Ethanol . VU-29 . mGlu5 receptor . Novel object recognition Effects of the Positive Allosteric Modulator of Metabotropic Glutamate
Receptor 5, VU-29, on Impairment of Novel Object Recognition Induced
by Acute Ethanol and Ethanol Withdrawal in Rats Marta Marszalek-Grabska1 & Ewa Gibula-Bruzda1 & Anna Bodzon-Kulakowska2 & Piotr Suder2 & Kinga Gawel1,3 &
Joanna Filarowska1 & Joanna Listos1 & Wojciech Danysz4 & Jolanta H. Kotlinska1 Marta Marszalek-Grabska1 & Ewa Gibula-Bruzda1 & Anna Bodzon-Kulakowska2 & Piotr Suder2 & Kinga Gawel1,3 &
Joanna Filarowska1 & Joanna Listos1 & Wojciech Danysz4 & Jolanta H. Kotlinska1 Received: 8 May 2017 /Revised: 15 December 2017 /Accepted: 18 December 2017 /Published online: 2 January 2018
# The Author(s) 2017. This article is an open access publication Neurotoxicity Research (2018) 33:607–620
https://doi.org/10.1007/s12640-017-9857-z Neurotoxicity Research (2018) 33:607–620
https://doi.org/10.1007/s12640-017-9857-z ORIGINAL ARTICLE 1
Department of Pharmacology and Pharmacodynamics, Medical
University, Chodzki 4A, 20-093 Lublin, Poland 2
Department of Biochemistry and Neurobiology, AGH University of
Science and Technology, Krakow, Poland 4
Merz Pharmaceuticals GmbH, Frankfurt am Main, Germany jolanta.kotlinska@umlub.pl
1
Department of Pharmacology and Pharmacodynamics, Medical
University, Chodzki 4A, 20-093 Lublin, Poland
2
Department of Biochemistry and Neurobiology, AGH University of
Science and Technology, Krakow, Poland
3
Department of Experimental and Clinical Pharmacology, Medical
University, Lublin, Poland
4
Merz Pharmaceuticals GmbH, Frankfurt am Main, Germany Introduction et al. 2004; Schweizer et al. 2006; Friedman et al. 2011)
lead to a broad spectrum of cognitive deficits in humans. In
animal studies, ethanol preferentially impairs a variety of
hippocampal-dependent spatial memory tasks (Givens
et al. 2000; Miki et al. 2000; White and Best 2000;
Matthews and Morrow 2000; Chin et al. 2011; Gawel
et al. 2016); although, it has also an impairing effect on
spatial and non-spatial working memory (Santin et al. 2000; Ryabinin et al. 2002; Silvers et al. 2003; Berry and
Matthews 2004) and on object recognition tasks which
require non-spatial recognition memory (Brooks et al. 2002; Garcia-Moreno et al. 2002; Garcia-Moreno and
Cimadevilla 2012; Yu et al. 2013; Zhao et al. 2013). Acute ethanol intoxication (Ryabinin 1998; White et al. 2000) and long-term ethanol consumption (Meyerhoff Recognition memory is the ability to recognize previously
encountered events, objects, or people, and this memory de-
pends on the integrity of the medial temporal lobe regions Neurotox Res (2018) 33:607–620 608 (Squire et al. 2007), which include the hippocampus and
perirhinal cortex (Squire and Zola-Morgan 1991). As demon-
strated before (Crews et al. 2004), these brain structures are
very susceptible to ethanol-induced neurodegeneration. The
perirhinal cortex is a crucial region for recognition memory
performance (Brown et al. 1987; Zhu et al. 1995; Brown and
Xiang 1998), but the role of the hippocampus in object recog-
nition is still under debate (Mumby et al. 2002; Langston and
Wood 2010; Clark et al. 2000; Broadbent et al. 2009; Cohen
et al. 2013; Yi et al. 2016). Also, it has been indicated that
some forms of recognition memory recruit the medial prefron-
tal cortex (Bekinschtein and Weisstaub 2014; Morici et al. 2015) that is associated with successful retrieval of the object
recognition task (Bekinschtein and Weisstaub 2014; Morici
et al. 2015). retrieval such as the prefrontal cortex (Rugg et al. 2003;
Bekinschtein and Weisstaub 2014; Morici et al. 2015), stria-
tum (Scimeca and Badre 2012), and hippocampus (Clark et al. 2000; Broadbent et al. 2009; Cohen et al. 2013; Yi et al. 2016). Furthermore, we evaluated the influence of VU-29 pre-treat-
ment on ethanol-induced changes in mGlu5 and mGlu2 recep-
tor protein expressions in these brain structures after 2 days of
withdrawal from repeated ethanol treatment. Also, we per-
formed a study to exclude the effects of acute ethanol intoxi-
cation (locomotor effects) and ethanol withdrawal (anxiety)
on the obtained results. Materials and Methods It has been recently reported that metabotropic glutamate
subtype 5 (mGlu5) receptor-dependent signaling, preferential-
ly in limbic structures, is involved in cognition (e.g. memory
and learning), novelty seeking behavior, and compulsivity. These factors are core personality traits increasing the suscep-
tibility to drug addiction (Leurquin-Sterk et al. 2015). Indeed,
it has been indicated the mGlu5 receptors are involved in
nicotine addiction in humans (Akkus et al. 2012, 2016). Furthermore, preclinical researches suggest the important role
of this receptor in ethanol drinking (Cozzoli et al. 2009, 2012;
Besheer et al. 2010; Sinclair et al. 2012) and in the memory
formation responsible for the chronic relapsing nature of alco-
hol abuse (Obara et al. 2009). Therefore, this receptor is a
candidate target for the treatment of addictive disorders
(Mihov and Hasler 2016). Introduction The data we obtain could, therefore,
have therapeutic implications for alcohol addiction. Animals Male naïve Wistar rats (HZL, Warsaw, Poland) weighing 200–
250 g at the initiation of the experimental procedure (age of 8–
9 weeks) were used in our experiments. A total of 136 animals
(8–10/group) were used in our study. The rats were housed
four per cage with a standard diet (Agropol, Motycz, Poland)
and water ad libitum. They were kept under 12-h light/dark
cycle and controlled temperature (22 ± 2 °C). The rats were
adapted to the laboratory conditions for at least 1 week before
the experiments and were handled twice daily for 5 days be-
fore the beginning of the tests. All behavioral studies were
performed between 9:00 a.m. and 5:00 p.m. The experimental
protocols and housing conditions were performed according
to the National Institute of Health Guidelines for the Care and
Use of Laboratory Animals, the European Community
Council Directive of November 2010 for Care and Use of
Laboratory Animals (Directive 2010/63/EU), and were ap-
proved by the Local Ethics Committee. In the present study, we examined the influence of the
mGlu5 receptor-positive allosteric modulator, VU-29, on
ethanol-induced impairment of recognition, in rats, using the
novel object recognition (NOR) test. Thus, in experiment 1,
we examined whether VU-29 given before the test was able to
prevent the ethanol-induced impairment of the recognition
memory. Thus, we first selected the ethanol dose that induced
memory, but not motor impairment. Next, we used this dose in
combination with VU-29 to indicate the influence of this com-
pound on memory retrieval impaired by acute ethanol
administration. Elevated Plus Maze Test The NOR test was based on methods described previously
(Reichel et al. 2011; Gomez et al. 2013) with modification
of testing time (Davis et al. 2010). Shortly, the animals were
handled twice daily for the week preceding testing. The test
was carried out in the same Plexiglas square box (63 cm
long × 44.5 cm high × 44 cm wide) in a dimly lit (30 ± 5 lx)
testing room. All rats were given two 3-min sessions (a train-
ing session and a testing session). During the training session
(the first session, T1A, familiarization phase), the rats ex-
plored two identical objects (A1 and A2). After a 4 h interval,
during the testing session (T1B) (short-term memory), rats
were allowed to explore one familiar object (A2) from the first
session and a novel object (B) that was different enough in
shape to be distinguished (Davis et al. 2010; Gomez et al. 2013). The objects were made of glass, plastic, and wood
and were chosen after determining, in preliminary experi-
ments with other animals, that they were equally preferred. Shapes, colors, and textures were different among these ob-
jects. Exploration of the objects was defined as sniffing or
touching with the nose towards the object at a distance of less
than 1 cm; however, sitting on the object was not considered
exploration (Clark et al. 2000). After 24-h delay (long-term
memory), the same rats underwent the second memory test
without further drug treatment (Davis et al. 2010; Gomez
et al. 2013; Reichel et al. 2011). In each test session, the rats
were placed back in the box with one familiar and one novel
object (C) and allowed to explore freely for a total of 3 min. Object placement was counterbalanced within each group in
order to avoid any bias due to a preference that rats may have
for a given object or its position in the box. The box and the
objects were cleaned with 10% ethanol solution between each
trial to remove traces of odor. A discrimination index (DI) was
calculated, this being the ability to discriminate the novel from
the familiar object: (novel object (s)/novel object (s) + familiar The elevated plus maze test (EPM test) was designed to test
general anxiety levels in animal models (Pellow et al. 1985). The EPM apparatus was made of wood and positioned on a
height of 50 cm above the floor. Elevated Plus Maze Test Two opposite arms were open
(50 × 10 cm), and the other two were walled-off (50 × 10 ×
25 cm). The experiment was carried out in a quiet room with
constant light of 100 lx. Rats were tested on the EPM 24 h
after the last ethanol administration (2.0 g/kg, 20% w/v, i.g., 1
for 7 days). The EPM experiment was performed by placing
the rat in the center of the plus maze facing an open arm, after
which the number of entries and time spent in the open arms
were recorded for a period of 5 min. An Barm entry^ was
recorded when the rat entered the arm with all four paws into
the arm. The open arms activity was quantified as follows: (A)
the number of entries into the open arms as a percentage of the
total number of entries into both open and closed arms and (B)
the time spent in the open arms as a percent of the total time
spent on exploring both the open and closed arms. Locomotor
activity of rats (C) was measured as the total number of entries
into the closed and open arms of the plus-maze apparatus. The
EPM test was conducted 24 h after the last repeated ethanol
administration—not only to test for anxiety, but also to test for
any possible withdrawal effects of alcohol. Published data
suggest that the NOR task conducted immediately after the
EPM had no effect on rat performance (Gomez et al. 2013). Locomotor Activity Test To exclude locomotor activity influence on NOR results, the
locomotor activity of individual rats was recorded using a
photocell apparatus (Porfex, Bialystok, Poland). The animals
were individually placed in Plexiglas boxes (square cages,
60 cm each side), in a sound-attenuated experimental room,
under moderate illumination (5 lx). Ambulatory activity (dis-
tance traveled) was measured for 15 min by two rows of the
infrared light-sensitive photocells located along the long axis,
45 and 100 mm above the floor. Locomotor activity test was
conducted after acute ethanol (1.5, 1.75, 2.0 g/kg, i.p.)
administration. Drugs This compound is a highly
selective positive allosteric modulator of mGlu5 over mGlu1
and mGlu2 receptors (de Paulis et al. 2006) with promoting
effect on hippocampal synaptic plasticity (Ayala et al. 2009). Drugs For acute injection, ethanol (95%, w/v) was diluted in saline
(0.9% NaCl) to a concentration of 10% (w/v) and administered
intraperitoneally (i.p.) 30 min prior to testing in three doses
(1.5, 1.75, and 2.0 g/kg). This time of ethanol administration
was selected (taking into account published data and our pre-
liminary experiments) because peak blood ethanol expression
following systemic injection of ethanol is obtained 20–45 min
post injection, and doses of 1.5 and 2.0 g/kg ethanol
corresponded to blood ethanol levels of ~ 125 mg% (Givens
and Breese 1990) and of ~ 205 mg% (Devenport et al. 1989),
respectively. For repeated administration, ethanol (95%, w/v)
was diluted in saline to a concentration of 20% (w/v) and
administered intragastrically (i.g.) (preferred route of chronic
drug administration) at the dose of 2.0 g/kg (Gomez et al. 2013). Previous study has shown that this ethanol dose In a second experiment, we evaluated the influence of VU-
29 on ethanol-induced memory retrieval impairment during
the first 24- and 48-h of ethanol withdrawal. Group II mGlu
(mGlu2/3) receptors in combination with the mGlu5 receptor
and the N-methyl-D-aspartate (NMDA) receptor are important
for recognition memory (Cho et al. 2000), and among the
group II mGlu receptors, the mGlu2 receptor particularly
plays an essential role in ethanol dependence and relapse
(Meinhardt et al. 2013). Thus, we assessed the effect of etha-
nol withdrawal on potential changes in mGlu (mGlu5 and
mGlu2) receptor protein expression after day 2 and day 7 of
ethanol abstinence in brain areas important for memory Neurotox Res (2018) 33:607–620 609 object (s) × 100%). Thus, an index > 50% indicates novel ob-
ject preference, < 50%—familiar object preference, and
50%—no preference (Hammond et al. 2004). corresponds to blood ethanol levels of ~ 160 mg% (Gomez
et al. 2013). Control rats received saline instead of ethanol. All
rats were gavaged with ethanol or saline at the same time
every day (8.00). For both routes of ethanol administration
(i.p. and i.g.), injection volumes were 1 ml per 200 g body
weight. The mGlu5 receptor-positive allosteric modulator
N-(1,3-diphenyl-1H-pyrazolo-5-yl)-4-nitrobenzamide (VU-
29) (Chen et al. 2008) (synthesized at Merz Pharmaceuticals
GmbH, Frankfurt am Main, Germany) was dissolved in a
vehicle consisting of 10% Tween-80 (Sigma) in saline and
given at the dose of 30 mg/kg, i.p., in a value of 1 ml/kg,
90 min before test (I. Belozertseva, personal communication,
as well as our preliminary study). Brain Dissection and Tissue Preparation A separate group of rats was sacrificed by decapitation on day
2 or 7 of ethanol abstinence, and the brains were removed. The
prefrontal cortex, hippocampus, and striatum were immediate-
ly dissected, and all samples were stored in a liquid nitrogen
tissue bank (LS750, Taylor-Wharton, USA) until analyses. 610 Neurotox Res (2018) 33:607–620 of 1.75 g/kg), and a T1B session was conducted accord-
ing to the procedure described above (see Fig. 1a). An
observer naive to the experimental conditions manually
scored behavior. Next, the samples were mixed with 500 μl of cold phosphate
buffered saline and homogenized on ice using a mechanical
homogenizer (BioGen PRO200, PRO Scientific, Oxford,
USA). Tip speed was set to ca. 15,000 rpm for 5 s. The sam-
ples were then frozen/defrozen twice to destroy remaining cell
conglomerates and, subsequently, centrifuged (+ 4 °C, 15 min,
4500×g, centrifuge model 5804R, Eppendorf AG, Germany). To estimate protein content in supernatants, all samples were
measured colorimetrically with the aid of the Bradford
method. Experiment 2. The influence of VU-29 on NOR memory
impaired by repeated ethanol administration in NOR test
after 4- and 24-h delay: mGlu5 receptor and mGlu2 re-
ceptor expressions in the cortex, hippocampus, and
striatum The mGlu2 and mGlu5 receptor protein expressions were
measured using ELISA kits: for mGlu2 receptor—kit number
E02M0093 (receptor’s standard concentration range from 0.5
to 10 ng/ml) and for mGlu5 receptor—kit number E02M0097
(receptor’s standard concentration range from 0.5 to 10 ng/
ml), both from BlueGene Biotech Corp., Shanghai, China. Measurement was done using an ELISA spectrophotometric
reader: SpectrostarNano (BMG Labtech, UK), according to
the manufacturer’s protocols. After 5 days of habituation to the NOR apparatus, the rats
(cohort 2) received ethanol (20% w/v) once daily at the dose of
2.0 g/kg, i.g., for 7 days (Gomez et al. 2013). Next, during the
training session (T2A), the rats explored two identical objects
for 3 min (day 1 abstinence), and the first memory testing
session (T2B) was conducted after a 4-h delay, by allowing
the rats to explore an object from the training session, as well
as a novel object, for 3 min. After 24-h delay (day 2 absti-
nence), the second memory testing session (T2C) was con-
ducted (performed 4-h follow the first training session). In
this, the rats were given the familiar object and a different
novel object. Brain Dissection and Tissue Preparation VU-29 was injected at the dose of 30 mg/kg,
i.p., 90 min prior to the first testing session (T2B), on the first
day of ethanol abstinence. Subsequently, the groups of rats
(N = 8–9) were rapidly decapitated and their brains were re-
moved on the second day of abstinence (after T2C session) Experimental Procedure Experiment 1. The influence of acute ethanol administra-
tion on NOR memory after 4-h delay and locomotor ac-
tivity in rats. The effect of VU-29 on ethanol-induced
memory impairment After acclimation to the environment, rats (cohort 1)
were habituated to the NOR apparatus for 5 days
(Gomez et al. 2013). On day 1, rats were exposed to
the testing apparatus for 5 min/session (no object). From days 2–5, once a day for 5 min per session/day,
the animals were habituated to the testing apparatus
which contained two selected objects (these objects were
not used in the following test trials). Next, 24 h after the
last session of habituation, the test session for examining
object memory was given. This test was based on two 3-
min sessions: a training session (T1A) and a testing ses-
sion (T1B), separated by 4-h delay. Before the testing
session, the rats received either acute ethanol administra-
tion (10% w/v) at the dose of 1.5, 1.75, and 2.0 g/kg, i.p. or saline, 30 min prior the trial. Immediately after the
NOR test, the influence of ethanol (1.5–2.0 g/kg, i.p.)
on locomotor activity (locomotor activity cages) was
assessed. This was done to exclude the influence of the
ethanol doses on locomotor disturbances so as to exclude
nonspecific effects in the memory task. On the basis of
this experiment, the dose of ethanol of 1.75 g/kg was
selected to determine the effect of mGlu5 receptor-
positive allosteric modulator, VU-29, on memory retriev-
al impaired by acute ethanol administration. Thus, the
rats received VU-29 (30 mg/kg, i.p.), 90 min prior to
the testing session (60 min prior to ethanol at the dose NOR II
VU-29
NOR I
T2C
T2A
T2A
T2B
DEC
EPM
EtOH
Administration
NOR
Habituation
D14
D13
D12
D6
D5
Cohort 2
D6
D5
EtOH/SAL
VU-29
T1A
T1B
NOR
NOR
Habituation
Cohort 1
D19
D12
D6
D5
Cohort 3
Acclimation
EtOH Administration
D1
D1
D1
DEC
Fig. 1 Timeline for experiment 1 (cohort 1) and experiment 2 (cohorts 2
and 3). Each tick mark represents 1 day. Longer tick marks represent the
beginning or ending of the experiment phase. D day, EtOH ethanol, SAL
saline, LOC locomotor activity, EPM elevated plus-maze, NOR novel
object recognition, DEC decapitation Cohort 1 NOR
Habituation Fig. 1 Timeline for experiment 1 (cohort 1) and experiment 2 (cohorts 2
and 3). Each tick mark represents 1 day. Results In the NOR test during the training session (T1), the subject
rats spent a similar period of time exploring two identical
objects. Statistical analysis showed no significant difference
in the exploration of the identical objects (A1 and A2) during
this phase, in any of the treatment groups (data not shown). However, the DI was significantly larger than 50% in saline
groups: (Fig. 2: t = 4.954, df = 9, P = 0.0003934856; Fig. 3:
t = 7.325, df = 9, P = 2.222113e−05; Fig. 4a: t = 3.094, df = 9,
P = 0.006423126; Fig. 4c: t = 2.185 df = 9, P = 0.02835527). This means that all saline groups successfully learned to dis-
criminate the novel object. This means that all saline groups successfully learned to dis-
criminate the novel object. Statistical Analysis The obtained results were analyzed using GraphPad Prism
version 5.00 for Windows, GraphPad Software, San Diego,
California, USA. Statistical significance of the data was
assessed by a one-way (one factor with four levels, corre-
sponding to four groups shown in Fig. 2: saline and three
(1.5, 1.75, and 2 g/kg) concentrations of ethanol) and two-
way (two factors in four possible combinations as shown in
Figs. 3 and 4: ethanol presence and VU-29 presence) analysis
of variance (ANOVA). Post-hoc comparisons were carried out
with the Tukey’s (for one-way ANOVA) or with the
Bonferroni’s (for two-way ANOVA) test. The Student’s t test
was used to analyze EPM data. The value of P < 0.05 was
considered statistically significant. Data were reported as
mean ± standard error of the mean (SEM) of 8–10 subjects
per group. 0
0
5
10
15
20
25
30
Total exploration time [s]
b SALINE
EtOH (1.5 g/kg)
EtOH (1.75 g/kg)
EtOH (2 g/kg)
0
5
10
15
20
25
30
***
Locomotor activity [m]
c Experimental Procedure Longer tick marks represent the
beginning or ending of the experiment phase. D day, EtOH ethanol, SAL
saline, LOC locomotor activity, EPM elevated plus-maze, NOR novel
object recognition, DEC decapitation Fig. 1 Timeline for experiment 1 (cohort 1) and experiment 2 (cohorts 2
and 3). Each tick mark represents 1 day. Longer tick marks represent the
beginning or ending of the experiment phase. D day, EtOH ethanol, SAL
saline, LOC locomotor activity, EPM elevated plus-maze, NOR novel
object recognition, DEC decapitation Neurotox Res (2018) 33:607–620 611 0
10
20
30
40
50
60
70
***
***
acute EtOH
***
Discrimination index [%]
0
5
10
15
20
25
30
Total exploration time [s]
SALINE
EtOH (1.5 g/kg)
EtOH (1.75 g/kg)
EtOH (2 g/kg)
0
5
10
15
20
25
30
***
Locomotor activity [m]
a
b
c
Fig. 2 The influence of acute ethanol administration on a memory
performance (expressed as a discrimination index) in the NOR test in
rats. b Total exploration time displayed by different groups of rats in
the NOR test, in T1B. c Locomotor activity. Ethanol was administered
at the dose of 1.5, 1.75, and 2.0 g/kg (10%, w/v, i.p.) 30 min before T2B. Each column represents the mean ± SEM (N = 9–10). ***P < 0.001 vs. vehicle group
611 0
10
20
30
40
50
60
70
***
***
acute EtOH
***
Discrimination index [%]
0
5
10
15
20
25
30
Total exploration time [s]
a
b 0
10
20
30
40
50
60
70
***
***
acute EtOH
***
Discrimination index [%]
a acute EtOH (see Fig. 1b). Furthermore, two additional groups (N = 8) of
rats (cohort 3) that received ethanol (20% w/v) once daily at
the dose of 2.0 g/kg, i.g., or saline for 7 days were decapitated
on the seventh day of abstinence (see Fig. 1c). After this, the
expressions of mGlu5 receptor and mGlu2 receptor in the
cortex, hippocampus, and striatum were established. a The Influence of VU-29 on the NOR Memory Deficits
in Rats Induced by Acute Ethanol Administration,
After a 4-h Delay Figure 3 shows the effect of VU-29 on DI impaired by
acute ethanol (1.75 g/kg) administration, after a 4-h reten-
tion delay. Two-way ANOVA revealed the first factor
(VU-29 vs. its absence) as statistically significant:
(F(1,34) = 40.38, P < 0.0001; N = 9–10/group) and the
second factor (ethanol vs. its absence) (F(1,34) = 55.56,
P < 0.0001), also with significant interaction between
these factors (F(1,34) = 3.29, P = 0.078). Post-hoc test
showed that acute ethanol administration (1.75 g/kg)
30 min before the testing session (T1B) decreased DI,
when compared to the saline-treated group (P < 0.001). Notably, VU-29 (30 mg/kg, i.p.) pre-treatment 60 min be-
fore ethanol decreased this deficit, as the VU-29/ethanol
group showed a significantly increased DI (P < 0.01)
when compared to ethanol group, as did the VU-29/saline
group (P < 0.01) (Fig. 3a). However, DI in the VU-29/
ethanol group was significantly (P < 0.0001) lower than
those of the control (saline) group. Analysis of the total
exploration times during T1B did not show a statistically
significant interaction between pre-treatment (F(1,34) =
0.68, P = 0.416), treatment (F(1,34) = 6.34, P = 0.017), or
pre-treatment × treatment interaction (F(1,34) = 0.60, P =
0.445) (Fig. 3b). In addition, no differences in locomotor
activity was observed between treated animals (pre-treat-
ment: F(1,34) = 0.07, P = 0.792; treatment: F(1,34) = 1.37,
P = 0.250; pretreatment × treatment interaction: F(1,34) =
0.24, P = 0.628) (Fig. 3c). 0
0
5
10
15
20
25
30
Total exploration time [s]
b VEHICLE
EtOH
VU-29 + EtOH
VU-29
0
5
10
15
20
25
30
Locomotor activity [m]
c The Influence of Acute Ethanol Administration
on NOR Memory After a 4-h Delay, in Rats 2c); there-
fore, the dose of 1.75 g/kg of ethanol was chosen for future
study. The Influence of Acute Ethanol Administration
on NOR Memory After a 4-h Delay, in Rats Fig. 2 The influence of acute ethanol administration on a memory
performance (expressed as a discrimination index) in the NOR test in
rats. b Total exploration time displayed by different groups of rats in
the NOR test, in T1B. c Locomotor activity. Ethanol was administered
at the dose of 1.5, 1.75, and 2.0 g/kg (10%, w/v, i.p.) 30 min before T2B. Each column represents the mean ± SEM (N = 9–10). ***P < 0.001 vs. vehicle group Figure 2 shows the effect of acute ethanol (1.5, 1.75, and
2.0 g/kg) administration before T1B on DI after a 4-h retention
delay. One-way ANOVA revealed a significant effect
(F(3,35) = 26.95, P < 0.001; N = 9–10/group) (Fig. 2a). Post-
hoc test showed that acute ethanol administration at all used
doses, 30 min before the testing session (T1B) impaired novel
object recognition (P < 0.001), as revealed by significantly
lower DI in ethanol groups relative to the saline group (Fig. 2a). Analysis of the total exploration times during T1B session
did not show a statistically significant differences between groups (F(3,35) = 2.512, P = 0.074) (Fig. 2b). However, one-
way ANOVA revealed significant differences in the locomo-
tor activity (F(3,35) = 9.349, P < 0.001) between group of
rats. Post-hoc test indicated that acute ethanol administration 0
10
20
30
40
50
60
70
##
***
acute EtOH
**
Discrimination index [%]
0
5
10
15
20
25
30
Total exploration time [s]
VEHICLE
EtOH
VU-29 + EtOH
VU-29
0
5
10
15
20
25
30
Locomotor activity [m]
a
b
c
Fig. 3 The influence of VU-29 on (a) memory performance (expressed as
a discrimination index) induced by acute ethanol administration in the
NOR test in rats. (b) Total exploration time displayed by different groups
of rats in the NOR test, in T2B. (c) Locomotor activity. Ethanol was
administered at the dose of 1.75 g/kg (10%, w/v, i.p.) 30 min before
T2B and VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min before
T2B. Each column represents the mean ± SEM (N = 9–10). **P < 0.01,
***P < 0.001 vs. vehicle group, ##P < 0.01 vs. ethanol-treated group
612 Neurotox Res (2018) 33:607–620 612 0
10
20
30
40
50
60
70
##
***
acute EtOH
**
Discrimination index [%]
a indicated only trend towards decreased locomotor activity
compared to that of the saline-treated group (Fig. The Influence of VU-29 on the NOR Memory Deficits
During Ethanol Abstinence in Rats, After a 4-
and a 24-h Delay Ethanol was administered at the
dose of 2.0 g/kg (20% w/v, i.g.)
for 7 days. VU-29 was injected at
the dose of 30 mg/kg, i.p., 90 min
before T2B on the first day (24 h)
of ethanol withdrawal. Each col-
umn represents the mean ± SEM
(N = 8–9). **P < 0.01, ***P <
0.001 vs. vehicle group,
##P < 0.01 vs. ethanol-withdrawal
group 48 h EtOH withdrawal
(24-h delay) 24 h EtOH withdrawal
(4-h delay) VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
b
d
s. vehicle group,
01 vs. ethanol-withdrawal as observed 48 h after cessation of ethanol treatment (24-h
delay) (Fig. 4c). In this set of experiments, analysis of the
total exploration times during T2C did not show a statis-
tically significant interaction between pre-treatment
(F(1,31) = 0.01, P = 0.934), treatment (F(1,31) = 0.00,
P = 0.994), or pre-treatment × treatment interaction
(F(1,31) = 0.05, P = 0.817) (Fig. 4d). 4a) but only exhibited tendency to increase the DI
(P > 0.05) in saline-treated rats. Furthermore, the DI in
the VU-29/ethanol group was not significantly different
from the saline group (P = 0.0819). Also, analysis of the
total exploration times during T2B did not show a statis-
tically significant interaction between pre-treatment
(F(1,31) = 1.25, P = 0.271), treatment (F(1,31) = 0.01,
P = 0.908), or pre-treatment × treatment interaction
(F(1,31) = 0.06, P = 0.812) (Fig. 4b). The Influence of VU-29 on the NOR Memory Deficits
During Ethanol Abstinence in Rats, After a 4-
and a 24-h Delay In this set of experiments, analysis of the
total exploration times during T2C did not show a statis-
tically significant interaction between pre-treatment
(F(1,31) = 0.01, P = 0.934), treatment (F(1,31) = 0.00,
P = 0.994), or pre-treatment × treatment interaction
(F(1,31) = 0.05, P = 0.817) (Fig. 4d). Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior
S
d
’
i di
d h
h
i
ifi
0
10
20
30
40
50
60
70
##
24 h EtOH withdrawal
(4-h delay)
***
SALINE
EtOH
Discrimination index [%]
0
10
20
30
40
50
60
70
48 h EtOH withdrawal
(24-h delay)
**
##
SALINE
EtOH
Discrimination index [%]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
a
c
b
d
Fig. 4 The influence of VU-29 on
memory performance (expressed
as a discrimination index) in-
duced by repeated ethanol ad-
ministration at (a) 24 and (c) 48 h
post-treatment in the NOR test in
rats. Total exploration time
displayed by different groups of
rats in the NOR test (b, d). Ethanol was administered at the
dose of 2.0 g/kg (20% w/v, i.g.)
for 7 days. VU-29 was injected at
the dose of 30 mg/kg, i.p., 90 min
before T2B on the first day (24 h)
of ethanol withdrawal. Each col-
umn represents the mean ± SEM
(N = 8–9). **P < 0.01, ***P <
0.001 vs. vehicle group,
##P < 0.01 vs. ethanol-withdrawal
group
Neurotox Res (2018) 33:607–620
613 Neurotox Res (2018) 33:607–620 613 0
10
20
30
40
50
60
70
##
24 h EtOH withdrawal
(4-h delay)
***
SALINE
EtOH
Discrimination index [%]
0
10
20
30
40
50
60
70
48 h EtOH withdrawal
(24-h delay)
**
##
SALINE
EtOH
Discrimination index [%]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
a
c
b
d
Fig. 4 The influence of VU-29 on
memory performance (expressed
as a discrimination index) in-
duced by repeated ethanol ad-
ministration at (a) 24 and (c) 48 h
post-treatment in the NOR test in
rats. Total exploration time
displayed by different groups of
rats in the NOR test (b, d). The Influence of VU-29 on the NOR Memory Deficits
During Ethanol Abstinence in Rats, After a 4-
and a 24-h Delay Ethanol was administered at the
dose of 2.0 g/kg (20% w/v, i.g.)
for 7 days. VU-29 was injected at
the dose of 30 mg/kg, i.p., 90 min
before T2B on the first day (24 h)
of ethanol withdrawal. Each col-
umn represents the mean ± SEM
(N = 8–9). **P < 0.01, ***P <
0.001 vs. vehicle group,
##P < 0.01 vs. ethanol-withdrawal
group 0
10
20
30
40
50
60
70
##
24 h EtOH withdrawal
(4-h delay)
***
SALINE
EtOH
Discrimination index [%]
0
10
20
30
40
50
60
70
48 h EtOH withdrawal
(24-h delay)
**
##
SALINE
EtOH
Discrimination index [%]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
VEHICLE
VEHICLE
VU-29
VU-29
0
5
10
15
20
25
30
Total exploration time [s]
a
c
b
d
Fig. 4 The influence of VU-29 on
memory performance (expressed
as a discrimination index) in-
duced by repeated ethanol ad-
ministration at (a) 24 and (c) 48 h
post-treatment in the NOR test in
rats. Total exploration time
displayed by different groups of
rats in the NOR test (b, d). Ethanol was administered at the
dose of 2.0 g/kg (20% w/v, i.g.)
for 7 days. VU-29 was injected at
the dose of 30 mg/kg, i.p., 90 min
before T2B on the first day (24 h)
of ethanol withdrawal. Each col-
umn represents the mean ± SEM
(N = 8–9). **P < 0.01, ***P <
0.001 vs. vehicle group,
##P < 0.01 vs. ethanol-withdrawal
group 0
10
20
30
40
50
60
70
##
24 h EtOH withdrawal
(4-h delay)
***
SALINE
EtOH
Discrimination index [%]
0
10
20
30
40
50
60
70
48 h EtOH withdrawal
(24-h delay)
**
##
SALINE
EtOH
Discrimination index [%]
a
c 0
10
20
30
40
50
60
70
48 h EtOH withdrawal
(24-h delay)
**
##
SALINE
EtOH
Discrimination index [%]
c 0
10
20
30
40
50
60
70
##
24 h EtOH withdrawal
(4-h delay)
***
SALINE
EtOH
Discrimination index [%]
a Fig. 4 The influence of VU-29 on
memory performance (expressed
as a discrimination index) in-
duced by repeated ethanol ad-
ministration at (a) 24 and (c) 48 h
post-treatment in the NOR test in
rats. Total exploration time
displayed by different groups of
rats in the NOR test (b, d). The Influence of VU-29 on the NOR Memory Deficits
During Ethanol Abstinence in Rats, After a 4-
and a 24-h Delay After 24 h of ethanol abstinence, during the testing ses-
sion (T2B) (after a 4-h retention delay), two-way ANOVA
indicated statistically significant differences between pre-
treatment (ethanol effect) (F(1,31) = 25.25, P < 0.0001;
N = 8–9/group), treatment (VU-29 effect) (F(1,31) = 8.38,
P = 0.007), and pre-treatment × treatment interaction
(F(1,31) = 4.75, P = 0.037). Post-hoc test showed that the
ethanol withdrawal rats discriminated worse the novel ob-
ject than did the saline-treated group (P < 0.001). Moreover, a single injection of VU-29 (30 mg/kg, i.p.)
90 min before the testing session (T2B) significantly in-
creased the DI in ethanol-treated animals (P < 0.01) (Fig. Fig. 3 The influence of VU-29 on (a) memory performance (expressed as
a discrimination index) induced by acute ethanol administration in the
NOR test in rats. (b) Total exploration time displayed by different groups
of rats in the NOR test, in T2B. (c) Locomotor activity. Ethanol was
administered at the dose of 1.75 g/kg (10%, w/v, i.p.) 30 min before
T2B and VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min before
T2B. Each column represents the mean ± SEM (N = 9–10). **P < 0.01,
***P < 0.001 vs. vehicle group, ##P < 0.01 vs. ethanol-treated group significantly decreased at the dose of 2.0 g/kg (P < 0.001), but
at the doses of 1.75 and 1.5 g/kg (30 min before the test), it 4a) but only exhibited tendency to increase the DI
(P > 0.05) in saline-treated rats. Furthermore, the DI in
the VU-29/ethanol group was not significantly different
from the saline group (P = 0.0819). Also, analysis of the
total exploration times during T2B did not show a statis-
tically significant interaction between pre-treatment
(F(1,31) = 1.25, P = 0.271), treatment (F(1,31) = 0.01,
P = 0.908), or pre-treatment × treatment interaction
(F(1,31) = 0.06, P = 0.812) (Fig. 4b). After 48 h of ethanol abstinence, during the testing
session (T2C) (after a 24-h retention delay), two-way
ANOVA indicated statistically significant differences be-
( h
l ff
) ( (1 31)
10 83
as observed 48 h after cessation of ethanol treatment (24-h
delay) (Fig. 4c). Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior Furthermore, two-way ANOVA indicated statistically signifi-
cant differences in the hippocampus between treatment (saline
and ethanol) (F(1,32) = 80.94; P < 0.0001), time (2 and 7 days
of ethanol withdrawal) (F(1,32) = 29.37; P < 0.0001), and ex-
posing also significant interactions (F(1,32 = 38.63;
P < 0.0001). Repeated ethanol administration induced a statis-
tically significant increase in mGlu5 receptor protein expres-
sion in the hippocampus at 2 days of ethanol withdrawal
(P < 0.001), when compared to the saline-treated rats (Fig. 5b). Moreover, two-way ANOVA indicated statistically sig-
nificant differences in the striatum time (2 and 7 days of eth-
anol withdrawal) (F(1,32) = 20.55; P < 0.0001). Repeated eth-
anol administration induced statistically significant increases
in mGlu5 protein expression in the striatum after 2 days of
ethanol withdrawal (P < 0.001), when compared to the saline-
treated rats (Fig. 5c). 7 days withdrawal 7 days withdrawal
2 days withdrawal
0.0
0.1
0.2
0.3
0.4
0.5
2 days withdrawal
7 days withdrawal
mGlu5 Striatum
**
###
mGlu5 expression [mg/ml]
c 7 days withdrawal Fig. 5 The effect of ethanol and VU-29 on mGlu5 levels in (a) the cortex,
(b) hippocampus, and (c) striatum 2 and 7 days after last ethanol injection. Ethanol was administered at the dose of 2.0 g/kg (20% w/v, i.g.) for 7 days. VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min before T2B on
the first day (24 h) of ethanol withdrawal. Each column represents the
mean ± SEM (N = 8–9). **P < 0.01, ***P < 0.001 vs. vehicle group,
##P < 0.01, ###P < 0.001 vs. ethanol-withdrawal group Fig. 5 The effect of ethanol and VU-29 on mGlu5 levels in (a) the cortex,
(b) hippocampus, and (c) striatum 2 and 7 days after last ethanol injection. Ethanol was administered at the dose of 2.0 g/kg (20% w/v, i.g.) for 7 days. VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min before T2B on
the first day (24 h) of ethanol withdrawal. Each column represents the
mean ± SEM (N = 8–9). **P < 0.01, ***P < 0.001 vs. vehicle group,
##P < 0.01, ###P < 0.001 vs. ethanol-withdrawal group Furthermore, one-way ANOVA indicated statistically sig-
nificant effects of single VU-29 injection on mGlu5 receptor
expression in the cortex (F(2,25) = 7.55; P = 0.0027) (Fig. 5a),
hippocampus (F(2,25) = 49.08; P < 0.0001) (Fig. Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior vehicle group,
##P < 0.01, ###P < 0.001 vs. ethanol-withdrawal group
epeated ethanol administration (2.0 g/kg, i.g., 1
ke behavior in the EPM test on the first day of
ercent of entries into the open arms; (B) percent
arms; (C) locomotor activity measured as a total
pen arms entries. Each column represents the
Vehicle
EtOH
35.33 ± 9.255
40.75 ± 6.123
36.74 ± 6.006
42.85 ± 3.575
9.75 ± 0.796
9.50 ± 0.654 0.0
0.1
0.2
0.3
0.4
0.5
VEHICLE
ETOH
mGlu5 Cortex
**
ETOH + VU-29
##
2 days withdrawal
7 days withdrawal
mGlu5 expression [mg/ml]
a a Table 1
The effect of repeated ethanol administration (2.0 g/kg, i.g., 1
for 7 days) on anxiety-like behavior in the EPM test on the first day of
ethanol withdrawal: (A) percent of entries into the open arms; (B) percent
of time spent in the open arms; (C) locomotor activity measured as a total
number of closed and open arms entries. Each column represents the
mean ± SEM (N = 8) Vehicle
EtOH
% Time in open arms
35.33 ± 9.255
40.75 ± 6.123
% Entries in open arms
36.74 ± 6.006
42.85 ± 3.575
Number of total entries
9.75 ± 0.796
9.50 ± 0.654 Influence of Repeated Ethanol Administration
on mGlu5 Receptor Protein Expression in the Cortex,
Hippocampus, and Striatum After 2 and 7 days
of Withdrawal. Effect of VU-29 on mGlu5 Protein
Expression at Day 2 of Ethanol Withdrawal 0.0
0.1
0.2
0.3
0.4
0.5
***
mGlu5 Hippocampus
###
7 days withdrawal
2 days withdrawal
mGlu5 expression [mg/ml]
b Two-way ANOVA indicated statistically insignificant differ-
ences in the cortex between treatment factor (saline and etha-
nol) (F(1,32) = 0.05; P > 0.05), time factor (2 and 7 days of
ethanol withdrawal) (F(1,32) = 8.64; P = 0.0064), and without
significant interactions between these two factors (F(1,32) =
0.52; P > 0.05). Post-hoc test showed that repeated ethanol
administration (2.0 g/kg, 20% w/v × 7 days) induced a statis-
tically significant increase in mGlu5 receptor protein expres-
sion in the cortex after 2 days of ethanol withdrawal
(P < 0.01), compared to the saline-treated rats (Fig. 5a). Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior After 48 h of ethanol abstinence, during the testing
session (T2C) (after a 24-h retention delay), two-way
ANOVA indicated statistically significant differences be-
tween pre-treatment (ethanol effect) (F(1,31) = 10.83, P =
0.003; N = 8–9/group), treatment (VU-29 effect)
(F(1,31) = 10.01, P = 0.004), and pre-treatment × treat-
ment interaction (F(1,31) = 6.54, P = 0.016). Post-hoc test
showed that animals during withdrawal from repeated eth-
anol discriminated worse the novel object than did the
saline-treated group (P < 0.01). Furthermore, VU-29, giv-
en on the first day of ethanol abstinence (90 min before
T2B), prevented (P < 0.01) this ethanol withdrawal-
induced deficit in recognition memory (the DI was not
significantly different from the saline group, P = 0.9298) Student’s t test indicated that there were no significant
differences between repeated ethanol (2.0 g/kg, for 7 days)
and saline administration on the number of open arm en-
tries (t = 0.875, P = 0.396; N = 8) and the percent of time
spent by rats in the open arm compartment of the maze
(t = 0.487, P = 0.633) (Table 1). Ethanol withdrawal also
did not produce any changes in locomotion of rats mea-
sured as the total number of entries into both the open and
closed arms of the apparatus (t = 0.242, P = 0.812). Thus,
treatment with ethanol had no effect on anxiety-like be-
haviors as compared to the control group (Table 1). Neurotox Res (2018) 33:607–620 614 0.0
0.1
0.2
0.3
0.4
0.5
VEHICLE
ETOH
mGlu5 Cortex
**
ETOH + VU-29
##
2 days withdrawal
7 days withdrawal
mGlu5 expression [mg/ml]
0.0
0.1
0.2
0.3
0.4
0.5
***
mGlu5 Hippocampus
###
7 days withdrawal
2 days withdrawal
mGlu5 expression [mg/ml]
0.0
0.1
0.2
0.3
0.4
0.5
2 days withdrawal
7 days withdrawal
mGlu5 Striatum
**
###
mGlu5 expression [mg/ml]
b
c
a
Fig. 5 The effect of ethanol and VU-29 on mGlu5 levels in (a) the cortex,
(b) hippocampus, and (c) striatum 2 and 7 days after last ethanol injection. Ethanol was administered at the dose of 2.0 g/kg (20% w/v, i.g.) for 7 days. VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min before T2B on
the first day (24 h) of ethanol withdrawal. Each column represents the
mean ± SEM (N = 8–9). **P < 0.01, ***P < 0.001 vs. vehicle group,
##P < 0.01, ###P < 0.001 vs. Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior ethanol-withdrawal group
Neurotox Res (2018) 33:607–620 ted Ethanol Administration
r Protein Expression in the Cortex,
Striatum After 2 and 7 days
ect of VU-29 on mGlu5 Protein
2 of Ethanol Withdrawal
ndicated statistically insignificant differ-
etween treatment factor (saline and etha-
P > 0.05), time factor (2 and 7 days of
F(1,32) = 8.64; P = 0.0064), and without
ns between these two factors (F(1,32) =
-hoc test showed that repeated ethanol
kg, 20% w/v × 7 days) induced a statis-
rease in mGlu5 receptor protein expres-
after 2 days of ethanol withdrawal
d to the saline-treated rats (Fig. 5a). y ANOVA indicated statistically signifi-
hippocampus between treatment (saline
= 80.94; P < 0.0001), time (2 and 7 days
l) (F(1,32) = 29.37; P < 0.0001), and ex-
icant interactions (F(1,32 = 38.63;
d ethanol administration induced a statis-
rease in mGlu5 receptor protein expres-
mpus at 2 days of ethanol withdrawal
ompared to the saline-treated rats (Fig. way ANOVA indicated statistically sig-
n the striatum time (2 and 7 days of eth-
,32) = 20.55; P < 0.0001). Repeated eth-
nduced statistically significant increases
pression in the striatum after 2 days of
P < 0.001), when compared to the saline-
way ANOVA indicated statistically sig-
gle VU-29 injection on mGlu5 receptor
ex (F(2,25) = 7.55; P = 0.0027) (Fig. 5a),
) = 49.08; P < 0.0001) (Fig. 5b), and stri-
VU-29 to the ethanol group (VU-29/ethanol group) significant-
ly decreased mGlu5 protein expression vs. ethanol group (P =
0.0
0.1
0.2
0.3
0.4
0.5
VEHICLE
ETOH
mGlu5 Cortex
**
ETOH + VU-29
##
2 days withdrawal
7 days withdrawal
mGlu5 expression [mg/ml]
0.0
0.1
0.2
0.3
0.4
0.5
***
mGlu5 Hippocampus
###
7 days withdrawal
2 days withdrawal
mGlu5 expression [mg/ml]
0.0
0.1
0.2
0.3
0.4
0.5
2 days withdrawal
7 days withdrawal
mGlu5 Striatum
**
###
mGlu5 expression [mg/ml]
b
c
a
Fig. 5 The effect of ethanol and VU-29 on mGlu5 levels in (a) the cortex,
(b) hippocampus, and (c) striatum 2 and 7 days after last ethanol injection. Ethanol was administered at the dose of 2.0 g/kg (20% w/v, i.g.) for 7 days. VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min before T2B on
the first day (24 h) of ethanol withdrawal. Each column represents the
mean ± SEM (N = 8–9). **P < 0.01, ***P < 0.001 vs. The Effect of Ethanol and VU-29 on mGlu2 Receptor
Protein Expression in the Cortex, Hippocampus,
and Striatum at 2 and 7 days of Ethanol Withdrawal The Effect of Ethanol and VU-29 on mGlu2 Receptor
Protein Expression in the Cortex, Hippocampus,
and Striatum at 2 and 7 days of Ethanol Withdrawal 2 days withdrawal
7 days withdrawal
0.0
0.1
0.2
0.3
0.4
0.5
ETOH + VU-29
mGlu2 Hippocampus
***
###
2 days withdrawal
7 days withdrawal
mGlu2 expression [mg/ml]
b Two-way ANOVA did not indicate statistically significant dif-
ferences in mGlu2 receptor protein expression in the cortex
between treatment (saline and ethanol) (F(1,32) = 4.01;
P > 0.05), time (2 and 7 days of ethanol withdrawal)
(F(1,32) = 0.11; P > 0.05), and treatment × time interaction
(F(1,32) = 0.05; P > 0.05) (Fig. 6a). However, two-way
ANOVA did indicate statistically significant differences in
the hippocampus between treatment (saline and ethanol)
(F(1,32) = 0.71; P > 0.05), time (2 and 7 days of ethanol with-
drawal) (F(1,32) = 62.80; P < 0.0001), and treatment × time
interaction (F(1,32) = 21.35; P < 0.0001) (Fig. 6b). Moreover,
post-hoc test showed that repeated ethanol administration
(2.0 g/kg, 20% w/v × 7 days) brought a statistically significant
increase in mGluR2 receptor protein expression in the hippo-
campus 2 days of ethanol withdrawal (P < 0.001), compared
to saline-treated rats (Fig. 6b). Still, two-way ANOVA did not
indicate statistically significant differences in the striatum be-
tween treatment (saline and ethanol) (F(1,32) = 3.22;
P > 0.05), time (2 and 7 days of ethanol withdrawal)
(F(1,32) = 0.80; P > 0.05), and treatment × time interaction
(F(1,32) = 0.69; P > 0.05) (Fig. 6c). ETOH + VU-29 7 days withdrawal One-way ANOVA indicated statistically significant differ-
ences between mGlu2 receptor protein expression in the hip-
pocampus, in the ethanol withdrawal, and in control (saline)
groups, on the second day (day 2) after single injection of VU-
29 (F(2,24) = 50.34; P < 0.0001) (Fig. 6b). What is more,
post-hoc test showed that acute injection of VU-29 (30 mg/
kg, i.p.) on the first day of ethanol withdrawal, 90 min prior to
the testing trial, decreased mGluR2 receptor protein expres-
sion in the hippocampus 24 h later (P < 0.001) (Fig. 6b) but
the results did not differ significantly from the saline group
(P = 0.0980). 2 days withdrawal
7 days withdrawal Fig. 6 The effect of ethanol (a, b, c) and VU-29 (b) on mGlu2 levels in
the cortex, hippocampus and striatum 2 and 7 days after last ethanol
injection. The Effect of Ethanol and VU-29 on mGlu2 Receptor
Protein Expression in the Cortex, Hippocampus,
and Striatum at 2 and 7 days of Ethanol Withdrawal Ethanol was administered at the dose of 2.0 g/kg (20% w/v,
i.g.) for 7 days. VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min
before T2B on the first day (24 h) of ethanol withdrawal. Each column
represents the mean ± SEM (N = 8–9). ***P < 0.001 vs. vehicle group,
###P < 0.001 vs. ethanol-withdrawal group failed to recognized a novel object during the test phase. Moreover, pretreatment with VU-29, a positive allosteric
modulator of mGlu5 receptor, before ethanol administration,
significantly decreased ethanol-induced memory impairment. Furthermore, repeated (1× for 7 days) ethanol administration
also caused NOR memory deficits in the acute (24–48 h) with-
drawal phase. These cognitive deficits were accompanied by Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior mGlu2 Cortex Influence of Repeated Ethanol Administration
on Anxiety-Like Behavior 5b), and stri-
atum (F(2,25) = 23.97; P < 0.0001) (Fig. 5c) after 2 days of
ethanol withdrawal. The post-hoc test showed that VU-29
(30 mg/kg, i.p.) given 90 min prior the testing trial on the first
day of ethanol abstinence, decreased mGlu5 receptor protein
expression in the cortex (P < 0.01) (Fig. 5a). Administration of VU-29 to the ethanol group (VU-29/ethanol group) significant-
ly decreased mGlu5 protein expression vs. ethanol group (P =
0.0045). Herein, the protein expression was not significantly
different from the saline group (P = 0.1360). The post-hoc test
showed that VU-29 (30 mg/kg, i.p.), given 90 min prior the
testing trial on the first day of ethanol abstinence, decreased
mGlu5 receptor protein expression in the hippocampus 615 Neurotox Res (2018) 33:607–620 f il d t
i
d
l
bj
t d
i
th
t
t
h
0.0
0.1
0.2
0.3
0.4
0.5
VEHICLE
ETOH
mGlu2 Cortex
2 days withdrawal
7 days withdrawal
mGlu2 expression [mg/ml]
0.0
0.1
0.2
0.3
0.4
0.5
ETOH + VU-29
mGlu2 Hippocampus
***
###
2 days withdrawal
7 days withdrawal
mGlu2 expression [mg/ml]
0.0
0.1
0.2
0.3
0.4
0.5
mGlu2 Striatum
2 days withdrawal
7 days withdrawal
mGlu2 expression [mg/ml]
b
c
a
Fig. 6 The effect of ethanol (a, b, c) and VU-29 (b) on mGlu2 levels in
the cortex, hippocampus and striatum 2 and 7 days after last ethanol
injection. Ethanol was administered at the dose of 2.0 g/kg (20% w/v,
i.g.) for 7 days. VU-29 was injected at the dose of 30 mg/kg, i.p., 90 min
before T2B on the first day (24 h) of ethanol withdrawal. Each column
represents the mean ± SEM (N = 8–9). ***P < 0.001 vs. vehicle group,
###P < 0.001 vs. ethanol-withdrawal group
615 0.0
0.1
0.2
0.3
0.4
0.5
VEHICLE
ETOH
mGlu2 Cortex
2 days withdrawal
7 days withdrawal
mGlu2 expression [mg/ml]
a a (P < 0.001) (Fig. 5b). Protein expression in the VU-29/ethanol
group did not differ significantly from the control (saline) group
(P = 0.3790). The post-hoc test showed that VU-29 (30 mg/kg,
i.p.), given 90 min prior the testing trial on the first day of
ethanol abstinence, decreased mGlu5 receptor protein expres-
sion in the striatum (P < 0.001) (Fig. 5c) on the second day,
when compared to ethanol-withdrawal rats. The mGlu5 protein
expression in the VU-29/ethanol group differed significantly
from the control (saline) group (P = 0.0009). Discussion Our ELISA assay show that such VU-29 admin-
istration returned to control values the elevated mGlu5 recep-
tor protein expressions in the hippocampus and prefrontal cor-
tex, as well as mGlu2 receptor protein expressions in the hip-
pocampus at 48 h of ethanol abstinence. Discussion Our study shows that acute ethanol administration, prior to the
testing session, impaired retrieval of the recognition memory
in the NOR task in rats. Animals treated with acute ethanol Neurotox Res (2018) 33:607–620 616 2005). Systemic administration of mGlu2/3 receptor, as well
as mGlu5 receptor antagonists, before novel objects training
and before testing, impaired long- (Barker et al. 2006a, b) and
short-term recognition memories or retrieval of such memo-
ries (Christoffersen et al. 2008). In turn, stimulation of mGlu5
receptor via positive allosteric modulators (CDPPB or
ADX47273) enhanced recognition memory in normal rats
and mice (Liu et al. 2008; Uslaner et al. 2009; Fowler et al. 2013). Published data indicated that VU-29 (Ayala et al. 2009)
potentiated long-term potentiation (LTP) or long-term depres-
sion (LTD) in hippocampal slices in vitro, both widely accept-
ed processes of memory formation (Neyman and Manahan-
Vaughan 2008). In our study, VU-29, a mGlu5 receptor-
positive allosteric modulator, given before the test enhanced
recognition memory in control rats. Furthermore, a single pre-
treatment with VU-29 decreased NOR deficit induced by
acute ethanol administration. It should be noted that mGlu5
receptor is physically linked to NMDA receptors via several
anchoring proteins, including Homer proteins (Fagni et al. 2004), and mGlu5 receptor activation can overcome or pre-
vent the consequences of inhibition of NMDA receptors. As
previously stated, acute ethanol administration inhibits, or an-
tagonizes, the action of the NMDA receptors in several brain
regions (Dildy and Leslie 1989; Hoffman et al. 1989;
Lovinger et al. 1989; Simson et al. 1991). Thus, in our study,
the protective effect of VU-29, a mGlu5 receptor-positive al-
losteric modulator on ethanol-induced memory deficit, might
occur via the ability of this agent to decrease the consequences
of ethanol-induced inhibition of the NMDA receptor. alterations in hippocampal expression of mGlu5 and mGlu2
receptors proteins, and to a lesser extent, in expression of
cortical and striatal mGlu5 receptor protein during acute eth-
anol withdrawal (day 2 of abstinence). The casual relationship
between these events remains to be demonstrated. Single ad-
ministration of VU-29 prior to the testing session on the first
abstinence day recovered the impaired recognition memory
measured at both 4-h delay (short-term memory) and at
24 h-delay (long-term memory) intervals (the second day of
abstinence). Effect of VU-29, a mGlu5 Receptor-Positive Allosteric
Modulator, on the Acute Effect of Ethanol on Retrieval
of Recognition Memory Preclinical studies suggest that acute ethanol administration
has deleterious effects on recognition memory (Brooks et al. 2002; Ryabinin et al. 2002; Garcia-Moreno and Cimadevilla
2012; Yu et al. 2013), especially when it is administered be-
fore the training session of the test. Our experiments in rats
extended these findings and indicated that acute ethanol ad-
ministration induced a deficit in memory retrieval in the NOR
test. Analysis of animal behavior showed that rats injected
with ethanol at the doses tested (1.5, 1.75, and 2 g/kg) before
the testing session demonstrated decreased preference for a
novel object. Thus, ethanol produced retrograde amnesia for
previously acquired information, including information about
familiarity of objects previously encountered. Our experi-
ments also indicated that ethanol at the dose of 2 g/kg signif-
icantly decreased locomotor activity, and, at lower doses (1.5
and 1.75 g/kg), showed a trend towards decreasing it. However, the total exploration time of the objects (sniffing
or touching with the nose towards the object) for the rats did
not differ significantly between the groups. Thus, our data
support other research that reveals that there is clear dissocia-
tion between locomotor activity and exploration, and no cor-
relation exist between these two measures. Such results un-
derline the distinction for the two behaviors (Leyland 1976). Because exploration time generates information about the ob-
ject via direct (animal) contact with it and this type of move-
ment is important for the novel object recognition, but loco-
motor activity concerns movement from one location to other
and could also be important for our study, we choose such
dose of ethanol (1.75 g/kg) for our study that did not change
significantly the locomotor activity. Effect of VU-29, a mGlu5 Receptor-Positive Allosteric
Modulator, on Retrieval of Recognition Memory
Impaired by Withdrawal from Repeated Ethanol
Administration After the first 24–48 h of withdrawal from repeated etha-
nol treatment (2.0 g/kg, i.g. for 7 days, once daily), the
rats showed significant NOR memory deficits. Unlike the
controls, rats treated with ethanol failed to recognize a
novel object during the testing sessions. With the proce-
dure used in this experiment, it is difficult to determine if
the decreased novel subject exploration on the test day
was due to a deficit in initial learning or in retrieval dur-
ing the test. This effect was observed with no symptoms
of withdrawal such as anxiety. However, published data
(using other procedures of object recognition tests) have
shown that withdrawal from other abuse drugs such as
cocaine or methamphetamine also produce deficits in rec-
ognition (Briand et al. 2008; Rogers et al. 2008; Reichel
et al. 2011) and CDPPB, a mGlu5 receptor-positive allo-
steric modulator, and reversed deficits in recognition
memory during methamphetamine abstinence in rats
(Reichel et al. 2011). In our study, VU-29, given 90 min Published data indicated that mGlu5 receptors are found in
brain regions important for cognition, including the prefrontal
cortex, striatum, and hippocampus (Packard et al. 2001;
Melendez et al. 2004; Manahan-Vaughan and Braunewell Neurotox Res (2018) 33:607–620 617 before the testing session on the first day of ethanol ab-
stinence, facilitated retrieval of NOR performance after a
4-h delay. This effect was long-lasting since it was also
observed after a 24-h delay (Fig. 4). In summary, our experiments indicated that acute ethanol
administration or withdrawal from repeated ethanol administra-
tion induced deficits in recognition memory that were associ-
ated with an increase in expressions of mGlu5 (hippocampus,
prefrontal cortex, and striatum) and mGlu2 (hippocampus) re-
ceptor proteins in brain structures important for this type of
memory. VU-29, a mGlu5 receptor-positive allosteric modula-
tor, reversed/decreased ethanol-induced recognition memory
deficits and normalized the expression of mGlu5 and mGlu2
receptors in the hippocampus and cortex. Thus, our data show
the pivotal role of mGlu5 receptor in recognition memory im-
pairment induced by acute and repeated ethanol administration. It also suggests the possible prospect for compounds acting as
mGlu5 receptor-positive allosteric modulators in countering the
effects of alcoholism. before the testing session on the first day of ethanol ab-
stinence, facilitated retrieval of NOR performance after a
4-h delay. This effect was long-lasting since it was also
observed after a 24-h delay (Fig. 4). Effect of VU-29, a mGlu5 Receptor-Positive Allosteric
Modulator, on Retrieval of Recognition Memory
Impaired by Withdrawal from Repeated Ethanol
Administration Herein, ethanol withdrawal-induced deficits in the NOR
test were associated with increased mGlu5 receptor protein
expression at 48 h of abstinence, in brain structures important
for retrieval of recognition memory, such as the hippocampus,
prefrontal cortex, and striatum. VU-29 administration re-
versed this ethanol effect in the hippocampus and prefrontal
cortex, but only decreased it in the striatum. Thus, we hypoth-
esize that the positive allosteric modulator, VU-29 (given on
the first day of ethanol withdrawal), potentiated mGlu5 recep-
tor function by acting at allosteric sites and shifting the con-
centration response for glutamate to the left, without the risk
of inducing excitotoxicity (Gass and Olive 2009). Still, a
mGlu5 receptor-positive allosteric modulator can stabilize a
conformation of the receptor (Homayoun and Moghaddam
2010) that would facilitate activation of neuroprotective path-
ways against neurotoxicity induced by glutamate release dur-
ing withdrawal. A preventive effect of mGlu5 receptor-
positive allosteric modulators against glutamate overstimula-
tion of NMDA receptors was earlier described (Ribeiro et al. 2010; Doria et al. 2013). We put forward that such stabiliza-
tion of neuronal function by VU-29 could have normalized the
elevated expression of mGlu5 receptor in the hippocampus
and prefrontal cortex in our study. Funding information This work was supported by the Statutory Funds of
the Medical University of Lublin (DS 22/16). Compliance with Ethical Standard The experimental protocols and hous-
ing conditions were performed according to the National Institute of
Health Guidelines for the Care and Use of Laboratory Animals, the
European Community Council Directive of November 2010 for Care
and Use of Laboratory Animals (Directive 2010/63/EU), and were ap-
proved by the Local Ethics Committee. All applicable international, na-
tional, and/or institutional guidelines for the care and use of animals were
followed. All procedures performed in the studies involving animals were
in accordance with the ethical standards of the institution or practice at
which the studies were conducted. This article does not contain any stud-
ies with human participants performed by any of the authors. In addition, given the finding that combined mGlu5 recep-
tor and mGlu2/3 receptor activity in the perirhinal cortex is
important for recognition memory (Barker et al. 2006a, b), we
also examined changes in expression of mGlu2 receptor in
brain structures important for retrieval of recognition memory,
such as the prefrontal cortex, the hippocampus, and the stria-
tum. Effect of VU-29, a mGlu5 Receptor-Positive Allosteric
Modulator, on Retrieval of Recognition Memory
Impaired by Withdrawal from Repeated Ethanol
Administration Although the magnitude of increase was similar between
mGlu5 receptor and mGlu2 receptor in the hippocampus on
abstinence day 2, the changes in mGlu2 receptor were not
observed in the prefrontal cortex and striatum. Taken together,
these data suggest that the mGlu5 receptor is more engaged in
the effects of repeated ethanol exposure than the mGlu2 re-
ceptor. Moreover, the impact of ethanol on mGlu2 receptor is
dependent on brain structure. Generally, in our experiments,
changes in expression of mGlu5 receptor and mGlu2 receptor
were the most evident in the hippocampus. This implies that
the hippocampus plays an important role in ethanol-induced
deficits in the retrieval of recognition memory during acute
ethanol abstinence. Furthermore, VU-29 returned expression
of mGlu2 receptor to the control in the hippocampus, as it did
with mGlu5 receptor. Although, published data indicated that
both mGlu5 and mGlu2 receptors in the hippocampus are
independently involved in different forms of synaptic plastic-
ity (Manahan-Vaughan 1997), we cannot rule out the possi-
bility that functional linkage between these receptors exists in
the hippocampus. Conflict of Interest
The authors declare that they have no conflict 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 appro-
priate credit to the original author(s) and the source, provide a link to the
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science.1896849
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Design and development of the Hyperloop Deployable wheel system
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by Toronto, Ontario, Canada, 2018 © Graeme P.A Klim 2018 AUTHOR'S DECLARATION FOR ELECTRONIC SUBMISSION OF A TH I hereby declare that I am the sole author of this thesis. This is a true copy of the thesis, including
any required final revisions, as accepted by my examiners. I authorize Ryerson University to lend this thesis to other institutions or individuals for the purpose
of scholarly research. I further authorize Ryerson University to reproduce this thesis by photocopying or by other means,
in total or in part, at the request of other institutions or individuals for the purpose of scholarly
research. I understand that my thesis may be made electronically available to the public. ii ii DESIGN AND DEVELOPMENT OF THE
HYPERLOOP DEPLOYABLE WHEEL SYSTEM Graeme P.A Klim Master of Applied Science, Aerospace Engineering, Ryerson University, Toronto (2018) Abstract In 2013 Elon Musk inspired engineers and entrepreneurs with his idea for a 5th mode of
transportation: the Hyperloop. Using large near-vacuum tubes as a medium, Musk envisioned
sending humans and cargo in levitating pods from Los Angeles to San Francisco California in 35
minutes or less. Consisting of multiple subsystems, these pods would use magnetic or air-bearing
technology for primary levitation to accommodate speeds approaching 700 mph. To address
Musk’s call for a traditional deployable wheel system to provide added safety and low-speed
mobility for the pods, a patent-pending Hyperloop Deployable Wheel System (HDWS) was
developed. This report details the author’s contribution to the design and development of the
award-winning HDWS and examines the constraints and limitations imposed by the Hyperloop
concept: small operational space, near-vacuum low-pressure conditions, high-speed use and
smooth ride requirements. iii iii Acknowledgements I would like to sincerely thank Dr. Seyed M. Hashemi for supporting and guiding me throughout
the entirety of my university education. Your attentive attitude towards my educational and
personal ambitions has been greatly appreciated. I would like to give a huge “shout-out” to the student team members of Ryerson’s International
Hyperloop Team – Tayo Shonibare, Whintta Ghebreiyesus, Jesse Brito, Min Adhikari and Moeid
Elahi – for their contributions to the present work. I am indebted to the project’s academic and
industrial advisors: Steve Amberg, Clement Rodrigues, Primoz Cresnik, Faizan Rehematullah and
Seyed M. Hashemi who spent a great deal of their personal time supporting the development of
the Hyperloop Deployable Wheel System. I would like to thank the large “team” of supporters at Safran Landing Systems Canada Inc. who
provided me with access to development funding, engineering expertise, test facilities and even
provided me a desk onsite for the duration of the project. By the same token, the assistance of
Ryerson University, from the president’s office to the lab technicians, was unwavering and greatly
appreciated. The additional financial support from the Natural Sciences and Engineering Research
Council of Canada (NSERC) through an ENGAGE grant is also acknowledged. I would like to extend a deep sense of gratitude to Mr. Pete Cooper who spent a great deal of his
2016 calendar year manufacturing the structural components for the Hyperloop Deployable Wheel
System and its test fixtures. Pete’s commitment to manufacturing excellence ensured that the final
product not only functioned well, but looked great too! Finally, I would like to thank my friends and family, whose love and encouragement has enabled
me to complete this work. Thank you to my partner, Kelly Firth, for always encouraging and
supporting me throughout this project. Thank you to my Mom and Dad, and my grandparents,
Alex (2010) and Blanche (2015) Klim, Clarence and Walterina Mountain, for all your love and
support throughout the years. Without the support of all these people and organizations, the Hyperloop Deployable Wheel
System would have remained a great idea yet to be realized. iv Table of Contents Abstract .......................................................................................................................................... iii
Acknowledgements ........................................................................................................................ iv
List of Figures ................................................................................................................................ ix
List of Tables ............................................................................................................................... xiv
List of Symbols, Constants and Abbreviations ............................................................................. xv
Symbols ..................................................................................................................................... xv
Constants .................................................................................................................................. xvi
Abbreviations ........................................................................................................................... xvi
1
Introduction ............................................................................................................................. 1
1.1
Preamble ........................................................................................................................... 1
1.2
The SpaceX Hyperloop Competition ............................................................................... 1
1.3
Ryerson’s International Hyperloop Team ........................................................................ 2
1.4
Research Motivation ........................................................................................................ 2
1.5
Key Objectives and Contributions ................................................................................... 3
1.6
Limitation of Current Work ............................................................................................. 4
1.7
Thesis Outline .................................................................................................................. 5
2
Literature Review .................................................................................................................... 6
2.1
The Hyperloop.................................................................................................................. 6
2.1.1
Pod Overview............................................................................................................ 6
2.1.2
Major Subsystems Breakdown ................................................................................. 7
2.1.3
The Tube System ...................................................................................................... 9
2.1.4
SpaceX Hyperloop Tube System ............................................................................ 10
2.2
Hyperloop Pod Operation Environment ......................................................................... 11 v v 2.2.1
Low-pressure Environment ..................................................................................... 11
2.2.2
High-speed Operation ............................................................................................. 12
2.2.3
Thermal Management ............................................................................................. 12
2.3
Aircraft Landing Gear .................................................................................................... 13
2.3.1
A Brief History ....................................................................................................... 13
2.3.2
Key Components and Configurations ..................................................................... 14
2.3.3
Common Components ............................................................................................ 15
2.4
Existing Patents .............................................................................................................. 17
3
Product Definition and Preliminary Design .......................................................................... 23
3.1
Precondition: Why Wheels? ........................................................................................... 23
3.1.1
Air Levitation Pod................................................................................................... 23
3.1.2
Magnetic Levitation Pod ......................................................................................... 24
3.2
Former University of Toronto Partnership ..................................................................... 25
3.3
Design Objectives .......................................................................................................... 25
3.4
Product Development Guidelines and Constraints......................................................... 26
3.4.1
Design Constraints .................................................................................................. 27
3.4.2
Performance Constraints and Guidelines ................................................................ 28
3.4.3
Material and Lubrication Guidelines ...................................................................... 29
3.5
HDWS Architecture and Kinematics ............................................................................. 30
3.5.1
HDWS Architecture Definition .............................................................................. 31
3.5.2
HDWS Kinematic Layouts ..................................................................................... 34
3.6
Component Definition, Product Structure and Process Scope ....................................... 38
3.6.1
Component Definition ............................................................................................ 38
3.6.2
Product Structure Breakdown ................................................................................. 39
3.6.3
Design and Development Process Scope ................................................................ 40 vi 4
Design and Development of the HDWS ................................................................................ 42
4.1
HDWS Dressed Assembly (P/N 10-1000-00) ................................................................ 42
4.1.1
HDWS Undressed Assembly (P/N 20-1000-00) .................................................... 43
4.1.2
Electric Motor Assembly (P/N 20-2000-00)........................................................... 44
4.1.3
Rolling Stock .......................................................................................................... 45
4.1.4
Electrical Dressings and Hardware ......................................................................... 48
4.2
HDWS Undressed Assembly Components .................................................................... 50
4.2.1
Trailing Arm Sub-assembly (P/N 30-1100-00) ...................................................... 50
4.2.2
Shock Strut Sub-assembly (P/N 30-1200-00) ......................................................... 53
4.2.3
Retraction Sub-assembly (P/N 30-1300-00) ........................................................... 56
4.2.4
Torque Link Sub-assembly (P/N 30-1400-00) ....................................................... 57
4.2.5
Axle (P/N 40-1501-00) ........................................................................................... 58
4.3
Structural Analyses ........................................................................................................ 59
4.3.1
Classical Analyses Overview .................................................................................. 60
4.3.2
Finite Element Analyses and Applications ............................................................. 65
4.4
Part and Assembly Engineering Drawings..................................................................... 68
4.5
Manufacturing and Treatment Processes ....................................................................... Table of Contents 70
4.5.1
Subtractive Manufacturing...................................................................................... 71
4.5.2
Protective Finishes and Processes ........................................................................... 72
4.5.3
Additive Manufacturing .......................................................................................... 74
4.6
Chapter Summary ........................................................................................................... 75
5
The Deployable and Retractable Shock Strut ........................................................................ 76
5.1
System Configuration ..................................................................................................... 76
5.2
System Operation ........................................................................................................... 78
5.3
HDWS Shock Absorber Design ..................................................................................... 79 vii 5.3.1
Oleo-Pneumatic Shock Absorber Introduction ....................................................... 79
5.3.2
Shock Absorber Gas Spring Preliminary Design .................................................... 81
5.3.3
Internal Geometry Definition .................................................................................. 90
5.3.4
Detailed Gas Spring Design .................................................................................... 94
5.3.5
Shock Absorber Detail Design................................................................................ 98
5.4
HDWS Actuation Mechanism Design ......................................................................... 103
5.5
Chapter Summary ......................................................................................................... 107
6
Experimental Results ........................................................................................................... 108
6.1
Polyurethane Wheel Performance Testing ................................................................... 108
6.2
Gas Spring Testing ....................................................................................................... 115
6.3
Full Single-System Testing .......................................................................................... 118
6.4
Dummy Pod Test (4 Units) .......................................................................................... 123
7
Concluding Remarks ........................................................................................................... 124
7.1
Conclusion .................................................................................................................... 124
7.2
Future Work ................................................................................................................. 125
Appendix A: HDWS Component Drawings ............................................................................... 126
Appendix B: HDWS Tooling Drawings ..................................................................................... 167
Appendix C: HDWS Test Fixture Drawings .............................................................................. 172
Appendix D: Gas Spring Test Result Data ................................................................................. 183
Appendix E: Retractable Shock Strut Concept Art..................................................................... 189
Appendix F: Galvanic Chart ....................................................................................................... 192
References ................................................................................................................................... 193 viii List of Figures g
Figure 2.1: Example of a Hyperloop passenger pod, subsystem notional locations (not to scale) [1]
......................................................................................................................................................... 7
Figure 2.2: Hyperloop One’s test “sled” is shown to include (1) magnets for levitating and (2) a
rudimentary wheel system in tow [14]............................................................................................ 8
Figure 2.3: Rotor and stator 3D diagram [1]................................................................................... 9
Figure 2.4: Artist rendering of a Hyperloop tube cutaway equipped with solar arrays [1] .......... 10
Figure 2.5: Image of the SpaceX Hyperloop sub-scale test track, image taken January 2017 ..... 11
Figure 2.6: Tail wheel configuration landing gear on a STOL Maule MX-7-235 Super Rocket . 14
Figure 2.7: General arrangement of a retractable MLG Trailing arm configuration [23] ............ 15
Figure 2.8: Sharples kinematic retraction configuration (left) with a cutaway of the contractive
shock strut (right), shown as items 11 and 25 in the kinematic configuration (left) [25] ............. 18
Figure 2.9: An illustration provided in Veaux et al. illustrating a motor and gearbox assembly
embedded into the lower half of a piston to lengthen the strut [26] ............................................. 19
Figure 2.10: An illustration of the design proposed by Currey and Renshaw [27] ...................... 20
Figure 2.11: An image (left) illustrating key components and with the advantageous kinematic
architecture displayed (right), proposed by Waide [8] ................................................................. 21
Figure 2.12: Two possible configurations of a retractable shock strut, proposed by Waide [8] .. 21
Figure 3.1: Normalized force of the EDS Maglev plotted against translational velocity [29] ..... 25
Figure 3.2: A 2D side view of a Hyperloop pod with the HDWS positioned, not to scale .......... 27
Figure 3.3: Partial cross-section view of the SpaceX Hyperloop sub-track interface, dimensions
shown in inches, with reference to the specification [4] ............................................................... 28
Figure 3.4: The HDWS preliminary configuration, stick diagram, not to final scale ................... 32
Figure 3.5: The HDWS Hybrid actuator concept illustration ....................................................... 33
Figure 3.6: The HDWS Hybrid actuator concept #2 illustration .................................................. 34
Figure 3.7: An example of a preliminary HDWS kinematic layout, retracted, shown in CATIA®
V5 .................................................................................................................................................. 35
Figure 3.8: U of T HDWS kinematic layout, retracted position (left) and WOW position (right)37
Figure 3.9: U of T HDWS kinematic layout, sample static stroke (left) and sample static stroke +
pod height adjustment of 0.5 in (12.7 mm) from the reference position (right) .......................... 37 ix x
Figure 3.10: The HDWS product structure tree ............................................................................ List of Figures 39
Figure 3.11: The HDWS design and development process scope overview ................................ 40
Figure 4.1: The HDWS Dressed assembly, CATIA® V5 rendering ............................................. 42
Figure 4.2: The HDWS Undressed assembly, CATIA® V5 rendering ......................................... 43
Figure 4.3: The HDWS Electric Motor assembly, installed on the Retract sub-assembly ........... 44
Figure 4.4: CATIA® V5 renderings of the final HDWS Wheel Assembly (left), and alternate wheel
concept as designed with input from the author (right) ................................................................ 45
Figure 4.5: A Wheel and Tire assembly, 3D cross-sectional view, as drawn by Khan [45] ........ 47
Figure 4.6: The rolling stock as installed on the HDWS Dressed ................................................ 47
Figure 4.7: Sensors, brackets, electrical and hardware mount (orange) shown on the HDWS
Dressed .......................................................................................................................................... 48
Figure 4.8: Sensors, brackets, electrical and hardware labeled (some features hidden for clarity)
....................................................................................................................................................... 49
Figure 4.9: The Trailing Arm sub-assembly, parts labeled .......................................................... 51
Figure 4.10: The Trailing Arm sub-assembly cross-sectional view ............................................. 52
Figure 4.11: The Trailing Arm axle installation pin ..................................................................... 53
Figure 4.12: The HDWS Shock Strut sub-assembly, CATIA® V5 rendering .............................. 53
Figure 4.13: Full cross-section view of the Shock Strut sub-assembly, Find Numbers shown .... 54
Figure 4.14: Partial cross-section view of the shock strut sub-assembly, Find Numbers shown . 54
Figure 4.15: Retract sub-assembly 3D view (left) and cross section (right), Find Numbers shown
....................................................................................................................................................... 57
Figure 4.16: Torque Link sub-assembly (left) and exploded view (right), Find Numbers shown 58
Figure 4.17: The axle component as equipped to the trailing arm sub-assembly ......................... 59
Figure 4.18: Section cut, illustrating a typical double shear loading on the HDWS .................... 61
Figure 4.19: Section cut, illustrating a shear stress around the circumference of the bolt head ... 63
Figure 4.20: Flanged bush (left), illustrating a projected bearing area (right) used for the
preliminary calculation of the bearing stress ................................................................................ 64
Figure 4.21: Flanged bush illustrating the features involved in a bearing length refinement ...... 64
Figure 4.22: Sample FEA result from ANSYS®, trailing arm lug analysis [40] .......................... 65
Figure 4.23: HDWS motor mount bracket, machine from solid variant (maroon colored) [17] .. 66
Figure 4.24: Final bracket design, produced from an FEA based optization [17] ........................ 67 x xi
Figure 4.25: Example of a bracket displacement analysis, gravity load applied [17] .................. 67
Figure 4.26: Sample of a typical HDWS engineering drawing, key elements encircled.............. List of Figures 68
Figure 4.27: Sample of title block layout used for the HDWS ..................................................... 69
Figure 4.28: Typical design notes used for the HDWS aluminum parts ...................................... 70
Figure 4.29: Images depicting from (1) through (3) the stages in the turning process performed for
the manufacturing of the shock absorber outercylinder ACME 3G thread .................................. 71
Figure 4.30: Images (1) through (3) depict the milling process starting from a solid metal block,
and image (4) depicts the internal thread screw cut performed on a lathe .................................. 72
Figure 4.31: Trailing arm pictured after undergoing blue anodizing............................................ 73
Figure 4.32: A shock strut outer cylinder shown with black oxide surface treatment .................. 74
Figure 4.33: Images (1) through (2) depict the DMLS process used to create the final (3) AMM
part [17] ......................................................................................................................................... 75
Figure 5.1: Deployable and retractabe shock strut system configuration, partial cross-section ... 77
Figure 5.2: HDWS extension and retraction process, some parts hidden for clarity .................... 78
Figure 5.3: An example of an oleo-pneumatic shock strut with oil and gas free to mix [5] ........ 80
Figure 5.4: Example of a hypothetical pod layout, loads applied to the HDWS in a static position
....................................................................................................................................................... 82
Figure 5.5: The HDWS preliminary configuration, stick diagram ............................................... 83
Figure 5.6: Illustration of oleo-pneumatic shock strut key operational states .............................. 86
Figure 5.7: Graphic representation of the isothermal oleo-pneumatic gas spring curve produced
using the results in Table 5.2 ........................................................................................................ 89
Figure 5.8: A simplified oleo-pneumatic strut, key preliminary design components labeled for
clarity ............................................................................................................................................ 91
Figure 5.9: An example of an oleo-pneumatic shock strut highlighting preliminary geometric
features .......................................................................................................................................... 92
Figure 5.10: Piston rod gland design, key dimensions labeled, as defined by Greene Tweed [59]
....................................................................................................................................................... 94
Figure 5.11: Dynatool© HDWS gas spring curve (static and dynamic), load vs. stroke .............. 96
Figure 5.12: Dynatool© HDWS gas spring curve (static and dynamic), pressure vs. stroke ....... 96
Figure 5.13: Cross-section view showing the shock strut while fully compressed at servicing, total
oil volume (red) 6.426 in3 ............................................................................................................. 97 xi Figure 5.14: Cross-section view showing the total volume when extended (purple) 9.174 in3,
gas+oil ........................................................................................................................................... 97
Figure 5.15: Cross-section view of the shock strut trapped air volume (white) 0.106 in3, max piston
compression .................................................................................................................................. 97
Figure 5.16: Cross-section, lower bearing, key design details labeled ......................................... 98
Figure 5.17: 3D cross-section of the filler tube, key design details labeled ............................... List of Figures 100
Figure 5.18: 3D cross-section view of the filler tube with trapped gas illustrated ..................... 101
Figure 5.19: 3D view of the piston, spherical bearing installed, key features labeled ............... 101
Figure 5.20: 3D cross-sectional view of the shock strut outer cylinder, key features labeled .... 102
Figure 5.21: 3D cross-sectional view of the retract assembly, trunnion pins labeled ................ 103
Figure 5.22: Retract housing (bushed), key design features labeled .......................................... 104
Figure 5.23: 3D cross-section view, ACME retract nut, key design features labeled ................ 105
Figure 5.24: Retract assembly 3D exploaded view, key design features labeled ....................... 106
Figure 6.1: Wheel test configuration .......................................................................................... 109
Figure 6.2: Reflector tape positioning and wheel temperature measurement region shown ...... 110
Figure 6.3: Plot illustrating Test #1, the pre-spin of the spin-up machine, engaging the stationary
pod mounted wheel at 180 mph, and braking to stop at a decceleration rate of 0.6g ................. 111
Figure 6.4: Localized wear marking, followed by a trail-off effect, observed after Test #1 ...... 112
Figure 6.5: Thin polyurethane deposited on the aluminum fly-wheel observed after Test #2, wheel
deterioration increased under same loading and speeds ............................................................. 112
Figure 6.6: Shifting of the reflective tape caused by the expanding and contracting outer diameter
of the wheel after disengagement from the spin-up machine at 180 mph .................................. 113
Figure 6.7: Grease splatter and roller rotation evident as traced by the orange anti-rotation paint
..................................................................................................................................................... 114
Figure 6.8: Graph displaying the average load measured by the load cell as applied by the spin
machine, load spikes at initial contact encircled in red .............................................................. 114
Figure 6.9: Shock absorber gas spring verification initial, initial setup ..................................... 115
Figure 6.10: Shock absorber gas spring verification test, final setup ......................................... 116
Figure 6.11: HDWS full system test configuration (temperature sensors out of view) .............. 118
Figure 6.12: Example of torque paint (orange) applied, used to track loosening of the hardware
..................................................................................................................................................... 119 xii Figure 6.13: General pod mission profile inidcating key regions/events of interest (not to scale)
..................................................................................................................................................... 120
Figure 6.14: Graph of the data recorded during Test Case #4, with the HDWS subjected to 2.4g
acceleration and decceleration, key events labeled for clarity .................................................... 121
Figure 6.15: An example of typical wheel wear as shown after full systems testing ................. List of Figures 122
Figure 6.16: Dummy pod test bench, control system testing fixture with 200 lbm mobile dummy
mass to simulate shifts in CG...................................................................................................... 123 xiii List of Tables Table 3.1: Representative SpaceX pusher acceleration values (2016) [4] .................................... 28
Table 3.2: Levitation ride height comparison ............................................................................... 36
Table 4.1: Electric Motor assembly breakdown summary ........................................................... 44
Table 4.2: Electric Motor assembly breakdown summary ........................................................... 50
Table 4.3: Trailing Arm sub-assembly breakdown summary ....................................................... 51
Table 4.4: Shock Strut sub-assembly breakdown summary ......................................................... 55
Table 4.5: Retraction sub-assembly component breakdown summary ........................................ 56
Table 4.6: Torque Link sub-assembly component breakdown summary ..................................... 58
Table 5.1: Shock strut design standards and specifications referenced ........................................ 79
Table 5.2: Shock strut design tool developed by the author using equations derived in Currey [5]
....................................................................................................................................................... 85
Table 5.3: Key shock strut stroke position outputs (ideal gas law, isothermal assumption) ........ 85
Table 5.4: Shock strut gas spring design features and definitions per Currey [5] ........................ 87
Table 5.5: Shock strut mechanical design features and definitions .............................................. 91
Table 5.6: Piston detail design template, as defined in the author’s shock strut design tool ........ 93
Table 5.7: Piston rod dynamic seal gland dimensions, per Greene Tweed [59], based on SAE
AS4716B ....................................................................................................................................... 93
Table 5.8: Sample set of the Dynatool© program interface inputs required from the user ........... 95
Table 6.1: Gas spring test verification results vs. Dynatool© theoretical data ............................ 117 xiv Symbols 𝐴𝐵
Bearing area (projected)
𝐴𝑇
Tensile area
𝐴𝑝
Piston area
𝐴𝑠𝑐
Shear area
𝐹𝐴
Force applied or Axial force
𝐹𝑇
Tensile Force
𝐹𝑠
Static force (at static piston stroke)
𝐿𝐵
Bearing length
𝑃𝐵
Bearing pressure
𝑃𝑠
Static pressure (at static piston stroke)
𝜎𝑇
Tensile stress
𝜏𝑠
Shear stress
𝐴
Area
𝐶𝐻
Chamfer length
𝐹
Force
𝐼𝐷
Inner Diameter
𝑀
Moment
𝑂𝐷
Outer Diameter
𝑃
Pressure
𝑉
Volume
𝑊
Weight
𝑔
Gravity Force
𝑚
Mass
𝑟
Radius
𝑡
Thickness xv xv 𝑥
Cartesian coordinate
𝑦
Cartesian coordinate
Constants
𝜋
3.141592654
𝑔
9.81 m/s2 or 32.2 ft/s2
Abbreviations
2D
Two Dimensional
3D
Three Dimensional
AFT
Aft (rear) of an aircraft
AIA
Aerospace Industries Association
Al-Br
Aluminum Bronze
AlSi10Mg
Aluminum Silicon 10 Magnesium
AM
Additive Manufacturing
AMM
Additive Metal Manufacturing
ANSI
American National Standards Institute
ASME
American Society of Mechanical Engineers
BLDC
Brushless Direct Current
CAD
Computer Aided Design
CG
Center of Gravity
CRES
Corrosion Resistant (Steel)
DC
Direct Current
DMLS
Direct Metal Laser Sintering
EDS
Electrodynamic Suspension
EMS
Electromagnetic Suspension
FEA
Finite Element Analysis
FWD
Forward 1.1 Preamble In the summer of 2013, Elon Musk (Tesla, SpaceX) released a white paper proposing a 5th mode
of transportation: the Hyperloop [1]. He imagined levitating pods traveling through a low-pressure,
near-vacuum tube capable of achieving speeds more than 700 mph (1126 kph) while free of
significant air resistance. Consisting of multiple subsystems, Hyperloop pods are expected to
include either magnetic or air-bearing levitation as a primary suspension system during high-speed
travel, with the magnetic method leading most proposed designs [2]. For added safety and low-
speed travel, 100mph (160 kph), the Hyperloop pods should include a traditional deployable wheel
system, similar to an aircraft landing gear [1]. When realized, the Hyperloop is expected to be the
fastest form of ground transportation on Earth. Constants xvi GD&T
Geometric Design and Tolerancing
HDWS
Hyperloop Deployable Wheel System
ID
Inner Diameter
INBD
Inboard
ISO
International Standards Organization
LOI
Letter of Intent
LTL
Lower Torque Link
MLG
Main Landing Gear
MMPDS
Metallic Materials Properties Development and Standardization
NAS
National Aerospace Standards
NLG
Nose Landing Gear
OD
Outer diameter
OML
Outer Mold Line
P/N
Part Number
QTY
Quantity
RIHT
Ryerson’s International Hyperloop Team
RPM
Rotations per minute
SAE
Society of Automotive Engineers
SS
Stainless Steel
STOL
Short Takeoff and Landing
TPIS
Tire Pressure Indication System
U of T
University of Toronto
UTL
Upper Torque Link
VDC
Voltage-Direct Current
WOW
Weight on Wheels GD&T
Geometric Design and Tolerancing
HDWS
Hyperloop Deployable Wheel System
ID
Inner Diameter
INBD
Inboard
ISO
International Standards Organization
LOI
Letter of Intent
LTL
Lower Torque Link
MLG
Main Landing Gear
MMPDS
Metallic Materials Properties Development and Standardization
NAS
National Aerospace Standards
NLG
Nose Landing Gear
OD
Outer diameter
OML
Outer Mold Line
P/N
Part Number
QTY
Quantity
RIHT
Ryerson’s International Hyperloop Team
RPM
Rotations per minute
SAE
Society of Automotive Engineers
SS
Stainless Steel
STOL
Short Takeoff and Landing
TPIS
Tire Pressure Indication System
U of T
University of Toronto
UTL
Upper Torque Link
VDC
Voltage-Direct Current
WOW
Weight on Wheels xvii 1.2 The SpaceX Hyperloop Competition On June 15th 2015, Musk and company announced the SpaceX Hyperloop Competition I. The first
of its kind, the competition was created to accelerate the development of the Hyperloop but also
succeeded in generating public interest. The competition was divided into three main categories:
Design and Build (Pod Team), Conceptual Design Only (Pod Team) and Subsystem (Subsystem
Team). In support of the competition, SpaceX organized a design weekend (January 2016, Texas
A&M) and hosted the final pod race at their headquarters (January 2017, Hawthorne California). To facilitate the races and testing of key technologies, SpaceX built the world’s first Hyperloop
test track outside of their headquarters, a near vacuum tube running approximately 1.5 km (1 mile)
in length [3], [4]. Out of over 1000 student teams from all over the world, 124 were invited to the
Design Weekend at Texas A&M. One year later, in January 2017, 34 teams, comprised of
competitors and exhibitors, descended on SpaceX headquarters for the final pod races and product
demonstrations. 1 1 1.3 Ryerson’s International Hyperloop Team In September 2015, Ryerson’s International Hyperloop Team (RIHT), led by the author, submitted
a letter of intent (LOI) to compete in the SpaceX Hyperloop Competition I. By October 2015, our
team comprised of three graduate students and three advisors (industrial and academic), committed
to compete in the Subsystem category of the competition. In January 2016, RIHT joined 124
student teams from over 20 countries at the Texas A&M design weekend where we presented our
concept for a Hyperloop Deployable Wheel System (HDWS). Selected by the judges for the
“Subsystem Innovation Award”, the team spent the entirety of 2016 building a network of 20
sponsors, enabling the development, manufacturing, marketing and testing of our design. To
facilitate the increase in workload and to address the need for additional expertise, the team
expanded to 6 students and 5 advisors throughout 2016. In January 2017, our team presented 5
completed prototypes at the final phase of the SpaceX Hyperloop Competition in Hawthorne
California. 1.4 Research Motivation The author’s motivation to develop a deployable wheel system spun out of text in Musk’s Alpha
Document that reads the Hyperloop pod “may also include traditional deployable wheels similar
to aircraft landing gear for ease of movement at speeds under 100 mph (160 kph) and as a
component of the overall safety system” [1]. Considering the operational requirements,
environment, power sources available, and hypothetical geometrical constraints of the Hyperloop
transportation system, it became apparent that an-off-the-shelf landing gear or the like would not
be sufficient for this unique application. To use aspects of existing technologies and lessons
learned for a new design, a detailed literature and patent review of landing gear systems was
conducted. The works of Currey [5] and Conway [6], experts in the field of landing gear design,
provided many starting points for a new Hyperloop-suited design, particularly in the area of oleo-
pneumatic shock absorber design. However, these reviews also left many questions unanswered
(e.g. performance impacts of a system in near-vacuum conditions, active control stability, compact
design for small operations spaces). These items are not typically addressed in landing gear design
(although the author acknowledges the existence of the Space Shuttle landing gears). 2 One key challenge, as it relates to the Hyperloop, is associated with the kinematics required by the
design while ensuring performance requirements (e.g. smooth ride operations) are met. It is well
understood that some aircraft, helicopters and Hyperloop pods, have very limited space for housing
a deployable wheel system and/or landing gear. Prior patent art includes systems that attempt to
solve the problem by compressing the shock strut element of a landing gear prior to retraction,
and, thus, for the duration of stowage, such as presented in Churchill et al. [7]. These are commonly
referred to as shrink or contracting struts [5]. The closest viable solution came from Waide [8],
who proposed an electrically contracted shock strut, using a coaxial motor. However, in the
configuration proposed by Waide, the shock absorption portion of the system is impacted and does
not allow for desired energy dissipation (the purpose of such). Additionally, operational space
required by both Waide and Churchill et al.’s designs is likely too large to accomplish the space
saving goals imposed by the pod geometry. 1.4 Research Motivation To address the gap in available solutions, the Hyperloop Deployable Wheel System (HDWS) was
designed for emergency and low-speed travel, a necessary addition to future Hyperloop
transportation systems. Using an innovative, patent-pending deployable and retractable shock strut
[9], the system is operable within small spaces and employs advanced technologies and software
that enables the system to provide active height stabilization control and can be fitted with wheel
motors as well as regenerative braking capabilities [9]. 1.5 Key Objectives and Contributions The objective of the present thesis was to design and develop a deployable wheel system proposed
for Hyperloop pods. Using the functional requirements defined within Musk’s Hyperloop Alpha
document as a baseline, alongside historical and modern landing gear developments, the HDWS
was designed and developed. This process demonstrates how the many disciplines of engineering,
such as: strength of materials; statics; dynamics; compressible adiabatic & isothermal gas theory;
stress analysis; galvanic corrosion & material compatibility; tribology; cost versus weight;
computer aided optimization and program management, interact in a highly iterative design
process to develop the HDWS. The key objectives and contributions are to: 1. Investigate what requirements must be considered to develop a Hyperloop subsystem 3 2. Investigate the guidelines, requirements and constraints necessary to develop a deployable
wheel system for the Hyperloop and apply those to the creation of the HDWS 2. Investigate the guidelines, requirements and constraints necessary to develop a deployable
wheel system for the Hyperloop and apply those to the creation of the HDWS 3. Develop a baseline system architecture of a deployable wheel system for the Hyperloop 4. Address and discuss technical design challenges imposed by the environment of the
Hyperloop as they pertain to the developed HDWS system architecture 4. Address and discuss technical design challenges imposed by the environment of the
Hyperloop as they pertain to the developed HDWS system architecture 5. Provide a detail design overview of the developed HDWS system architecture for the
SpaceX Hyperloop Competition I 5. Provide a detail design overview of the developed HDWS system architecture for the
SpaceX Hyperloop Competition I 6. Present key tests performed on prototypes developed under the HDWS system architecture
and discuss future challenges and opportunities for future improvements The author’s contribution through the present research and development has led to a patent-
pending application, for the design of a “Deployable and Retractable Shock Strut,” filed with the
US Patent Office on April 26th, 2017. The application was sponsored by Safran Landing Systems
Canada Inc., the assignee. 1.6 Limitation of Current Work The current work is bound by the following limitations: 1. The five prototype Hyperloop Deployable Wheel Systems (HDWS) were not tested in a
near vacuum low-pressure environment due to logistical reasons. 1. The five prototype Hyperloop Deployable Wheel Systems (HDWS) were not tested in a
near vacuum low-pressure environment due to logistical reasons. 2. Time constraints within the framework of the SpaceX Hyperloop Competition often forced
prototype development shortcuts. Whenever present, short comings due to the time
constraints are addressed within this report. 3. Budget constraints typically drove a design-to-cost methodology. Consequently,
components were not optimized for weight savings, although savings were often realized
because of a system performance requirement or a key technology demonstration, such as
additive metal manufacturing. 4. For prototyping purposes of proving the basic operational concepts, production quality
materials and hardware were not used unless required to meet key performance drivers. 4. For prototyping purposes of proving the basic operational concepts, production quality
materials and hardware were not used unless required to meet key performance drivers. 5. The interface architecture was limited by available information (Fall 2015) on pod
geometry, layout etc. 4 2
Literature Review This chapter is intended to familiarize the reader with the Hyperloop concept, its major
components and the medium of pod transportation. The operational environment and constraints
imposed on the system are discussed. A brief section is dedicated to the fundamentals of aircraft
landing gear, providing necessary background terminology. Finally, background information on
the field of advanced aircraft landing gear system design is presented. Relevant information
discussed in this chapter, required to design the Hyperloop Deployable Wheel System (HDWS),
is then utilized in Chapter 3. 2.1 The Hyperloop There currently exists only four fundamental forms of transportation: planes, trains, ships and
automobiles. These modes of transport use air, rail, water and roads as a medium for operation. Proposed as the 5th mode of transport in 2013, the Hyperloop is conceptualized as a new, very high
speed, intercity transportation system [1], [2], [10]. At its core, the Hyperloop transportation
system consists of: a set of near-vacuum tubes running between cities, pods traveling through the
tubes transporting cargo and humans, and stations at the beginning and end of each route. As a result of sending pods through a self-contained low-pressure tube, the Hyperloop
transportation system is immune to wind, rain, ice and fog – weather elements that cause delays
or cancelations for every other form of transportation [1], [2], [10]. Acknowledging the potential
benefits of quiet supersonic air travel for longer distances, the proposal is intended for corridors in
the 900-mile (1500 km) range, such as the now infamous Los Angeles to San Francisco route [1]. As an open-sourced idea first proposed in 2013, various companies such as Hyperloop One [11],
Hyperloop Transportation Technologies [12] and Transpod [13] are working to bring the
Hyperloop to life in parallel to SpaceX’s Hyperloop Competition. 1.7 Thesis Outline This thesis report is divided into seven chapters, outlined as follows: This thesis report is divided into seven chapters, outlined as follows: Chapter 1 provides the backstory and motivation of this thesis. The contributions that are discussed
throughout the thesis are summarized and the limitations of the current work are stated. Chapter 2 contains a literature review of the relevant background information and theory that was
used to develop the present HDWS. Background information on the Hyperloop is presented to lay
the ground work for the interfacing systems and operational environment challenges. Research on
potential solutions is discussed, followed by a brief history of aircraft landing gears. Following the
literature review, Chapter 3 provides the product definition for the HDWS by highlighting key
functional requirements and performance goals, and defining the prototype’s development scope
within the SpaceX Hyperloop Competition framework. Chapter 4 develops the HDWS solution and breaks it down to the subsystem and component level
subject to the system architecture defined and highlighted in Chapter 3. Following the detailed
system overview, the detailed design of the deployable and retractable shock strut, a complex
interdisciplinary concept, is presented in Chapter 5. Chapter 6 outlines the experimental tests
performed on the HDWS prototypes. Qualitative and quantitative results are provided where
available. Finally, Chapter 7 concludes with a summary of the current work and proposed future work to be
considered. The author’s contributions, including co-authored conference papers and
presentations, are highlighted in list form. The appendices provide readers interested in design
details access to the associated part and assembly drawings, selected concept art, and a sample of
raw test data. 5 2.1.1 Pod Overview Key to the Hyperloop architecture is the use of pod structures to transport humans and cargo
through the near-vacuum low-pressure environment. Current configurations, as proposed by Musk 6 and developers, expect to transport up to 28 passengers per pod [1]. Because of the environment,
the pods are imagined by most, particularly in the aerospace industry, to have an aircraft fuselage
frame structure best suited for the cyclic loading induced by traveling between standard (station)
and low-pressure environments (tube). A typical pod shall use either passive magnets or air-
bearings for the primary suspension (or levitation) system. Both suspension systems have been
demonstrated. Hyperloop One has conducted successful tests on the passive magnetic system [14],
and student teams have recently demonstrated air-bearing levitation in the SpaceX Hyperloop
Competition II [3]. As originally proposed by Musk, current pod designs also use wheels as a
secondary mobility system for loading and unloading at stations as well as low-speed travel [14]. 2.1.2 Major Subsystems Breakdown Figure 2.1: Example of a Hyperloop passenger pod, subsystem notional locations (not to scale) [1] Figure 2.1: Example of a Hyperloop passenger pod, subsystem notional locations (not to scale) [1] A typical Hyperloop pod architecture, as illustrated in Figure 2.1, is considered to include, but is
not limited to, the following subsystems: A typical Hyperloop pod architecture, as illustrated in Figure 2.1, is considered to include, but is
not limited to, the following subsystems: 1) Life Support System: Pressurized air, collected and/or stored in onboard tanks, is required for
pressurized cargo and passengers. The design of pressurized section of the pod will be similar
to that of aircraft fuselage and or spacecraft [1]. A life support system should also be capable
of circulating air and provide a method of regulating temperature. 1) Life Support System: Pressurized air, collected and/or stored in onboard tanks, is required for
pressurized cargo and passengers. The design of pressurized section of the pod will be similar
to that of aircraft fuselage and or spacecraft [1]. A life support system should also be capable
of circulating air and provide a method of regulating temperature. 2) Onboard Power: The pods are proposed to run exclusively on electrical power. The various
capsule configurations are to include batteries, like the type used onboard the Tesla Model S,
for energy storage, which can be quickly swapped out and charged at each station [1]. 7 7 3) High-speed Levitation System: To achieve the high speeds proposed within the Hyperloop
architecture, the pod shall traverse the track using a low-friction interface to reduce the energy
required to sustain the speeds and provide a smooth ride [1]. The initial proposal called for air-
bearing (or air-cushion) based levitation, like an air-hockey table. However, more recent
concepts, like the one shown in Figure 2.2, have opted to use a more familiar magnetic
levitation source with the added penalty of larger drag forces at low speeds [15], [16]. 3) High-speed Levitation System: To achieve the high speeds proposed within the Hyperloop
architecture, the pod shall traverse the track using a low-friction interface to reduce the energy
required to sustain the speeds and provide a smooth ride [1]. The initial proposal called for air-
bearing (or air-cushion) based levitation, like an air-hockey table. 2.1.2 Major Subsystems Breakdown Hyperloop One has created a similar “proprietary electric propulsion system” that was first
successfully demonstrated in May 2016 [2]. Figure 2.3: Rotor and stator 3D diagram [1] Figure 2.3: Rotor and stator 3D diagram [1] 6) Braking System: Current pod designs propose the use of permanent magnets actuated by
electrical mechanical actuators, as a primary braking source. No clear secondary braking
system has been proposed, although this requirement has been recognized by those in the
industry for safety and future certification activities [2]. The author proposes that a secondary,
wheel-mounted braking system, for lower speeds, should be investigated. To design a subsystem for integration to a pod, it is important to understand the interdisciplinary
couplings inherent to the Hyperloop System [18]. Thus, a non-exhaustive list of key subsystems
has been presented. Information gathered from the present summary, such as the pod’s proposed
reliance on electrical power, begs one to consider the available resources at hand when proposing
a Hyperloop wheel system design. 2.1.2 Major Subsystems Breakdown However, more recent
concepts, like the one shown in Figure 2.2, have opted to use a more familiar magnetic
levitation source with the added penalty of larger drag forces at low speeds [15], [16]. Figure 2.2: Hyperloop One’s test “sled” is shown to include (1) magnets for levitating and (2) a
rudimentary wheel system in tow [14] Figure 2.2: Hyperloop One’s test “sled” is shown to include (1) magnets for levitating and (2) a
rudimentary wheel system in tow [14] 4) Low-speed Levitation System: For low-speed travel less than 100 mph (160 kph), loading
passengers and cargo at stations, and as a component of the overall safety system, a deployable
wheel system, similar to an aircraft landing gear is included [1], [17]. As recently shown in
July 2017, Hyperloop One’s test sled (Figure 2.2) is shown to incorporate a rudimentary
retractable wheel system. 5) Propulsion System: The Hyperloop will use an advanced linear motor, suitable for operation
within a vacuum and capable of dissipating generated heat. The linear motor proposed by Musk
[1] is being developed to accelerate the pod at speeds approaching 760 mph (1220 kph) at a
maximum of 1g acceleration to ensure passenger comfort. Musk proposes to equip the rotor
(or moving element) on the pod, and the stator (stationary motor element) to the tube structure. 5) Propulsion System: The Hyperloop will use an advanced linear motor, suitable for operation
within a vacuum and capable of dissipating generated heat. The linear motor proposed by Musk
[1] is being developed to accelerate the pod at speeds approaching 760 mph (1220 kph) at a
maximum of 1g acceleration to ensure passenger comfort. Musk proposes to equip the rotor
(or moving element) on the pod, and the stator (stationary motor element) to the tube structure. 5) Propulsion System: The Hyperloop will use an advanced linear motor, suitable for operation
within a vacuum and capable of dissipating generated heat. The linear motor proposed by Musk
[1] is being developed to accelerate the pod at speeds approaching 760 mph (1220 kph) at a
maximum of 1g acceleration to ensure passenger comfort. Musk proposes to equip the rotor
(or moving element) on the pod, and the stator (stationary motor element) to the tube structure. 8 Hyperloop One has created a similar “proprietary electric propulsion system” that was first
successfully demonstrated in May 2016 [2]. 2.1.3 The Tube System The tube system, shown in Figure 2.4, is comprised of large, partially evacuated (0.015 psi or 100
Pa) steel tubes mounted on support pillars. Steel has been the common choice among Hyperloop
tube developers for its low cost and weldability. Although two Hyperloop tube systems are
currently in operation, no “final size” for the tube has been selected. A recent study in 2015, 9 conducted by a group of researchers at NASA’s Glen Research Center, indicated that the required
tube size is highly dependent on the pod geometry required and the intended speeds to travel [18]. Thus, this may be a route-specific decision. Figure 2.4: Artist rendering of a Hyperloop tube cutaway equipped with solar arrays [1] Figure 2.4: Artist rendering of a Hyperloop tube cutaway equipped with solar arrays [1] The tube support columns, to be made of reinforced concrete, will be equipped with specially
designed slip joints to combat thermal expansion [1]. Hyperloop One recently announced that they
will be incorporating “isolators and dampers” to limit the effects of earthquakes [2]. The tube support columns, to be made of reinforced concrete, will be equipped with specially
designed slip joints to combat thermal expansion [1]. Hyperloop One recently announced that they
will be incorporating “isolators and dampers” to limit the effects of earthquakes [2]. 2.1.4 SpaceX Hyperloop Tube System In support of the SpaceX Hyperloop Competition, SpaceX built a one-mile long, six-foot in
diameter Hyperloop tube system (see Figure 2.5), located at SpaceX headquarters in Hawthorne,
California. The tube is lined with concrete base on which aluminium (Al 6101) track plates and an
aluminium I-beam are fixed [3]. SpaceX claims that the Hyperloop system developed is
approximately half scale, when compared to the eventual production size [19]. Since the present
work was originally designed at scale for the SpaceX Competition, the specifications of the
tube/track, referenced for the author’s design in Chapter 3, correspond to the SpaceX Hyperloop
tube system. 10 Figure 2.5: Image of the SpaceX Hyperloop sub-scale test track, image taken January 2017 Figure 2.5: Image of the SpaceX Hyperloop sub-scale test track, image taken January 2017 2.2 Hyperloop Pod Operation Environment In addition to understanding the interdisciplinary interactions between subsystems within the pod
architecture while developing a deployable wheel system, an understanding of the external
operational environment must be understood and quantified when necessary. 2.2.2 High-speed Operation The Hyperloop pod will theoretically travel at speeds of up to 760 mph (1,220 kph, Mach 0.99 at
68 ºF or 20 ºC) [1]. These speeds, not yet achieved during Hyperloop testing [14], are capable of
being reached in part due to the passive magnetic or air bearing levitation systems. That is, at high
speeds, conventional wheel and axle systems, like on a car or landing gear, become impractical
due to high frictional losses and dynamic instability [1]. A reader familiar with aircraft landing
gear design can appreciate that the instability of a wheeled system at high speeds can result in
shimmy loading [5]. Liu et al. [21], published authors in the art of Maglev train design, have also
indicated the extreme wear and tear from the frictional loading between wheels on rails at high
speeds. This may also lead to accelerated equipment deterioration. Since a wheel system designed for the Hyperloop may be required in high-speed emergency
situations, a system shall be designed with consideration of all the above aspects. Particularly, one
can now appreciate another reason for the retractability of a wheeled system. That is, a fixed
system, constantly cycling through touch-and-go loading due to changes in magnetic and air
levitation distances, may cause premature wear, especially at high speeds. 2.2.1 Low-pressure Environment The pod will be subjected to cyclic pressure loading as it transitions from the pressurized stations
(14.7psi or 101.3kPa) to the low-pressure tube (0.015 psi, or 100 Pa). In emergency situations, the
rate of depressurisation, due to a tube breach or leak, would be uncontrolled. Regardless, it will be
necessary to design the pod frame to withstand this pressure loading. If a deployable wheel system
is to use a typical pneumatic tire/wheel configuration, the pressure changes must be accounted for
or an alternate “tire” material, perhaps unpressurized, must be selected. However, the loading due
to pressure is only one consequence of a low-pressure tube. Another critical factor imposed on the design of the pod and its non-pressurized subsystems, like
a deployable wheel system, is the effects of outgassing. Outgassing is the release or evaporation
of gases that were trapped, dissolved or absorbed in a material [20]. Thus, the design engineer 11 must be cautious of selected lubricants, adhesives and even materials that can be prone to
outgassing. Gases omitted from materials within the vacuum have the potential to contaminate and
sometimes cloud optical sensor equipment. The tendency of a material to evaporate is defined by
its volatility [20]. This becomes a critical design element when considering the lubrication of joints
and the seizing thereof after a long period of outgassing. The design of the HDWS proposes
methods to reduce and eliminate the possibility of seizure at all rotational wear surfaces, as
discussed further in Chapter 3. 2.2.3 Thermal Management As noted by Musk [1] and Chin et al. [18], each pod passing through the tube adds energy to the
surrounding low-pressure air in the form of heat. When the frequency of pod launches is
considered, the heating of the overall environment becomes non-trivial. Thus, in the absence of
normal atmospheric pressure, and the circulation thereof (convective cooling), a significant 12 medium for heat dissipation is lost [1]. Consequently, when designing subsystems, such as a
deployable wheel system, the thermal management must be considered and addressed. medium for heat dissipation is lost [1]. Consequently, when designing subsystems, such as a
deployable wheel system, the thermal management must be considered and addressed. 2.3.1 A Brief History Landing gears support the entire weight of the aircraft during takeoff, landing and ground
operations [22]. They are designed to endure the harsh loading conditions at touchdown and ensure
a soft and safe landing. Because of this, one author refers to landing gears as “the essential
intermediary between the aeroplane and catastrophe” [6]. According to Currey [5], the first aircraft to use wheeled landing gears appeared shortly after the
Wright Brothers’ first flight in 1903. However, it wasn’t until World War II that aircraft began to
adopt a more recognizable architecture. The addition of shock absorbers, a key component of
modern landing gear, became necessary as aircraft weight and rate of descent (sink) speeds
increased while runways surfaces became harder and wartimes demanded performance on uneven
terrain. These shock absorption designs included modern oleo-pneumatic (oil and gas) struts in
addition to less common rubber blocks, compression springs, and liquid springs, to name a few
[5]. In parallel, as aircraft technologies advanced and enabled higher flight speeds, the retractable
landing gear became a popular method to improve aerodynamic efficiency. Nowadays, modern aircraft utilize state-of-the-art landing gears equipped with numerous and
typically complex systems such as steering, electrically operated composite brakes, hydraulic
extension and retraction actuators in addition to complex electrical sensing and control
instrumentation. It is important to note that not all landing gears use wheels – some use skis, while others that land
on water use pontoons. However, the subject of this thesis is closely related to retractable wheeled
landing gears so other concepts are omitted for brevity. For more detailed information regarding
the history of landing gear, wheeled and otherwise, reference [5], [6] and [22] provide a great
starting point. 13 2.3.2 Key Components and Configurations This thesis presents a novel solution to retain the benefits of a trailing arm configuration, shown
in Figure 2.7, while at the same time achieving better retraction architecture for the Hyperloop
pod. To appreciate the new approach, common landing gear components are briefly defined next
to equip the reader with basic landing gear terminology. 2.3.2 Key Components and Configurations Landing gear architecture is constantly evolving to meet the needs of each new aircraft’s unique
performance requirements. Early configurations, such as those seen in World War I, made use of
a tail gear arrangement (Figure 2.6) with the main landing gear (MLG), fixed, or, in later years,
retractable, located forwards of the aircrafts center of gravity (CG). Consequently, this required
support in the tail from a third wheel [22]. Later, during World War II, as aircraft achieved higher
speeds, the retractable landing gear in a tricycle configuration became a popular method to reduce
parasite drag and improve aerodynamic efficiency at high speeds. These configurations typically
consisted of a single nose landing gear (NLG) at the front and at least two MLGs slightly aft of
the aircraft CG [5]. In all cases, landing gears are attached to rigid primary structural elements –
typically wing spars, and the fuselage structure (nose and mid) are primary candidates. The most
relevant designs to the current subject are wheeled configurations. Figure 2.6: Tail wheel configuration landing gear on a STOL Maule MX-7-235 Super Rocket Figure 2.6: Tail wheel configuration landing gear on a STOL Maule MX-7-235 Super Rocket The development of landing gear kinematics and part geometries were discovered to be
interdependent during the design process. Since landing gear designs are heavily centered on their
retraction and extension capabilities, landing gear was used as a baseline for the HDWS
conceptualization, rather than attempting to adapt fixed wheel/tire configurations on cars and
trains. After reviewing existing architectures, the author chose to closely mimic that of an aircraft
trailing arm MLG, an example of which is shown in Figure 2.7. However, a distinct feature of this
concept is the requirement of an inboard swinging action for retraction – an action that would be
logistically difficult within a Hyperloop pod design space, if only because of its proximity to the
ground (sub-track). 14 14 Figure 2.7: General arrangement of a retractable MLG Trailing arm configuration [23] Figure 2.7: General arrangement of a retractable MLG Trailing arm configuration [23] This thesis presents a novel solution to retain the benefits of a trailing arm configuration, shown
in Figure 2.7, while at the same time achieving better retraction architecture for the Hyperloop
pod. To appreciate the new approach, common landing gear components are briefly defined next
to equip the reader with basic landing gear terminology. 2.3.3 Common Components It is fair to say that most landing gears, at least within similar classes of aircraft, use very similar
design features and components. Landing gears typically consist of the following key components
[22]: Shock Absorber – Referred to by Currey as “usually the most complex part of the landing gear,”
the shock absorber (or shock strut) is designed to dissipate energy during taxi, landing and takeoff
[5]. The most common modern configuration is oleo-pneumatic with damping to limit the piston’s
rate of motion and avoid spring back effects [24]. The shock absorber is typically used as a main
structural member, interfacing with the aircraft frame in NLG configurations, subject to bending 15 loads, or as an axially loaded member of the MLG trailing arm configuration, shown in Figure 2.7. The design of the shock absorber for the present work is covered in Chapter 5. Main Fitting – In MLG configurations, the main fitting or “trunnion leg” as shown in Figure 2.7
is the primary interface between the landing gear and the aircraft. A main fitting is typically
rotationally mounted via oppositely disposed trunnion pins as can be seen at the top left section of
Figure 2.7. Trailing Arm – In MLG configurations, the trailing arm acts as a lever arm, connected to both the
shock strut assembly and main fitting through pinned sockets or lugs. Typically, trailing arms are
subject to tension loading and are designed to resist torsion induced at landing, during taxi and
otherwise. Generally, the trailing arm is designed to ensure only axial loading is transferred to the
attached shock strut. It is further noted, as added value to the author’s present work, that the trailing
arm configuration is highly stable at landing and taxiing due to its lever arm configuration. Geometrically, referring to Figure 2.7, the vertical wheel axle travel (VAT) and the travel (stroke)
of the shock absorber piston are not the same. This allows for energy absorption through relatively
large displacements at the axle, compared to the direct 1:1 relationship in cantilever shock struts
like the NLG configuration previously discussed. Drag and/or Side Brace Arm – Drag and/or side brace arms are often required as additional load
bearing members. Some larger aircraft with higher loading and longer main fitting/shock strut
members tend to incorporate both drag and side braces (see Figure 2.7) in their design for added
stability and load carrying capacity. 2.3.3 Common Components Steering Systems – Used almost exclusively on NLG architectures, landing gears can be equipped
with either rack and pinion or tandem actuator steering subsystems. As a steering system was not
considered in the present work interested readers are referred to Currey [5] who provides an
excellent detailed overview into steering system designs and their operation. Wheels and Brakes – Landing gear are typically equipped with specially designed pneumatic
aircraft tires. Most gears, typically the MLG, contain carbon or steel brakes, actuated either by
hydraulic or electrical means. Retraction Mechanism– The retraction of a landing gear is generally accomplished, in part or
wholly, by a retraction actuator disposed between the landing gear structure and the airframe. 16 These systems typically operate using hydraulic fluid supplied throughout the aircraft. As can be
found in various patents the design of electric or hybrid retraction actuators is an ongoing subject
of interest. Feedback Sensor Equipment – Weight on Wheel (WOW) sensors are common main stay
alongside tire pressure indication systems (TPIS) and steering feed-back transducers. As landing
gears become more and more electric, there is likely to be a demand for increased sensor presence,
including health monitoring. 2.4 Existing Patents A patent search was conducted to find state-of-the-art landing gear retraction systems, shock strut
designs, and kinematic layouts suited for tight spaces. The review revealed that the subject of
“contracting” the shock absorber prior to retraction, but retaining a separate traditional retract
actuator, is frequently addressed. These “shortening” or “contracting” mechanisms frequently
provided excellent solutions for cantilever type landing gears, such as an NLG and canted MLG
configuration. In some cases, as presented by Sharples [25], designs enable a kneeling function
that is useful for helicopters and military transports. Mostly, however, the goal is to ensure the
landing gear would fit inside the allotted stowage volume in the aircraft. Churchill et al. [7]
presented a configuration that is capable of retracting and extending the shock strut piston into the
outer cylinder by transferring pressurized hydraulic fluid into a shrink chamber, resulting in an
overall lengthening and shortening of the shock strut. Although this provides a potential means for
saving space when stowed, it relies on external pressurized hydraulic fluid sources, which would
not be available on Hyperloop pods. Sharples [25] presents a tempting solution (Figure 2.8) to not only shrink the effective length of
the shock strut, but also to retract it into the aircraft using a ball screw and ball nut guide, both
externally mounted. The design uses both electric power (for retraction) and hydraulic fluid
pressure (for contraction) ported from the aircraft. The adaptation and detail design of the proposed
architecture would require the addition of a hydraulic reservoir and a significant portion of vertical
space in a pod frame design. The use of a screw and nut for retraction will eventually be adopted,
in another form, by the author. 17 Figure 2.8: Sharples kinematic retraction configuration (left) with a cutaway of the contractive shock
strut (right), shown as items 11 and 25 in the kinematic configuration (left) [25] Figure 2.8: Sharples kinematic retraction configuration (left) with a cutaway of the contractive shock
strut (right), shown as items 11 and 25 in the kinematic configuration (left) [25] In another patent, Veaux et al. [26] provided a different approach, internalizing the contraction
mechanism of the shock strut. In one embodiment, shown in Figure 2.9, the design integrates an
electric motor into the bottom of a modified shock strut piston. 2.4 Existing Patents Using a rotating internal ball screw
shaft and a fixed internal ball nut, the total length of the landing gear strut can be adjusted to
modify the attitude of the airplane. This procedure is to be done when stationary or at low speeds
without affecting internal gas spring properties. In its current embodiment, this concept does not
aid in the act of retraction, nor in any appreciable shortening and may in fact add to the overall
length of such strut by design. Furthermore, a large internal diameter is required to house the
motor, the size of which is typically a function of the required torque output. In another patent, Veaux et al. [26] provided a different approach, internalizing the contraction
mechanism of the shock strut. In one embodiment, shown in Figure 2.9, the design integrates an
electric motor into the bottom of a modified shock strut piston. Using a rotating internal ball screw
shaft and a fixed internal ball nut, the total length of the landing gear strut can be adjusted to
modify the attitude of the airplane. This procedure is to be done when stationary or at low speeds
without affecting internal gas spring properties. In its current embodiment, this concept does not
aid in the act of retraction, nor in any appreciable shortening and may in fact add to the overall
length of such strut by design. Furthermore, a large internal diameter is required to house the
motor, the size of which is typically a function of the required torque output. 18 Figure 2.9: An illustration provided in Veaux et al. illustrating a motor and gearbox assembly embedded
into the lower half of a piston to lengthen the strut [26] Figure 2.9: An illustration provided in Veaux et al. illustrating a motor and gearbox assembly embedded
into the lower half of a piston to lengthen the strut [26] Another variant on an internally integrated screw shaft, nut and motor system is proposed by
Currey and Renshaw [27]. This configuration, proposed for short takeoff and landing (STOL)
vehicles, allows for a considerable amount of lengthening and shortening and thus provides a
means for vehicle attitude adjustment. As with the design of Veaux et al. [26], Currey and
Renshaw’s design is not capable of providing a decreased storage length. 2.4 Existing Patents It does however include
a clever variance in the design – a rotating ball nut and a fixed lead screw by means of an adjacent
torque rod, shown in Figure 2.10. 19 Figure 2.10: An illustration of the design proposed by Currey and Renshaw [27] Figure 2.10: An illustration of the design proposed by Currey and Renshaw [27] Waide [8] presents a landing gear, developed for use in helicopters, that enables small space
operation, planner motion (advantageous for the Hyperloop design), electrical operation and even
active stabilization capabilities. Although the overall kinematic system of the design by Waide,
shown in Figure 2.11 is far more advantageous than the traditional inward swinging MLG
retraction, the gear still occupies a considerable vertical stowage space within the aircraft body. One familiar with the art of shock strut design will note that the system exhibits a questionable
interference with the internal shock strut geometry, due to the space allocated for the lead screw
rod, shown in Figure 2.12, that would prohibit adequate gas spring properties (mainly pressure
over area), drive a large internal shock strut diameter, and limit the integration of dampening
features. 3
Product Definition and Preliminary Design In Chapter 2 the reader was introduced to the Hyperloop transportation system concept and
received a breakdown of its major components and subsystems. The author’s review and
understanding of the operational environment along with its challenges were addressed and will
be frequently referenced throughout the remainder of this thesis. Further, a brief overview of
aircraft landing gear and a patent search regarding innovative retraction and shock absorbing
configurations were presented. As will be discovered in the present chapter, these subjects together
provide a necessary background to appreciate the author’s Hyperloop Deployable Wheel System
(HDWS) design. This chapter outlines the product definition for the HDWS, including an overview of the system
architecture and kinematic arrangement. This will provide the basis of knowledge required to
appreciate the detailed component discussions in Chapter 4 and Chapter 5. A component definition
scheme is presented and partially illustrated using a product structure tree – an essential tool in
organization of a design project. Lastly, the design process followed for the present development
is summarized. 3.1 Precondition: Why Wheels? As discussed in Chapter 2, the Hyperloop pod may utilize magnetic or air-bearing levitation to
enable high speed travel without frictional losses. The necessity of an additional system, in the
form of a wheeled system, will now be affirmed. 2.4 Existing Patents 20 Figure 2.11: An image (left) illustrating key components and with the advantageous kinematic
architecture displayed (right), proposed by Waide [8] Figure 2.11: An image (left) illustrating key components and with the advantageous kinematic
architecture displayed (right), proposed by Waide [8] Figure 2.11: An image (left) illustrating key components and with the advantageous kinematic
architecture displayed (right), proposed by Waide [8] Figure 2.12: Two possible configurations of a retractable shock strut, proposed by Waide [8] Figure 2.12: Two possible configurations of a retractable shock strut, proposed by Waide [8] 21 Generally, the design proposed by Waide [8] introduces undesirable load paths highlighted by: • A long, slender, loaded lead screw rod, that when subject to axial loading, could tend to buckle
• A configuration that allows direct axial load transfer through the motor gear shaft • A long, slender, loaded lead screw rod, that when subject to axial loading, could tend to buckle
• A configuration that allows direct axial load transfer through the motor gear shaft • Anti-rotation using an internal sliding rod linked directly to the shock strut piston, fixed to a
trailing arm with a spherical bearing (this is not a good design, spherical bearings cannot react
torque) The designs’ clear optimization of shock strut dead length (the limiting of unused volume),
kinematic simplicity and reduction in part count (no side brace, no separate retraction actuator) are
acknowledged. The designs’ clear optimization of shock strut dead length (the limiting of unused volume),
kinematic simplicity and reduction in part count (no side brace, no separate retraction actuator) are
acknowledged. The proposed shock strut configuration for the design of the HDWS, to be discussed in subsequent
chapters, addresses the specific volumetric constraints and retraction/extension requirements
imposed by Hyperloop pod and tube geometry and thus provides a clear benefit over the
configurations mentioned here. 22 22 3.1.1 Air Levitation Pod A Hyperloop pod relying on air-bearing levitation, as defined by Musk [1], uses compressed air
ejected through pod-mounted skis to enable the pod levitation. During a typical journey, the pod
replenishes onboard air storage tanks with compressed air received through the intake compressor
mounted at the front of the pod. However, when at rest, such as in a station, it is not reasonable for
a pod to use the stored air to maintain levitation as it awaits passengers and cargo. Further, if air-
levitation is to be used because of the efficiencies at high speed (no rolling friction or excessive 23 wear), then why not utilize a wheeled system for low-speed and tight turns, as proposed by Musk. Further, if a pod is to rely on compressed air for levitation, what happens if there is a failure in the
air supply system? As proposed by Musk [1] in the Alpha document, the Hyperloop shall utilize a
retractable wheel system to increase the safety of the pod. 3.2 Former University of Toronto Partnership In Spring 2016 the author established a partnership with the University of Toronto (U of T)
Hyperloop pod team to install four deployable wheel systems. Therefore, the original design,
submitted to SpaceX in January 2016, was scaled down in size to better suit the U of T
configuration. Thus, a large portion of the work presented in the following sections has been
completed utilizing information provided by the U of T team, which influenced the design of the
system’s kinematics (Section 3.5.2) and shock strut gas spring design (Chapter 5). In the summer
of 2016, the U of T withdrew from the competition but the author’s present embodiment of the
HDWS remains developed with information exchanged throughout that time. 3.1.2 Magnetic Levitation Pod Hyperloop pods using passive magnetic levitation have been successfully demonstrated in the
SpaceX Hyperloop Competition [3] and by industry leader Hyperloop One [14]. This arrangement
uses permanent magnets fixed to the Hyperloop pod, typically on externally mounted pod skis,
which when translated along a conductive sheet at high speeds (aluminum sub-track) induces a
current in the sub-track and generates an opposing magnetic field. The magnetic field generated
by the relative motion between the pod and the conductive sub-track causes a repulsive force,
lifting the vehicle. This method, however, is not novel and falls under a specific category of
Maglev known as electrodynamic suspension (EDS) which has been demonstrated by engineers
in Japan [28]. The permanent magnetic EDS system is passive and thus does not require a constant
power source like the most common Maglev technology, electromagnetic suspension system
(EMS). Using a Maglev based EDS system would ensure that a failure in the pod’s propulsion
system would not cause the pod to fall onto the track instantly. This contrasts with EMS that
requires a constant power to maintain levitation and would require a back-up power source to
ensure levitation is maintained in case of a power failure [21]. A drawback to the EDS passive magnetic approach is that the induced current on the conductive
sub-track results in a magnetic drag force. The drag force has been recorded in literature to increase
with speed until it reaches a peak value and is then slowly decreased as the speed increases [29]. A plot of the normalized force from the EDS Maglev is shown in Figure 3.1 with respect to
translational velocity. As an added result, the passive EDS system cannot levitate the Hyperloop
pod at a station and can only levitate the pod at sufficiently high speeds, about 94 mph (150 kph)
[21]. Consequently, a Hyperloop pod equipped with passive magnetic levitation should use wheels
at rest and when accelerated, like an aircraft, as suggested for EDS Maglev configurations by He
et al. [28] and Paudel [29]. 24 Figure 3.1: Normalized force of the EDS Maglev plotted against translational velocity [29] Figure 3.1: Normalized force of the EDS Maglev plotted against translational velocity [2 3.3 Design Objectives The main objective of this work was to design and develop a wheeled suspension system that
operates in tandem with the proposed air bearing or passive magnetic levitation systems. The
system shall be primarily designed to operate at low speeds within the tube environment defined
in Chapter 2, be retractable to minimize drag, and act as a component of the overall safety system. 25 A goal was to consider as many key design drivers as possible throughout development to ensure
a scalable and complete solution is presented. Using the functional requirements defined within
Musk’s Hyperloop Alpha document as a baseline, alongside historical and current landing gear
development literature, the HDWS was designed and developed. The specific objectives targeted throughout the design and development of the HDWS are as
follows: The specific objectives targeted throughout the design and development of the HDWS are as
follows: 1) Develop a prototype wheeled system capable of operating nominally at 180 mph (290 kph) to
ensure that it can operate at predicted max speeds, in case of emergency, within the SpaceX
pod competition framework (lower max speeds) 2) Ensure that the deployment of the wheel system limits the direct transfer of load and vibrations
throughout the vehicle using a shock absorber (+ damper if required) 3) Develop a system with advantageous kinematics that is scalable and operable in the least
amount of volume possible 4) Develop a system that is electrically powered (no requirement for the porting of pressurized
fluids) and thus compatible with known pod power supplies (e.g. lithium-ion batteries) 5) Develop a system that is simple to integrate, preferably two mounting points 6) Ensure that a wheel system is capable of retracting and extending quickly, a key feature in an
emergency scenario 7) Address the issues presented by near-vacuum operation (e.g. outgassing) 8) Design a common wheel system that can be duplicated and distributed throughout the pod with
minimal modifications required for left-hand, right-hand, front and back installations 9) Identify and investigate key weight saving opportunities since a wheeled system is “dead
weight” during most of regular vehicle operation 9) Identify and investigate key weight saving opportunities since a wheeled system is “dead
weight” during most of regular vehicle operation 3.4 Product Development Guidelines and Constraints At present time, no regulatory body has been established to govern the certification requirements
for the Hyperloop and its various subsystems. Consequently, the author’s present work has used a
combination of aircraft landing gear industry design standards, examples of performance 26 guidelines found in literature, and the information contained within the SpaceX competition tube
specifications [4] and competition rules manual [19]. guidelines found in literature, and the information contained within the SpaceX competition tube
specifications [4] and competition rules manual [19]. 5) All high-pressure gas systems shall have vent and relief valves [19]. 3.4.1 Design Constraints The HDWS was subject to extreme space constraints imposed by the U of T pod configuration. That is, the HDWS was to operate within a 20-in by 20-in box, as imposed on a side view of a pod
layout, shown in Figure 3.2. Furthermore, the wheel system was to be fully compatible with the
SpaceX test track as outlined in the SpaceX Tube Specification [4] and partially illustrated in
Figure 3.3. Based on the width of the aluminum sub-track, shown Figure 3.3, the HDWS was
designed to fit within the maximum sub-track engagement width of 12-in. Figure 3.2: A 2D side view of a Hyperloop pod with the HDWS positioned, not to scale Figure 3.2: A 2D side view of a Hyperloop pod with the HDWS positioned, not to scale Figure 3.2: A 2D side view of a Hyperloop pod with the HDWS positioned, not to scale The following design constraints and guidelines are presented as follows: The following design constraints and guidelines are presented as follows: 1) The HDWS shall be operable within the volume provided by the mating pod, using
approximated values selected by the author in consultation with the U of T Pod team (L=20-
in, W=12-in, H=20-in). 2) Designs shall be compatible with the SpaceX tube (sub-track) structural tolerances, defined by
the SpaceX Hyperloop tube specification [19]. 3) All components shall maintain structural safety factors (SF). SpaceX specifies a SF of 2.0 for
reasonable load cases (e.g. acceleration, deceleration, pressure) [19]. 4) All compressed gas shall be limited to pressures of 4,000 psi (27.6 MPa) [19]. 5) All high-pressure gas systems shall have vent and relief valves [19]. 27 6) Flow directions through vent and relief valves shall be oriented for the safest possible outcome
in the event of a pressure burst [19]. 6) Flow directions through vent and relief valves shall be oriented for the safest possible outcome
in the event of a pressure burst [19]. Figure 3.3: Partial cross-section view of the SpaceX Hyperloop sub-track interface, dimensions shown in
inches, with reference to the specification [4] Figure 3.3: Partial cross-section view of the SpaceX Hyperloop sub-track interface, dimensions shown in
inches, with reference to the specification [4] 3.4.2 Performance Constraints and Guidelines 1) The HDWS shall be designed to operate under the accelerations highlighted in Table 3.1,
provided by SpaceX, for the purposes of the Hyperloop competition. The HDWS shall be
tested under these conditions, where possible, prior to initial full pod testing and integration. Table 3.1: Representative SpaceX pusher acceleration values (2016) [4] Pod Mass (kg)
Pod Mass (lbm)
Pod Acceleration (g)
250
550
2.4
500
1100
2.0
750
1650
1.7
1000
2200
1.5
1500
3300
1.2
2000
4400
1.0
2500
5500
0.9
3000
6600
0.8
4000
8800
0.6
5000
11000
0.5 28 2) A wheeled system shall perform nominally when subject to the Hyperloop system operating
pressures ranging from 14.7 psi (101.3 kPa) to 0.15 psi (100 Pa) as per the alpha document [1]
and tube specifications [4]. 2) A wheeled system shall perform nominally when subject to the Hyperloop system operating
pressures ranging from 14.7 psi (101.3 kPa) to 0.15 psi (100 Pa) as per the alpha document [1]
and tube specifications [4]. 3) A wheeled system shall be nominally operable, at a minimum, at sustained speeds between 0-
100 mph (0-160 kph) as specified per the alpha document [1]. 3) A wheeled system shall be nominally operable, at a minimum, at sustained speeds between 0-
100 mph (0-160 kph) as specified per the alpha document [1]. 4) While deployed, a wheeled system’s operation shall ensure that the pod and any externally
mounted features (e.g. air-bearing skis) do not contact the SpaceX tube sub-track 5) A wheel system should deploy to an agreed upon position (agreed between the supplier and
pod manufacturer) within a “reasonable time” to assist in a “levitation loss” emergency
scenario. The retraction speeds shall be determined in the same manor and the following
discussion points are now offered. a. A “reasonable time” shall be defined based on future pod emergency scenario analysis b. As a reference, Currey [5] notes that U.S. Navy aircraft require that the gear “shall be
retractable in no more than 10s” and “extensible in less than 15s” 3.4.3 Material and Lubrication Guidelines passivation shall be performed on all corrosion resistant steel (CRES) components [37]
e. other methods of surface protection, as available, shall be used to satisfy material
compatibility as per the galvanic tables [32] and to protect from natural corrosion 4) Material selection shall be selected based on the desired end-form and function (e.g. a bronze
based material shall be used in a rotating and wear surface due to its low friction interaction
with aluminum and steel) [5]. 4) Material selection shall be selected based on the desired end-form and function (e.g. a bronze
based material shall be used in a rotating and wear surface due to its low friction interaction
with aluminum and steel) [5]. 5) Wherever possible, corrosion resistant steel, passivated, shall be the preferred choice of steel,
especially for pins and sealing surfaces [5]. 6) Bushings shall be procured and designed using CRES or bronze based materials only, as is the
typical standard in the industry [5]. 7) Lubrication used shall be certified for use in a vacuum, ensuring lubricative properties are
retained. Consideration shall be given to lubrication forms such as: a. Dow Corning® high-vacuum silicone grease [36] b. Self-lubricating liners, such as KamaticsRWG’s KAron® [31] As a final note, it is important to recognize that above guidelines should be satisfied for the
development of a production grade HDWS product. However, the present work, due to budgetary
reasons, could not always use the optimal materials to meet the above guidelines. 3.4.3 Material and Lubrication Guidelines The material and lubrication used for the HDWS were based on standard material and tribology
practices, specifically those defined in the aircraft design industry. Based on this information, and
the information presented in Chapter 2 regarding the effects of outgassing, the following
requirements and guidelines were established: 1) Material strength properties, specified by part suppliers and the Metallic Materials Properties
Development and Standardization (MMPDS-07) handbook [30], shall be observed, including:
a. static yield pressures 𝜎𝑌𝑆 1) Material strength properties, specified by part suppliers and the Metallic Materials Properties
Development and Standardization (MMPDS-07) handbook [30], shall be observed, including:
a. static yield pressures 𝜎𝑌𝑆 1) Material strength properties, specified by part suppliers and the Metallic Materials Properties
Development and Standardization (MMPDS-07) handbook [30], shall be observed, including: Development and Standardization (MMPDS-07) handbook [30], shall be observed, including:
a. static yield pressures 𝜎𝑌𝑆 a. static yield pressures 𝜎𝑌𝑆 b. metallic bearing allowable pressures 𝜎𝑌𝐵 b. metallic bearing allowable pressures 𝜎𝑌𝐵 c. self-lubricating bearing liner allowable pressures, dynamic and static [31] 2) Material compatibility, utilizing the galvanic tables found in industry literature [32] shall be
enforced to ensure compatible materials were selected for joints, or: 3) The materials shall be treated for corrosion protection, considering: a. anodization, all over exposed aluminum components for corrosion resistance
(anodization is also used in spacecraft design with a low-risk of outgassing [33], [34]) 29 b. cadmium plating, applied to outer diameter of off-the-shelf bushings (Note: best
avoided if possible because of its susceptibility to outgassing) [35] b. cadmium plating, applied to outer diameter of off-the-shelf bushings (Note: best
avoided if possible because of its susceptibility to outgassing) [35] b. cadmium plating, applied to outer diameter of off-the-shelf bushings (Note: best
avoided if possible because of its susceptibility to outgassing) [35] b. cadmium plating, applied to outer diameter of off-the-shelf bushings (Note: best
avoided if possible because of its susceptibility to outgassing) [35] b. cadmium plating, applied to outer diameter of off-the-shelf bushings (Note: best
avoided if possible because of its susceptibility to outgassing) [35] c. installation and assembly of matting components at joints shall be lubricated [5] using
grease (preferably vacuum certified, such as Dow Corning® [36] high-vacuum silicone
grease) c. installation and assembly of matting components at joints shall be lubricated [5] using
grease (preferably vacuum certified, such as Dow Corning® [36] high-vacuum silicone
grease) d. 3.5 HDWS Architecture and Kinematics A key design consideration for the development of a deployable wheel system for the Hyperloop pod
is that its wheel system be deployable and retractable. This creates minimal impact to the aerodynamic
efficiency of the pod outer mold line (OML) and insures that drag, produced at high speeds within
the enclosed near-vacuum tube diameter, is kept to an absolute minimum [5], [18]. Of initial
importance was ensuring that the HDWS’s geometry allowed for operation within the small space 30 provided by the typical Hyperloop competition pod. Thus, a key element in the design of the
deployable wheel system, like landing gear, was the development of a product architecture and
kinematic layout. Since the end goals – retractability, extensibility and operation at high speeds –
are all common elements in aircraft landing gear design, this work focused on evolving these
designs to fit the needs of the Hyperloop. 3.5.1 HDWS Architecture Definition Canted landing gears are found to require a large forward sweep area for retraction and extension,
without any shortening mechanism [5]. A stowed landing gear with the shock strut in an initial
extended position (no load applied), as is common during flight, requires an unrestricted sweep
volume to be successfully swung into “landing” position from a FWD, AFT or INBD direction. After successfully deploying, the landing gear would touch the ground with an unloaded shock
strut, and compress to a static shock absorber stroke thereafter. In the context of the Hyperloop
pod, the pod would “land” on the tube sub-track and begin to compress the stroke using the
extension actuator. For an optimized shock strut to reach a typical static stroke, as discussed by
Currey [5], it would require at least 70% of the piston stroke, meaning that the pod will have surely
“touched down” on the tube surface through its magnetic or air-bearing skis prior to the strut
reaching a statically loaded position capable of maintaining a steady pod’s weight. Thus, a canted
gear without shortening prior to touchdown or without lengthening capabilities at touchdown (fully
extended piston stroke) is not considered feasible for the present application. Further, should a
canted gear be sized and shrinkable to an appreciable stowage size, the design still requires the
addition of a drag brace member and retraction mechanism, with retraction classically
accomplished using a hydraulic actuator. Considering the canted gear’s stated deficiencies for the current application, an MLG trailing arm
architecture was adopted to the benefit of stability and the possibility of kinematic alterations. Specifically, the elimination of the inboard swinging element, requiring a retraction actuator and
typically a side brace member, was proposed in favor of an “all-in-one” shock strut and electric
retraction solution. Of interest for preliminary 2D kinematic analysis are the stowage compartment dimensions
imposing constraints on the space in which the HDWS must operate. It was decided, based on 31 these constraints, that a fully planar 2D HDWS operation best suited the deployment
characteristics desired. However, this posed a problem with space requirements due to the nature
of gear storage in the retracted position. The hybrid actuator concept was proposed to address this
issue, as will be described in the present section. An initial proposal for a preliminary system architecture is shown in Figure 3.4. 3.5.1 HDWS Architecture Definition This diagram
depicts a stowage frame (approximated by a 2D box as drawn), the tube surface, of which the
HDWS will be deployed onto, and a familiar trailing arm architecture. Figure 3.4: The HDWS preliminary configuration, stick diagram, not to final scale Figure 3.4: The HDWS preliminary configuration, stick diagram, not to final scale For the initial configuration, five key points were proposed to define the geometry of the system. In this early configuration, referring to Figure 3.4, a trailing arm, comprised of points (1) – (4) is
attached to a pod-fixed point (1) consisting of a revolute joint, and thus allowing the trailing arm 32 to rotate. The trailing arm is equipped with a wheel at an axle (2). As is typical in an landing gear
trailing arm configuration, a shock strut, comprised of points (4) – (5) is proposed and fixed at
point (4) to the trailing arm by a 2D revolute joint (later a spherical joint in 3D) and by a revolute
joint, fixed to the pod frame at point (5). Thus, in the current description, a force applied at (2) in
the vertical y-direction would cause the trailing arm to pivot counterclockwise about point (1) and
the shock strut member disposed between points (4) and (5), consisting of a piston and cylinder,
to contract in length. This is a desirable result; however, the present description (Figure 3.4) does
not yet propose a method for extending and retracting the system from the present state. Now, consider a member (4) – (5), shown in Figure 3.5, further comprised of a piston, shock strut
cylinder and lengthening device of unknown design, co-axially arranged, mounted between points
(4) and (5) in Figure 3.4 . In such a configuration, it becomes conceivable to develop kinematics
that allow for the new member (4) – (5) to provide both extension, retraction, shock absorbing and
possibility active height adjustment during operation to adjust the pod height above the tube
surface as required. Figure 3.5: The HDWS Hybrid actuator concept illustration Figure 3.5: The HDWS Hybrid actuator concept illustration Such a system could be designed and developed using hydraulic fluid, supplied by a reservoir, to
pressurize the area within the “lengthening device” and cause the configuration shown in Figure
3.4 to extend and contract. 3.5.1 HDWS Architecture Definition A solution like this, however, poses two main problems: the 33 requirement for an externally supplied hydraulic line (hydraulic systems are not in the current pod
architectures) and the mounting point (5) would need to be placed relatively far vertically inside
the pod structure to accommodate a mechanism long enough to provide adequate lengthening at
static stroke (pod attitude adjustment) and extension/retraction. If one was to utilize this
configuration with an electrical deployment and retraction, a design such as that proposed by
Waide [8] and in Conway and Renshaw [27] could be explored to similar space and operational
limitations. A new configuration is shown in Figure 3.6. This configuration includes the same key elements of
Figure 3.5, arranged so that the point (5), which the lengthening device is mounted and the point
at which the member (4) – (5) pivots, is movable during the design process. Such a configuration
could be accomplished at point (5) by utilizing oppositely disposed trunnion pins, on each side of
the lengthening device. The author therefore proposes a design in the spirit of Figure 3.6 and will
provide kinematic layouts based on this concept in the following section. Figure 3.6: The HDWS Hybrid actuator concept #2 illustration Figure 3.6: The HDWS Hybrid actuator concept #2 illustration 3.5.2 HDWS Kinematic Layouts This section illustrates the kinematic arrangement of the HDWS using this work’s deployable and
retractable shock absorber. Its configuration will be shown in Chapter 4 and discussed in greater
detail within Chapter 5. Based on the basic architecture defined in Figure 3.4, a kinematic mock- 34 up was drawn using CATIA® V5 [38]. As a preliminary example, the mock-up is shown in Figure
3.7 with the HDWS in a stowed (retracted) position and bound within boxed dimensions: L= 20-
in and W = 14-in. The pod frame is shown to be 3.75-in above the surface of the sub-track. Figure 3.7: An example of a preliminary HDWS kinematic layout, retracted, shown in CATIA® V5 Figure 3.7: An example of a preliminary HDWS kinematic layout, retracted, shown in CATIA® V5 During deployment, the wheels reach a point where they touch the bottom of the tube, typically
referred to as weight on wheels (WOW). At this point, the HDWS system must use its retractable
and deployable shock strut to further deploy the wheels until the static load is reached. The static
load is the piston stroke at which the total forces in each of the shock struts, produced by the
internal pressure times the piston area, are equal to the total weight of the Hyperloop pod
distributed proportionally across the wheel systems. At this point, it is suggested that the
Hyperloop pod should be raised further above the tube surface using the same actuation
mechanism. The adjustment of the pod ride height (“ride height maintenance”) is believed to be especially
important since the air-bearings or magnetic skis which the vehicle rides on throughout the
journey, are known to have extremely small operational clearances, as detailed in Table 3.2. Per
Janzen [39], the air-bearing levitation system is particularly sensitive to small irregularities in the
Hyperloop tube sub-track. Janzen suggests that a momentary loss in levitation can “cause the [air] 35 bearing to slam down on the [sub-track] and risk self-damage.” Based on the above discussion,
and tabulated data in Table 3.2, the decision was made to enforce a minimum height adjustment
of 0.5 in (12.7 mm) after static stroke is achieved in order to combat the risk of damaging a pod’s
levitation feature that evidently requires a low operational clearance. 3.5.2 HDWS Kinematic Layouts Table 3.2: Levitation ride height comparison
Levitation Source
Levitation Gap
[in]
[mm]
Air bearing [1]
0.020 – 0.050 0.5 – 1.3
Magnetic (Passive) [21]
0.31 – 0.39
8 – 10 Table 3.2: Levitation ride height comparison Table 3.2: Levitation ride height comparison Ideally, the HDWS will lift the vehicle, relative to the bottom of the air or magnetic levitation skis,
by a distance that enables the shock strut, when deployed, to compress and extend freely (i.e. absorb and react to disturbances during operation) without the pod touching the tube sub-track
surface. The minimum height adjustment value selected was directly related to the stiffness of the
shock absorber gas spring. That is, a stiffer gas spring, as will be discussed in Chapter 5, requires
less height maintenance versus a softer gas spring that will allow the pod to compress greater
distances under loads. Based on the anticipated loading during braking and acceleration that was
analyzed by Ryerson’s International Hyperloop Team [40], the gas spring model for the HDWS
required a gap of at least 0.5 in (12.7 mm) to ensure the system remains clear of sub-track in all
cases. In addition to the pre-emptive raising of the pod to allow for load oscillations, a desired gap
between the pod and the sub-track is monitored and controlled by the HDWS’s active control and
leveling capabilities based on a program written and designed by Shonibare [16]. The pod kinematic attachment points, (1) and (5), as selected for the pod originally proposed by U
of T, are shown in Figure 3.8 and Figure 3.9. These kinematic illustrations, designed in CATIA®
V5, use dimensional characteristics that were selected based on an iterative trial and error method
cycling between the required kinematic ranges of motion, the anticipated part geometry (e.g. lug
sizing, member lengths, etc.), and clearance with the pod based on the anticipated part geometry. The final number of HDWS’s integrated to a pod, and their distribution throughout the pod’s
length, is a function of the available interface geometry and the distribution of the pod weight –
like aircraft landing gear distribution methodologies [30]. 3.6.1 Component Definition A part numbering system was developed for the HDWS to manage the various parts, assemblies
and configurations. The present scheme was developed alongside the product structure
configuration tree presented in Section 3.6.2. The scheme operates on five levels, with 10-
representing the complete assembly at level one, and 40-, level five, representing the numbering
for individual parts and thus encompassing the HDWS product from the top-level assembly down
to each standard nut and bolt. As is standard practice in the industry, custom components designed
by the author were assigned individual part numbers and standard hardware retained their
corresponding part numbers. Standard components sourced from other industry partners such as
the Greene Tweed [41] seals, SKF [42] roller bearings, and KamaticsRWG [43] bushings also
retained their respective supplier part numbers. 3.5.2 HDWS Kinematic Layouts 36 Figure 3.8: U of T HDWS kinematic layout, retracted position (left) and WOW position (right) Figure 3.8: U of T HDWS kinematic layout, retracted position (left) and WOW position (right) Figure 3.9: U of T HDWS kinematic layout, sample static stroke (left) and sample static stroke + pod
height adjustment of 0.5 in (12.7 mm) from the reference position (right) Figure 3.9: U of T HDWS kinematic layout, sample static stroke (left) and sample static stroke + pod
height adjustment of 0.5 in (12.7 mm) from the reference position (right) 37 Example: 40-1101-01 – Corresponds to a level 5 part (40, lowest), will assemble into the undressed assembly
(1), falls under the sub-assembly “Trailing Arm” (1), carries the first part number in that sub-
assembly (01), and is at revision 1 (01). 38 3.6.2 Product Structure Breakdown For organizational purposes, a product structure tree was developed (Figure 3.10) to establish the
HDWS component layout. The top-level model on the product structure tree, “HDWS Dressed”,
encompasses the entire structure, motor, mounted electrical equipment (sensors, wires) and rolling
stock. Chapter 4 provides a detailed pictorial view of the components described here in Figure
3.10. Figure 3.10: The HDWS product structure tree Figure 3.10: The HDWS product structure tree 39 39 3 Design and Development Process Scope
Figure 3.11: The HDWS design and development process scope overview 3.6.3 Design and Development Process Scope 4
Design and Development of the HDWS This chapter provides an overview of the main assemblies that make up the Hyperloop Deployable
Wheel System (HDWS). The system Undressed (structural) assembly is subsequently broken into
its components and key functions and features are described. Following the system description,
the various design activities that were carried out (including a discussion on the drawing
arrangement, common structural analysis exercises, and component optimization) are outlined. This chapter concludes with a brief discussion of manufacturing. 3.6.3 Design and Development Process Scope Figure 3.11: The HDWS design and development process scope overview 40 The scope of the HDWS’s design and development, as illustrated in Figure 3.11, was highly
iterative in nature and generally followed a typical engineering development project architecture. The early stages of the project consisted of the background literature survey and problem
definition. Here, the need for a wheeled system was investigated and key design drivers (e.g. it
must be sufficiently compact) were defined. After conducting this review, the constraints,
guidelines and possible requirements that would apply to a wheeled subsystem for the Hyperloop
were defined. Using the information collected in the early stages, a preliminary design phase commenced. During
this time, the general architecture (e.g. shock absorber + wheel(s)) was chosen and the initial sizing
of a shock strut gas spring (see Chapter 5) was defined. The goal at this phase was to develop a
system baseline concept that could be demonstrated as manufacturable and scalable. The
development of the product architecture and kinematics (Chapter 3) and the design of a functioning
shock strut become interdependent at this stage in the development. Trade studies were performed
on the fly, varying key dimensions to retain the desired kinematic motion yet allow for the required
geometry to design a functioning 3D product within a 2D kinematic wireframe. After a baseline model was developed and 3D printed using plastics for demonstration purposes,
the detailed design phase commenced. At this point, the structural design was scaled to meet the
needs of the prospective Hyperloop pod partner, the U of T. Although the adherence to the baseline
design remained firm, during the detail design stage, the scaling of shock absorber internal
geometries required adjustments to the gas spring design while manufacturability constraints drove
additional changes to the product geometry and kinematic definition. Once the baseline was fully
adapted to the needs of the prospective pod partner, the 2D drawings generated using CATIA® V5
were submitted for manufacturing. Although not discussed in the present thesis, the development of the electronic control system
architecture began during the detailed design phase of the present work. After being defined by
the author, the features of the control system were developed by dedicated electronic and control
system actors. Once integrated with the structural elements of the HDWS developed by the author,
the electronics and control system became the driving force behind the kinematic operation
capabilities of the HDWS. 41 4.1 HDWS Dressed Assembly (P/N 10-1000-00) The HDWS Dressed assembly (Figure 4.1) is the top-level assembly containing the primary
structure (HDWS Undressed), electric motor, assembly hardware, sensors and the rolling stock. Since the HDWS design consists of many sub-assemblies and parts, as shown in Figure 4.1,
defining a top-level assembly was important to realise a smooth integration of all subassemblies
that ultimately made up the complete system. Figure 4.1: The HDWS Dressed assembly, CATIA® V5 rendering Figure 4.1: The HDWS Dressed assembly, CATIA® V5 rendering 42 At the HDWS Dressed level, the system is fully connected to its kinematic skeleton defined in
Chapter 3. Using the kinematic operations within CATIA® V5, the HDWS could be cycled through
all operational positions and checked for any clashing of components on the HDWS and any
external interference with a mating pod structure. At the HDWS Dressed level, the system is fully connected to its kinematic skeleton defined in
Chapter 3. Using the kinematic operations within CATIA® V5, the HDWS could be cycled through
all operational positions and checked for any clashing of components on the HDWS and any
external interference with a mating pod structure. 4.1.1 HDWS Undressed Assembly (P/N 20-1000-00) The HDWS Undressed Figure 4.2 is the first major sub-assembly of the HDWS Dressed and
contains five key sub-assemblies and most of the major HDWS structural components. The
Undressed assembly includes the axle, the Trailing arm sub-assembly, Retraction sub-assembly,
Torque link sub-assembly and Shock absorber sub-assembly. Thus, main structure “dressings”
such as the electric motor, including its sensors and wiring as well as the rolling stock (wheels) are
covered as standalone sub-assemblies that are integrated to the Undressed assembly to create the
final Dressed assembly. Figure 4.2: The HDWS Undressed assembly, CATIA® V5 rendering Figure 4.2: The HDWS Undressed assembly, CATIA® V5 rendering 43 4.1.2 Electric Motor Assembly (P/N 20-2000-00) The HDWS Electric Motor assembly, shown in Figure 4.3, is equipped to the HDWS Dressed
assembly and is the driving force that enables the extension, retraction and active leveling
capabilities of the HDWS. This assembly is comprised of the motor (1) with integrated electrical
wiring (2), attached to a motor mounting bracket (3) that is fixed to the Retract sub-assembly using
standard NAS bolts. The motor shaft is equipped with a pinion spur gear (4) which interfaces with
the retract assembly leading to the actuation of the system further discussed in Chapter 5. Figure 4.3: The HDWS Electric Motor assembly, installed on the Retract sub-assembly Figure 4.3: The HDWS Electric Motor assembly, installed on the Retract sub-assembly Table 4.1: Electric Motor assembly breakdown summary
Find #
P/N
Part Description
Material
QTY
1
40-2101-00
BLDC Motor & Gearbox (48 VDC, 3200 RPM)
Various
1
2
---
Electrical wiring (power, signal transfer)
Various
---
3
40-2102-00
Motor mount bracket (AMM)
AlSi10Mg
1
4
40-2103-00
Custom designed Spur Gear pinion
303 SS
1
5
M6T25L
M6 Screws
CRES 316
4 44 4.1.3 Rolling Stock The rolling stock are the last components integrated to the HDWS dressed assembly. In the current
embodiment, the rolling stock is comprised of two wheel assemblies, identical for the left and right
mounting on the axle. The wheel assembly shown in the left image of Figure 4.4 was designed
and produced to meet the needs of the U of T Hyperloop Pod. To enable a quick turnaround time,
a wheel configuration was produced from a solid polyurethane 95A durometer disk that was
balanced and equipped with roller bearings at the axle interface. Per the manufacturer, Sunray Inc. [44], polyurethane is proposed to outperform a standard rubber tire in terms of wear-resistance and
abrasion. However, the manufacturer notes that at temperatures above 90°C (195°F), rubber
becomes a preferred option. Figure 4.4: CATIA® V5 renderings of the final HDWS Wheel Assembly (left), and alternate wheel
concept as designed with input from the author (right) Figure 4.4: CATIA® V5 renderings of the final HDWS Wheel Assembly (left), and alternate wheel
concept as designed with input from the author (right) In another embodiment, a more traditional framed wheel concept was conceived, consisting of a
solid polyurethane or rubber lining trapped between an aluminum frame, shown in Figure 4.4. The
advantage of this design over the one currently used for the HDWS is the light-weight aluminum 45 frame, which also provides added structural stability. A significant challenge however comes in
designing a reliable retention for the externally mounted polyurethane (or rubber) liner, shown in
black, on the outer diameter of the wheel frame (right image, Figure 4.4). In the proposed concept,
the external liner could tend to rotate within the aluminum frame under high speeds and loads
(even with a pre-squeeze) and the liner could tend to lift from the outer aluminum frame under
high rotational speeds. To solve this, adhesives could be used in conjunction with a mechanical
lock as drawn. However, after consulting with design advisors in support of the HDWS project, it
was deemed too high-risk and complex to develop this design within the project timelines. As will
be discussed in the testing results, Chapter 6, such a design will need to be investigated to best
address the bearing dislodgment due to radial wheel growth at high speeds that was identified
during test. In a first iteration, a wheel and tire configuration as used on aircraft and cars was conceived (Figure
4.5). 4.1.3 Rolling Stock Originally sized for a first HDWS iteration circa January 2016, a wheel was designed and
developed by Khan [45] and fit with a standard aircraft tire capable of withstanding the high speeds
and loads. Although a typical pneumatic tire was investigated in the early stages, there were
uncertainties associated with using such a system in a low-pressure environment. It was
hypothesized that the application of such a design would require an active pressurization control
unit to ensure the tire was adequately inflated during all external conditions (e.g. low-pressure,
sudden tube de-pressurization and waiting in a pressurized station). After a review of wheel and
tire architecture it was found that most pneumatic tire configurations were developed to absorb
irregular operating surface conditions, such as pot holes, and in the case of landing gear, the high
loads (due to the rate of decent on impact) and speeds at landing [5]. Since the Hyperloop will
operate inside a highly-controlled environment without large sub-track misalignments but it is
instead subjected to the varying environmental pressure discussed in Chapter 2, the present solid
polyurethane design was explored, as shown in Figure 4.4. This design draws inspiration from
roller coasters, which also operate at relatively high speeds on a highly-controlled track surface. The design proposed by Khan [45] was presented as part of the SpaceX Hyperloop Competition
design package but was ultimately not used for the final HDWS configuration which is shown in
Figure 4.6. 46 Figure 4.5: A Wheel and Tire assembly, 3D cross-sectional view, as drawn by Khan [45] Figure 4.5: A Wheel and Tire assembly, 3D cross-sectional view, as drawn by Khan [45 Figure 4.6: The rolling stock as installed on the HDWS Dressed Figure 4.6: The rolling stock as installed on the HDWS Dressed 47 4.1.4 Electrical Dressings and Hardware The HDWS is not only capable of extending and retracting into a Hyperloop Pod, but can also
operate as an active suspension system. Using externally mounted sensors shown in Figure 4.7,
the HDWS uses real time data to control the position of the Hyperloop pod frame relative to the
tube sub-track. The sensor data is filtered through a closed-loop control system, developed by
Shonibare [16]. The sensors provide the signal and the motor performs the active adjustments,
retraction and extension using the sensor feedback and commands from the external controller. Figure 4.7: Sensors, brackets, electrical and hardware mount (orange) shown on the HDWS Dressed Figure 4.7: Sensors, brackets, electrical and hardware mount (orange) shown on the HDWS Dressed 48 To accomplish the preceding tasks, the HDWS Dressed Assembly is equipped (Figure 4.8) with
two externally mounted cable potentiometers (1) and (2) that monitor the translation of the shock
strut cylinder and shock strut piston stroke respectively. The potentiometers are fixed to a sensor
bracket (3) via four cap screws (4), per potentiometer, and locked using spring back washers. The
bracket (3) is itself fixed to the outer frame of the Retraction sub-assembly via four NAS cap
screws (5), and locked using lock-wire at install (not shown here). The shock strut cylinder
potentiometer cable is attached to an eyelet receiver bracket (6) and locked on installation using a
cotter pin. The piston stroke potentiometer cable is routed via a transfer bracket (7) and attached
at the piston rod-end eyelet receiver bracket (8). 4.1.4 Electrical Dressings and Hardware Figure 4.8: Sensors, brackets, electrical and hardware labeled (some features hidden for clarity) Figure 4.8: Sensors, brackets, electrical and hardware labeled (some features hidden for clarity) 49 Table 4.2: Electric Motor assembly breakdown summary Table 4.2: Electric Motor assembly breakdown summary
Find #
P/N
Part Description
Material QTY
1
SM2-12.5
Miniature String Potentiometer (12.5-in range)
Various
1
2
SM2-25
Miniature String Potentiometer (25-in range)
Various
1
3
40-1310-01
Bracket, Cable Potentiometers
ABS
1
4
NAS1352C06-6
NAS Cap Screw
CRES
8
5
NAS1351C3H8
Cap Screw, Drilled Head
CRES
4
6
40-1211-00
Eyelet bracket, ACME Potentiometer
ABS
1
7
40-1212-00
Eyelet transfer bracket, Piston Potentiometer
ABS
1
8
40-1404-00
Eyelet bracket, Oleo Potentiometer
ABS
1
9
NGCMB10AX01B
Limit Switch
Various
1
10
NAS1352C08-8
Cap Screw
CRES
2
11
40-1311-00
Bracket, Limit Switch
ABS
1
12
NAS1352C06-8
Cap Screw
CRES
2 Once reaching a fully retracted state, a limit switch (9), attached via two NAS cap screws (10) to
a mounting bracket (11) is triggered by a bumper on the upper torque link indicating a “fully
retracted” system state and subsequently shuts down the motor. The bracket (11) is mounted to the
Retraction sub-assembly via two NAS cap screws (12). 4.2.1 Trailing Arm Sub-assembly (P/N 30-1100-00) The Trailing Arm sub-assembly (Figure 4.9) was designed as a primary load-carrying member of
the HDWS. The design of the trailing arm was sized principally on anticipated side loads and
dynamic braking loads (external source braking) that the system could face during operation within
the SpaceX Hyperloop Competition. Table 4.3 details the individual components that make up the
trailing arm sub-assembly that is itself part of the HDWS Undressed assembly. 50 Figure 4.9: The Trailing Arm sub-assembly, parts labeled Figure 4.9: The Trailing Arm sub-assembly, parts labeled In Figure 4.9, Find Numbers (used to identify key parts of the system), corresponding to the
information in Table 4.3, can be found. Find Number (1) consists of the machined from solid
trailing arm component. This part, made from aluminum (Al) 6061-T6, was anodized blue for
aesthetic appearance and proactively controls and initiates the natural oxidization for increased
corrosion protection. The flanged bushings at the trailing arm pivot socket (2) are machined from
aluminum bronze (Al-Br) and installed using an interference press fit method. The bushings (2)
material choice and design protect the aluminum trailing arm structure by providing a stronger
bearing surface, resisting wear and acting as a sacrificial repair component that enable the
protection of the main structure. Table 4.3: Trailing Arm sub-assembly breakdown summary
Find #
P/N
Part Description
Material
QTY
1
40-1101-66
Trailing Arm
Al 6061-T6
1
2
40-1105-00
Bush, Pivot Pin, Trailing Arm
Al-Br
2
3
40-1106-00
Bush, Axle, Trailing Arm
Al-Br
2
4
KRJ5-UDSVC-008
KAron® Bush, Piston Clevis
CRES 17-4PH
4 Table 4.3: Trailing Arm sub-assembly breakdown summary 51 The flanged bushings (3) for the axle interface socket are designed specifically to ensure contact
with the inner-race of the wheel mounted bearings. In contrast, if the bushings at (2) were used for
the axle interface socket, the wheel bearing’s inner and outer race would contact the bush flange
face causing undesirable friction and wear to the roller bearings and trailing arm bushings. The
bushings at (2) and (3) are typically greased prior to pin installation [5], especially when the joint
is subject to rotation. In this application, the bushings at (2) and (3) will contain a pin and axle
respectively, locked in rotation and axial translation by a standard NAS bolt, washer and nut set. The locations of the two bores housing the bolt, washer and nut sets are shown in Figure 4.11. 4.2.1 Trailing Arm Sub-assembly (P/N 30-1100-00) Figure 4.10: The Trailing Arm sub-assembly cross-sectional view Figure 4.10: The Trailing Arm sub-assembly cross-sectional view As discussed in Chapter 2, since the HDWS operates in a near vacuum, typical greasing methods
are unacceptable due to outgassing and the evaporation of oil based lubricants within a vacuum. To combat the issue, self-lubricated bushings were sourced from Kamatics Speciality Bearings
(subsidy of KAMAN Aerospace [43]), suppliers of the patented KAron® dry-lubricated bearings. These bearings are specially designed to operate within a vacuum environment and are used on
various spacecraft and satellites. These self-lubricated bushings (4) are installed on the trailing arm
at the piston lug interfaces and lower torque-link interfaces. The KAron® lubrication was
particularly required on both the flange and inner diameter of the bushing to provide lubrication
for the rotating parts and NAS bolt fitted through the ID of the part. The bushings (4) were installed
using a press fit method at laboratory temperature, 68 °F (20°C). In an earlier concept of the trailing arm, illustrated in Figure 4.11, the trailing arm had two small
lugs machined on the end. These small lugs enabled the easy locking of a thread-less eye-bolt,
using a dowel pin, shown in Figure 4.11. This feature did not end up on the final design due to the 52 added manufacturing cost associated with these small features. However, for a future production
variant, such a system should be considered for the quick removal and attachment of the axle. Figure 4.11: The Trailing Arm axle installation pin Figure 4.11: The Trailing Arm axle installation pin 4.2.2 Shock Strut Sub-assembly (P/N 30-1200-00) The Shock Strut sub-assembly (Figure 4.12) is one of the most important sub-assemblies of the
HDWS and was included to ensure a smooth ride for the Hyperloop pod and its payload. The shock
absorber was designed as an oleo-pneumatic type, a typical choice for aircraft landing gear due to
its high efficiency and relatively low mass [5]. The detailed design and performance
characteristics, principally characterized by the sizing of the gas spring, is one of the most complex
features of the HDWS and will be presented in Chapter 5. Figure 4.12: The HDWS Shock Strut sub-assembly, CATIA® V5 rendering Figure 4.12: The HDWS Shock Strut sub-assembly, CATIA® V5 rendering 53 53 Figure 4.13: Full cross-section view of the Shock Strut sub-assembly, Find Numbers shown Figure 4.13: Full cross-section view of the Shock Strut sub-assembly, Find Numbers shown Figure 4.13: Full cross-section view of the Shock Strut sub-assembly, Find Numbers shown Figure 4.14: Partial cross-section view of the shock strut sub-assembly, Find Numbers shown Figure 4.14: Partial cross-section view of the shock strut sub-assembly, Find Numbers shown Figure 4.14: Partial cross-section view of the shock strut sub-assembly, Find Numbers shown 54 Table 4.4: Shock Strut sub-assembly breakdown summary Table 4.4: Shock Strut sub-assembly breakdown summary
Find #
P/N
Part Description
Material
QTY
1
40-1201-00
Piston
303 SS
1
2
40-1202-00
Cylinder
AISI 12L14
1
3
40-1205-00
Piston Upper Bearing
Al-Br
1
4
40-1207-00
Gland Nut (Lower Bearing)
Al-Br
1
5
40-1209-00
Support Tube
Al 6061-T6
1
6
NAS1423-14
Jam Nut (Hex, Drilled Head)
4340
1
7
MS28889-2
Charge Valve (Gas/Oil)
CRES
1
8
KRJ4-UDSVC-008
KAron® Bush, UTL Lug
CRES 17-4PH
2
9
KR5-CNGBP
Spherical Bearing
CRES 17-4PH
1
10
711D6MTE-161-P15
AGT Ring (Static Seal)
---
1
11
40-1208-00
Lock tab
AISI 12L14
1
12
R2361-215E344
MSE Scraper
---
1
13
7125MT-964-P15
AGT Ring (Static Seal)
---
1
14
7215FT-964-P17
AGT Ring (Dynamic Seal)
---
1
15
NAS1352C08H8
Cap Screw (Drilled Head)
CRES
2 As illustrated in Figure 4.13 and Figure 4.14 and described in Table 4.4, the assembly consists of
a piston (1) and outer cylinder (2). The outer cylinder (2) is finished on the exterior with 3G ACME
threads to interface with the retraction assembly. A set of bushed lugs protruding at the base of the
cylinder mates with the upper torque link (UTL) as seen in Figure 4.2. 4.2.2 Shock Strut Sub-assembly (P/N 30-1200-00) 303 SS (stainless steel) was
used to manufacture the piston (1) with its outer diameter (OD) ground to a surface roughness
specified by the seal manufacturer to ensure excellent sealing characteristics. The piston is locked
inside the outer cylinder by a gland nut (4), retained by a lock tab (11), and standard NAS drilled
head cap screws (15) locked in place using lock-wire (not shown). The piston is attached to the
trailing arm lugs using a KAron® lined spherical bearing (9) and NAS bolt (not shown, equipped
at Undressed level). The piston itself is equipped with an upper bearing (3) which maintains the contact (acts as an
axial bearing) of the piston with the outer cylinder wall during stroke operation and functions as a
restrictive flow path for the oil. The shock absorber is charged with nitrogen and filled with oil
using the filler support tube (5), fastened using a jam nut (6) and fitted with a standard MS charge
valve (7). All pathways to the outside environment are sealed using static and dynamic seals. A 55 Green Tweed AGT static seal (13) (with 2 back-up rings) is used to seal the gland nut to the
cylinder inner diameter (ID). A Green Tweed AGT® dynamic seal (14) is equipped in the ID of
the gland nut (4) and is used to seal the piston OD. Lastly, a static seal (10) is fit between the
support tube (5) and the shock strut outer cylinder ID, completing the sealing of the inner chamber. 4.2.3 Retraction Sub-assembly (P/N 30-1300-00) The Retraction sub-assembly, as shown in Figure 4.15, plays a primary role in the successful
operation of the HDWS. The sub-assembly converts the externally mounted BLDC motor’s
rotational motion (torque) into translational motion (at the shock strut), enabling the retraction and
extension of the HDWS. By the same token, this sub-assembly, whose components are defined in
Table 4.5, provides the translational motion for the active height control of the pod using feedback
from various sensors mounted to the retraction sub-assembly at the dressed level. The retraction
housing (1) is connected to the pod using two oppositely disposed pins (not shown) at the bearings
(5) and locked in translation and rotation using NAS shear bolts. A large flange at the back of the
housing (1) is used to mount the BLDC electric motor, as seen in Figure 4.3. The internally mounted lead screw retract nut (2), which is lined on its OD with standard spur gear
teeth, is mounted inside the housing (1) and held in place by two deep groove ball bearings (6). The nut and thrust bearings are packed into the housing via a large castellated packing nut (3) and
locked from rotation via a lock tab (4), fastened to the housing (1) via two standard NAS cap
screws (7). The two cap screws (7) are lock-wired on assembly, lock-wire not shown here. Table 4.5: Retraction sub-assembly component breakdown summary
Find #
P/N
Part Description
Material
QTY
1
40-1301-02
Retract Housing
Al 6061-T6
1
2
40-1302-02
Retraction Nut
Al-Br
1
3
40-1303-01
Packing Nut
Al 6061-T6
1
4
40-1304-00
Lock Tab, Retract Housing
AISI 12L14
1
5
40-1308-00
Trunnion Bush, Trunnion Pin
Al-Br
2
6
61813-2RZ
Deep Groove Ball Bearing
CRES
2
7
NAS1352C08H4
Cap Screw, Drilled Head
CRES
2 Table 4.5: Retraction sub-assembly component breakdown summary 56 Figure 4.15: Retract sub-assembly 3D view (left) and cross section (right), Find Numbers shown Figure 4.15: Retract sub-assembly 3D view (left) and cross section (right), Find Numbers shown 4.2.4 Torque Link Sub-assembly (P/N 30-1400-00) As shown in Figure 4.16, the Torque Link sub-assembly is composed of two major components,
the upper (1) and lower (2) torque links. The torque links are required to react the loads induced
by the friction between the ACME thread retract nut, as shown in Figure 4.15, and the shock strut
cylinder, as shown in Figure 4.12. The reaction of these loads enables the Shock Strut sub-
assembly to translate axially and cause the HDWS to extend, retract, and operate in an actively
controlled manner. Since the torque links will be under rotation and under load (as the shock
absorber strokes), the joints are equipped with KAron® lined CRES bushings (4, 5 and 6) providing
lubrication in the low-pressure environment and a tough wear surface protecting the Al 6061-T6
torque link bores. The upper torque link (UTL) and the lower torque link (LTL) are connected at
the apex joint using a standard NAS bolt (7). The LTL is attached to the trailing arm piston lug
and the UTL is attached to the shock strut cylinder lug (see Figure 4.2). Lastly, a limit switch
bumper (3) is equipped to the UTL using two standard NAS Cap screws (8). Upon reaching a fully
retracted position, the UTL bumper triggers a limit switch sensor, signaling that the HDWS is now
retracted. 57 Figure 4.16: Torque Link sub-assembly (left) and exploded view (right), Find Numbers shown Figure 4.16: Torque Link sub-assembly (left) and exploded view (right), Find Numbers shown Figure 4.16: Torque Link sub-assembly (left) and exploded view (right), Find Numbers shown Table 4.6: Torque Link sub-assembly component breakdown summary
Find #
P/N
Part Description
Material
QTY
1
40-1401-00
Upper Torque Link
Al 6061-T6
1
2
40-1402-02
Lower Torque Link
Al 6061-T6
1
3
40-1403-00
Limit Switch Bumper
ABS (AM)
1
4
KRJ5-UDSVC-008
KAron® Bush, LTL Lug
CRES 17-4PH
2
5
KRJ4-UDSVC-008
KAron ® Bush, LTL Apex Lug CRES 17-4PH
2
6
KRJ4-USVC-008
KAron® Bush, UTL
CRES 17-4PH
4
7
NAS6204-22D
NAS Bolt
4340
1
8
NAS1352C06-06
NAS Cap Screw
CRES
2 Table 4.6: Torque Link sub-assembly component breakdown summary 4.2.5 Axle (P/N 40-1501-00) The axle component (Figure 4.17) is an integral part of the Undressed assembly. The axle was
manufactured from 303 SS and designed with a 1-in (25.4 mm) shaft OD. It is equipped, as shown
in Figure 4.17, to the Trailing Arm sub-assembly through the axle bushings located at the back of 58 the arm. The axle is further constrained from rotation and translation using a standard NAS shear
bolt equipped at the Undressed level of the assembly and features externally threaded ends with
locking features for the axle nut, used to retain the wheels at installation (see Figure 4.6). Figure 4.17: The axle component as equipped to the trailing arm sub-assembly Figure 4.17: The axle component as equipped to the trailing arm sub-assembly 4.3 Structural Analyses The structural analysis of the HDWS components was principally split into two broadly defined
areas: classical hand calculation analysis and finite element analysis (FEA). The common use cases
for each broad method of analyses are discussed here using applicable examples to illustrate. It
shall be stated that the HDWS project had the benefit of a dedicated structural analyst, Moeid
Elahi, hereby referred to as the “actor”, who was the primary source of the project’s official FEA
and classical hand calculations. Wherever the work of the actor is shown or discussed, a
differentiation will be made between the actor’s contribution and the author’s. In all cases, the
minimum SF requirement (SF=2), defined by SpaceX [19], was achieved by comparing the
stresses in the component to its relevant material allowable. The static yield and bearing allowable
stresses for all materials utilized on the HDWS can be found in the MMPDS-07 handbook [30] or
obtained from the part and material suppliers. 59 4.3.1 Classical Analyses Overview Classical hand calculations rely on the fundamental strength of materials and statics equations that
can be found in standard engineering textbooks, such as those authored by Hibbeler [46]. Classical
hand calculations were performed whenever possible on simple features and cross sections. During
the design process these fundamentals were frequently used to perform initial sizing calculations,
two common samples of which are discussed in this section. Bolts Analysis: Depending on the application, bolts can be subjected to a variety of loading including shear,
tension, bending or a combination. As an initial sizing exercise the author used estimated loading values provided by a system beam
model, developed by the actor with help from the project advisors. Using this information, simple
calculation checks were performed, some of which are described here. When a bolt was acted on in shear (typically double shear as shown in Figure 4.18 in this
application) the following formulae were applied [46]: Bolt, Single Shear: 𝜏𝑆= 𝐹𝑆
𝐴𝑆
(4.1) (4.1) Here, 𝜏𝑆 is the shear stress on the bolt, 𝐹𝑆 is the force transmitted through the joint, and 𝐴𝑆 is
defined as the shear area for bolt. For the loading condition shown in Figure 4.18, the joint is
subjected to double shear through the pin diameter. Thus, the equation for 𝐴𝑆 becomes: 𝐴𝑆= 𝜋𝑑𝑏
2
4
(4.2) (4.2) where the area subjected to shear is defined as the pin diameter area with diameter defined by 𝑑𝑏. Note that the value for 𝑑𝑏 shall be selected as the nominal bolt diameter, as defined in the part
specification. 60 When the pin is under double shear loading conditions, illustrated in Figure 4.18, the equation for
the shear stress in the pin is defined by: When the pin is under double shear loading conditions, illustrated in Figure 4.18, the equation for
the shear stress in the pin is defined by: Bolt, Double Shear: Bolt, Double Shear: 𝜏𝑆= 𝐹𝑆/2
𝐴𝑆
(4.3)
Figure 4.18: Section cut, illustrating a typical double shear loading on the HDWS 𝜏𝑆= 𝐹𝑆/2
𝐴𝑆
(4.3) (4.3) Figure 4.18: Section cut, illustrating a typical double shear loading on the HDWS Here the loading is simplified, assuming equal distribution acting through the centre of each of the
lugs. For the piston lug, where the axial load 𝐹𝑆 is transmitted through a single spherical bearing,
this loading definition can be approximated as linear. However, in practice, and as can be more
clearly recognized at the trailing arm lug interface, where the loading is reacted between the two
lugs, the load can be more appropriately defined by taking into account the deformation of the pin. Such considerations were applied in the detailed analyses performed by the noted stress actor and
were not the subject of attention for the author during the pre-sizing of joints. Bolts Analysis: 61 Bolts that were subjected to tensile loading were checked for tensile stresses within the bolt
diameter using the following equation [46]: Bolts that were subjected to tensile loading were checked for tensile stresses within the bolt
diameter using the following equation [46]: Bolt Under Tensile Loading: Bolt Under Tensile Loading: Bolt Under Tensile Loading: Bolt Under Tensile Loading: 𝜎𝑇= 𝐹𝑇
𝐴𝑇
(4.4) (4.4) Here, 𝜎𝑇 is the tensile stress on the bolt, 𝐹𝑇 is the tensile force, typically due to bolt pre-loading
applied at assembly, and 𝐴𝑇 is defined as the tensile area of the bolt. In practice, the portion of the
pin with the smallest 𝐴𝑇 will be the likely source of failure in a bolt under tension. These
minimized areas are typically found at the head of the pin, where a small undercut is typically
applied at the design phase to allow for a larger transition radius, reducing stress concentrations. For the standard NAS bolts used on this project, however, the bolt head is designed to mate with
a large ID washer and thus does not lose bolt area close to the head. So, for a conservative initial
calculation, the minor diameter of the bolts thread was selected as the smallest area 𝐴𝑇 and
therefore subject to the highest tensile stress, 𝜎𝑇. Lastly, a final check of the shear stress produced in the bolt head, while the bolt is subject to tensile
loading, as shown in Figure 4.19, was conducted. The eqution is defined as follows: 𝜏𝑆= 𝐹𝑇
𝐴𝑆𝐶
(4.5) (4.5) where 𝐴𝑆𝐶 , the shear area of the pin head under tensile loading, is defined by: 𝐴𝑆𝐶= 2𝜋𝑟𝑡
(4.6) (4.6) Here the value for 𝑟 was typically chosen as 𝑑𝑏2
⁄ , that is, the circumferential location where the
shear force is maximum, and the thickness 𝑡 of the bolt head as defined by the bolt manufacturers. When combined, the value for 𝑟 and 𝑡 define shear area of the pin head, as shown in Figure 4.19. 62 Figure 4.19: Section cut, illustrating a shear stress around the circumference of the bolt head Figure 4.19: Section cut, illustrating a shear stress around the circumference of the bolt head Bush and Bearing Sizing: As discussed in Chapter 4, the flanged bushings and spherical bearings that were used for all
rotational joints were of the self-lubricating type. As a preliminary sizing exercise, the guidelines
illustrated in the Kamatics engineering product catalogue were used [47]. Both spherical and flanged bushings use a “projected area” method, widely used in the engineering
industry when defining the initial bearing pressure 𝑃𝐵. As per Kamatics, the equation for 𝑃𝐵 can
be written as [47]: 𝑃𝐵= 𝐹𝐴
𝐴𝐵
(4.7) 𝑃𝐵= 𝐹𝐴
𝐴𝐵
(4.7) (4.7) Here 𝐹𝐴 is defined as the applied load on the bearing originating from a pin or bolt. The force 𝐹𝐴
is then assumed to be distributed linearly across the bearing ID. As recommended by Kamatics,
the value of bushing area 𝐴𝐵 is defined by the projected area (see Figure 4.20) using the equation
[47]: 𝐴𝐵= 𝐿𝐵𝑥𝐼𝐷𝐵
(4.8) (4.8) 63 Figure 4.20: Flanged bush (left), illustrating a projected bearing area (right) used for the preliminary
calculation of the bearing stress Figure 4.20: Flanged bush (left), illustrating a projected bearing area (right) used for the preliminary
calculation of the bearing stress Following insights from the HDWS project industrial advisors and taking note of the discussions
found in reference [47], equation (4.8) is further refined to remain conservative. That is, the useable
length of the bearing 𝐿𝐵 is reduced by the machining of chamfers at each end of the bushing ID. Referencing Figure 4.21, the equation for 𝐴𝐵 becomes: Referencing Figure 4.21, the equation for 𝐴𝐵 becomes: 𝐴𝐵= (𝐿𝐵−𝐶𝐻1 + 𝐶𝐻2)𝑥𝐼𝐷𝐵
(4.9) (4.9) Figure 4.21: Flanged bush illustrating the features involved in a bearing length refinement Figure 4.21: Flanged bush illustrating the features involved in a bearing length refinement 64 The approach used here for the bearing pressure calculations is valid; however, it is a simplified
approach. A wide variety of factors contribute to a more refined bearing pressure calculation,
which is known to be a non-linear distribution along the length, 𝐿𝐵, principally due to pin bending. Other elements of bearing design and selection, such as the pressure on the flange face, the pressure
induced by the fitting of the bushing into a housing, and thermal stresses induced on the fit as a
product of the thermal dilatation coefficients are known and were checked using proprietary design
guide tools provided by Safran Landing Systems Canada Inc. [48]. For this reason, they are not
available for outside distribution. 4.3.2 Finite Element Analyses and Applications FEA was used for components with more complex geometrical features and complex combined
loading. The software used by the author and actor for the FEA was performed using the analysis
capabilities within ANSYS® [49], CATIA® V5 [38] and solidThinking Inspire© [50]. For the sake
of brevity and to remain focused on the author’s contributions to the HDWS, only a sample of the
actor’s FEA is presented in Figure 4.22 below and the rest are not discussed in this thesis. Figure 4.22: Sample FEA result from ANSYS®, trailing arm lug analysis [40] Figure 4.22: Sample FEA result from ANSYS®, trailing arm lug analysis [40] The author had the opportunity to use the analysis and design software solidThinking Inspire© that
enabled an FEA-based topology optimization study on the BLDC motor mounting bracket as 65 shown in Figure 4.23. The bracket was to be machined from a solid aluminum block in its baseline
configuration; however, the application of topology optimization enabled the production of a
design concept that was additive manufacturing (AM) friendly and highly mass optimized. The
finished topology optimized design concept for the motor bracket is shown in Figure 4.24 and a
sample of the FEA analysis is shown in Figure 4.25. Figure 4.23: HDWS motor mount bracket, machine from solid variant (maroon colored) [17] Figure 4.23: HDWS motor mount bracket, machine from solid variant (maroon colored) [17] The optimized bracket was subsequently manufactured using an additive metal manufacturing
(AMM) process. The process and the finished product are shown in Section 4.5.3. Readers
interested in further details regarding the topology optimization methodology (design for addictive
manufacturing) used in the present work may refer to reference [17]. 66 Figure 4.24: Final bracket design, produced from an FEA based optization [17] Figure 4.24: Final bracket design, produced from an FEA based optization [17] Figure 4.25: Example of a bracket displacement analysis, gravity load applied [17] Figure 4.25: Example of a bracket displacement analysis, gravity load applied [17] 67 Figure 4.28: Typical design notes used for the HDWS aluminum parts After being submitted through a formal drawing check process conducted by project advisors, the
drawings produced by the author for the HDWS’s detail parts were transmitted to the
manufacturing company contracted for the project, Durham Precision Machine CNC Inc. For this
project, the 2D drawings were considered the master plan for manufacturing and the 3D models,
if supplied to the manufacturer, were for reference use only. This practice is still very common in
the industry today to ensure that the notes on the drawing, material choice, surface finishes and
tolerances are closely followed. However, the author is aware of a new model-based definition
(MBD) design concept [52], where no 2D drawing is produced and all the typical drawing notes,
tolerancing and feature identifiers are defined in the 3D model. The assembly drawings produced by the author were used for the assembly of the HDWS, the
installation of bushings and the pressure seals. All drawings used in the manufacturing and
assembly of the HDWS for the components discussed throughout the entirety of Chapter 4 are
included in the Appendix A. 4.4 Part and Assembly Engineering Drawings The HDWS detail design process followed a standard industry design approach were concept level
sketches, typically hand-drawn, are first drafted for visualization purposes and then transferred to
computer aided design (CAD) software. CATIA® V5, widely used in the aerospace and automotive
industry, was used for the design of the HDWS. As per modern design methodology, 3D models
of the HDWS parts, sub-assemblies and final assembly were produced using CATIA® V5. After
the 3D models were finished the models were drawn using CATIA® V5’s Drafting Workbench. In
order to follow the latest industry standards and best practices as they pertain to draftsmanship, the
ANSI/ASME Y14.5M-1994 Geometric Dimensioning and Tolerancing (GD&T) [51] standard
was followed where applicable. Ensuring an industry standard level of quality for the finished drawings, the author utilized an
industry based template, developed with assistance from Safran Landing Systems Canada Inc. [48], for the HDWS’s drawings. An example of the drawing template is shown in Figure 4.26. Figure 4.26: Sample of a typical HDWS engineering drawing, key elements encircled Figure 4.26: Sample of a typical HDWS engineering drawing, key elements encircled 68 The template features the basic elements required to adequately communicate the design to a
reviewer and most importantly the manufacturer. In particular, the HDWS drawing template,
shown in Figure 4.26, incorporates: part specific design notes (typically included in the top left
corner); a drawing title block (bottom right); 3D view(s) to provide an overview of the finished
component or assembly and the body of the drawing containing views only as is required to clearly
convey the design features. An example of the drawing title block and typical part notes can be
seen in Figure 4.27 and Figure 4.28, respectively. Figure 4.27: Sample of title block layout used for the HDWS Figure 4.27: Sample of title block layout used for the HDWS 69 4.5 Manufacturing and Treatment Processes The following presents a summary of the different manufacturing processes used to create the
HDWS product. It is important to note that each component of the HDWS was designed with the
end manufacturing process in mind, e.g. cutting tool radii, tool paths, and number of operation
setups. 70 4.5.1 Subtractive Manufacturing According to Kalpakijian and Schmid [53], subtractive manufacturing covers a wide variety of
manufacturing process including: CNC milling, turning of parts on a lathe, drilling operations and
grinding. Each of these manufacturing methods were used in creating the HDWS and several
examples are described in Figure 4.29 and Figure 4.30. Figure 4.29: Images depicting from (1) through (3) the stages in the turning process performed for the
manufacturing of the shock absorber outercylinder ACME 3G thread Figure 4.29: Images depicting from (1) through (3) the stages in the turning process performed for the
manufacturing of the shock absorber outercylinder ACME 3G thread 71 Figure 4.30: Images (1) through (3) depict the milling process starting from a solid metal block, and
image (4) depicts the internal thread screw cut performed on a lathe Figure 4.30: Images (1) through (3) depict the milling process starting from a solid metal block, and
image (4) depicts the internal thread screw cut performed on a lathe 4.5.2 Protective Finishes and Processes After the manufacturing process was completed, the components that required protections, mainly
the aluminum and steel components, underwent protective treatment processes. In most cases these
protections were for external environmental effects (natural corrosion) and in others to prevent
galvanic corrosion caused by dissimilar metals [5]. The processes used for the present work are
briefly described and illustrated where possible with examples. Aluminum Parts: Although aluminum does not rust like steel, aluminum does react naturally with oxygen and
overtime forms an external layer of aluminum oxide. This external layer of aluminum oxide
represents a protective surface with much higher corrosion and abrasion resistance than freshly
machined aluminum. The electrochemical process of anodizing pre-emptively oxidizes the surface
of the aluminium part providing a finished part with a more durable and corrosion-resistant finish. 72 During the anodizing process the parts can be coloured (typically for aesthetic purposes) using
organic dyes [54]. Figure 4.31 below shows the result of anodizing (blue) one of the trailing arm
components. Figure 4.31: Trailing arm pictured after undergoing blue anodizing Figure 4.31: Trailing arm pictured after undergoing blue anodizing Corrosion Resistant Steel (CRES): The HDWS prototype used two different types of stainless steel– 303L for the piston and pins, and
17-4PH CRES for the KAron® [47] lined bushings. A common form of post-fabrication protection
for stainless steels is passivation. As explained by Debold and Martin [56], it is a process that
enhances the inherent corrosion resistant properties of stainless steels, such as 303L. In practice,
the need for passivation after manufacturing the stainless part comes from the micro-deposits of
iron left behind from the grinding or cutting tools and is deposited on the surface. Although
microscopic, Debold and Martin notes that this frequently causes a fine layer of rust over extended
periods of time [56]. For these reasons, all the HDWS 303L components were passivated. The 17-4PH bushings were treated with cadmium plating on their installation surfaces (the outer
diameter) to protect the bushing and mounting part from galling (stainless on stainless) and
galvanic effects [32]. Carbon Steel: For ease of manufacturing the external ACME thread and for overall cost savings, the prototype
HDWS’s shock absorber outer cylinder was machined from AISI 12L14 carbon steel. Being non-
corrosion resistant by nature, the steel required post treatment to protect against corrosion (rusting). Since the part was required to maintain its tight operating tolerances internally for the sealing
surfaces and externally for the ACME threaded engagement, black oxide conversion coating was
selected for its minimal build up (thickness) and superior abrasion resistance when compared to
paint. The abrasion resistance was particularly important to consider along the ACME threaded
surface, where the black oxide was expected to deteriorate overtime [55]. Figure 4.32 shows the
shock strut outer cylinder assembly after going through the conversion coating process. 73 Figure 4.32: A shock strut outer cylinder shown with black oxide surface treatment Figure 4.32: A shock strut outer cylinder shown with black oxide surface treatment 4.5.3 Additive Manufacturing From the resulting topology optimization discussed in Section 4.3.2, the motor mounting bracket
was selected for AMM. Thanks to Burloak Technologies Inc. [57], seven motor brackets were 74 printed from AlSi10Mg using state-of-the-art direct metal laser sintering (DMLS) processes [17]. The DMLS process uses a high-power laser to sinter the part, layer by layer, in an additive fashion
[58]. After each layer is sintered, a fresh layer of metal powder is swept over the previously
sintered layer, as illustrated in Figure 4.33. This process is repeated until the final part geometry
has been achieved. The result, after post processing (shot peening and build support removal), is
shown in Figure 4.33. Figure 4.33: Images (1) through (2) depict the DMLS process used to create the final (3) AMM part [17] Figure 4.33: Images (1) through (2) depict the DMLS process used to create the final (3) AMM part [17] 5
The Deployable and Retractable Shock Strut Following the definition of the kinematic layout, the HDWS concept was broken down into its key
subsystems in Chapter 4, to familiarize the reader with the baseline concept design. As explained
in Chapter 4, a significant portion of the HDWS design is comprised of the Shock Strut sub-
assembly (P/N 30-1200-00) and the Retraction sub-assembly (P/N 30-1300-00). Due to their
complex nature, their specific detail design and functions, separately and as a combined unit, are
discussed in this chapter. 4.6 Chapter Summary The present chapter provided a detailed overview of the HDWS components and discussed some
of their basic functions. After discussing the primary top-level (dressed) assemblies, the assemblies
that make up the main structure (undressed assembly) were described. As it was mentioned earlier
in Section 4.2.2, the detailed design and performance characteristics of the shock strut, fitted within
the retraction assembly, is one the most complex components on the HDWS. For this reason, the
detailed design of the shock strut and its operation within the retraction and extension framework,
defined in Section 3.5, will be the primary subject of Chapter 5. 75 5.1 System Configuration The Deployable and Retractable Shock Strut [9] configuration is itself the most important
component of the HDWS and was designed to address the unique kinematic requirements of the
Hyperloop, as defined within Chapter 3. Utilizing the present design, it is now possible to achieve
shock absorption, retraction and extension capabilities within one combined unit (Figure 5.1), also
proven through testing. By design, the system includes a retract housing (fixed to the pod and free to rotate), where at least
one motor is attached, and a classic oleo-pneumatic shock absorber internal configuration is
retained but has its exterior modified to define a power lead screw, specifically ACME based. The
benefit here, as compared to Waide [8] and Sharples [25], is that the shock absorber can linearly
translate through the trunnion pin mounted retract housing, using an ACME gear nut mounted
between two bearings and free to rotate. This generates translational motion and allows the system
to fold into a vertically compact stowed position. As is designed here, the system can be optimally configured (kinematically) when utilized with a
classic trailing arm configuration, requiring only two total pod interface points (at the retract
housing and trailing arm) and an electrical connection to the pod. The use of torque links here to
react the rotational forces generated by friction in the ACME threads is particularly robust when
compared to the proposal discussed in Chapter 2 by Waide [8]. As an added benefit, using
externally mounted sensors and those typically pre-installed within a BLDC motor (hall sensor),
the position of the system can be monitored and managed in real time. 76 Figure 5.1: Deployable and retractabe shock strut system configuration, partial cross-section Figure 5.1: Deployable and retractabe shock strut system configuration, partial cross-section This electrically operated arrangement came as an alternate solution to a standard hydraulic fluid
system, typically used in the extension of landing gear, as discussed in Chapter 2. The current
electric based design requires only a power supply (pre-existing on a pod) and avoids the use of a
hydraulic system, which would require pumps, reservoirs, and hydraulic lines to be located
throughout the pod. 77 5.2 System Operation Using the deployable and retractable shock strut configuration discussed in Section 5.1, the
kinematic architecture as defined in Chapter 3, Section 3.5.2, was achieved. The extension
(deployment) of the system, as shown in Figure 5.2, was accomplished in-part using an electronics
and control system developed by Shonibare [16] and Adhikari [40]. The same system was used for
the retraction of the system, by reversing the torque on the motor shaft, and performing height
maintenance activities. By utilizing two linear potentiometers and four pod mounted lasers (one in
each corner), the deployable and retractable shock strut was demonstrated to provide active
feedback response, when the pod mass was disturbed by external sources (i.e. the change of the
pod CG, for testing purposes, using a moving mass). Figure 5.2: HDWS extension and retraction process, some parts hidden for clarity Figure 5.2: HDWS extension and retraction process, some parts hidden for clarity Now that the reader is familiar with the overall HDWS concept and has been introduced to the
deployable and retractable shock strut concept, the detail design considerations of the primary
elements will be discussed. 78 5.3 HDWS Shock Absorber Design This section presents the preliminary and detail design of the HDWS shock absorber (or shock
strut) component. The shock strut provides energy dissipation on extension (at touchdown) and
ensures no loads are directly transferred to the Hyperloop pod vehicle frame. An oleo-pneumatic
shock strut architecture was selected, which is the typical choice for aircraft landing gear due to
their light-weight design and superior energy dissipation characteristics [5]. The preliminary
design of the shock strut, particularly the design of an oleo-pneumatic shock strut, is covered by
the works of Currey [5] and Conway [6] and was used here for design reference. Industry
specifications and standards were used for the detail design process, the most applicable of which
are tabulated here in Table 5.1 for convenience. Table 5.1: Shock strut design standards and specifications referenced
Standard/Specification
Document Description
ASME/ANSI B1.5-1997
General Purpose Acme Thread Form
SAE AIR1362B
Aerospace Hydraulic Fluid Physical Properties
SAE AS28889A
Valve, Air, High Pressure Charging, 5000 PSI
SAE AS8934/2
Bearing, Sleeve, Flanged, Self-lubricating
SAE AS8879D
Screw Threads – UNJ Profile, Inch
SAE AS4716B
Gland Design, O-ring and Other Elastomeric Seals
SAE AS5857A
Gland Design, O-ring and Other Elastomeric Seals, Static Applications
MIL-L-8552C
Landing Gear, Aircraft Shock Absorber (Air-Oil Type)
MIL-T-6053C
Tests, Impact, Shock Absorber Landing Gear, Aircraft
MIL-PRF-5606H
Hydraulic Fluid, Petroleum Base (Red Oil) Table 5.1: Shock strut design standards and specifications referenced 5.3.1 Oleo-Pneumatic Shock Absorber Introduction Oleo-pneumatic shock absorbers consist of oil, typically petroleum based as specified by MIL-
PRF-5606H, and a gas, typically dry nitrogen. Although it is possible to use air as the gas, modern
designs use dry nitrogen gas due to its inert properties, therefore inhibiting corrosion [5]. An
example of a single acting shock absorber, typically comprised of a piston, shock absorber cylinder
and orifice, is shown in Figure 5.3. In this design, when the shock strut is compressed, oil is forced
through a controlled area (typically a dampening orifice) and into the pressurized gas spring to
dissipate energy in a controlled manor. In most designs, the shock absorber’s rate of motion under 79 dynamic loading is limited by the damping action induced by the oil flowing through a controlled
area [24]. As shown in Figure 5.3, there are many ways in which a designer can configure the
internals of a shock strut to achieve the desired performance characteristics, with no one way being
the best solution in all conditions. Figure 5.3: An example of an oleo-pneumatic shock strut with oil and gas free to mix [5] Figure 5.3: An example of an oleo-pneumatic shock strut with oil and gas free to mix [5 The first stage in the shock absorber design process is typically to understand the energy
dissipation requirements at landing. This is ordinarily the scenario in which an aircraft shock strut
sees its worst-case loading and requirement for energy dissipation. This provides a rough estimate
for the required landing stroke (distance through which the kinetic energy is dissipated). As is
demonstrated by Currey [5], this preliminary exercise usually considers, at minimum, a rate of
descent (sink speed) of 6ft/s (1.8m/s) for aircraft. In the case of the HDWS, which is deployed in
a controlled manor onto the sub-track surface, the equivalent sink speed provided by the 80 deployment actuation unit is approximately 0.11 ft/s (0.035 m/s). For this reason, it was expected
that this method would be unsuccessful for the HDWS design. Hence, other preliminary design
methods and assumptions outlined by Currey were used in its place [5]. In this case, a mix of gas spring properties, preliminary design guidelines and geometric constraints
imposed by the prescribed operational space were applied. 5.3.1 Oleo-Pneumatic Shock Absorber Introduction For the design of a shock absorber gas
spring for a wheeled vehicle, the effects of tire compression under load should also theoretically
be considered [5], however, the polyurethane wheel discussed in Chapter 4 was assumed to be
sufficiently rigid and its compression was subsequently ignored for this work. 5.3.2 Shock Absorber Gas Spring Preliminary Design After a general layout of the shock strut arrangement was created for reference, the next step was
to begin assigning values to variables defined in Table 5.5. The process for selecting the final
numbers was highly iterative but began first, as recommended in Currey [5], by defining a pressure
at static stroke. Turning to statics, the following equation is defined [46]: 𝑃𝑆= 𝐹𝑆
𝐴𝑃
(5.1) (5.1) where 𝑃𝑆 is defined as the pressure at static piston stroke, 𝐹𝑆 is the static axial loading on the shock
strut and 𝐴𝑃 is the area of the piston. The equation for the area of the piston is circular and is
defined by the piston rod outer diameter, 𝑂𝐷𝑃𝑅. This is used to determine the total volume change
within the shock absorber throughout stroking operations. where 𝑃𝑆 is defined as the pressure at static piston stroke, 𝐹𝑆 is the static axial loading on the shock
strut and 𝐴𝑃 is the area of the piston. The equation for the area of the piston is circular and is
defined by the piston rod outer diameter, 𝑂𝐷𝑃𝑅. This is used to determine the total volume change
within the shock absorber throughout stroking operations. At this point, there are three unknowns in equation (5.1). A key piece of information required from
the pod manufacturer is an estimate of the entire system’s final weight. Based on initial estimates
of the U of T pod architecture, a pod mass was selected that enabled the determination of the force,
𝐹𝑆, at a static stroke. Using Figure 5.4 as an example, assume a pod exists with a known mass 𝑚
and CG, an optimal positioning of the HDWS’s within the pod frame can be determined. For the purposes of the present discussion an equal distribution of the pod mass, 750 lbm (340 kg)
was assumed. Note that if detailed pod CG and inertia was known, the distribution of the HDWS’s 81 throughout the pod could be determined for best performance and stability during all projected
loading scenarios (e.g. dynamic braking, accelerating). This process would normally be done in
practice at the early stages of HDWS subsystem design and pod frame design. 5.3.2 Shock Absorber Gas Spring Preliminary Design Figure 5.4: Example of a hypothetical pod layout, loads applied to the HDWS in a static position Figure 5.4: Example of a hypothetical pod layout, loads applied to the HDWS in a static position As shown in Figure 5.4, the HDWS reaches a static stroke when the vertical load transferred
through the trailing arm axle is equivalent to the weight of the pod divided equally among the
systems. Since the system architecture is of the trailing arm type, the load through the shock strut
is not equivalent to the load at the wheel axle. In Figure 5.5 the reference key points for the HDWS
kinematics are shown in its Cartesian coordinates as defined in Chapter 3. These key points – (1
through 5) – are used to mathematically determine the force in shock strut member (4) – (5),
defined as 𝐹45. As shown in Figure 5.5, the loading in 𝐹45 was calculated by finding the sum of the moments about
point (1). To do so, the perpendicular distance (shortest distance) between member (4) – (5) and
pivot point (1) was determined. By the same token, the horizontal distance (shortest distance)
between point (1) and line of action of the force at (2), where a portion of the pod weight is reacted,
was also determined. 82 Figure 5.5: The HDWS preliminary configuration, stick diagram Figure 5.5: The HDWS preliminary configuration, stick diagram It was found that the moment arm distances for each force about point (1) were best determined
from the kinematic models within CATIA® V5. This was advantageous in the early stages of design
when the positions of the key points defined in Figure 5.5 were subject to change. The
mathematical definition is shown here for reference. Let 𝑎 be the horizontal distance along the x-axis between points (1) and (2) such that: 𝑎= |𝑥2 −𝑥1|
(5.2) (5.2) where 𝑥1 and 𝑥2 are the 𝑥-coordinates relative to a specific reference point, namely point (1). where 𝑥1 and 𝑥2 are the 𝑥-coordinates relative to a specific reference point, namely point (1). 5.3.2 Shock Absorber Gas Spring Preliminary Design Let 𝑏 be the perpendicular distance from the force vector 𝐹45 defined as: Let 𝑏 be the perpendicular distance from the force vector 𝐹45 defined as: Let 𝑏 be the perpendicular distance from the force vector 𝐹45 defined as: 𝑏=
|[(𝑥4 −𝑥5)(𝑦4 −𝑦1)] −[(𝑥4 −𝑥1)(𝑦5 −𝑦4)]|
√(𝑥4 −𝑥5)2 + (𝑦4 −𝑦5)2
(5.3) (5.3) Finally, the force in the shock strut 𝐹45 can be determined. In this case, the value for 𝐹𝑆 is desired
to assist in the initial shock strut sizing. Thus, the values utilized for the 𝑥 and 𝑦 coordinates of the
points (2) and (4) shall be those approximating the position of static stroke. As a first
approximation, Currey [5] provides a data table consisting of historic static stroke positions as a 83 percentage of maximum stroke while Conway [6] suggested that a maximally loaded vehicle
should have a compressed stroke position of not more than two-thirds total stroke. Acknowledging
the preceding, the HDWS’s unique kinematic motion taking place between the retracted state
(shock strut fully extended, stroke equal to zero) and the static stroke state has no effect on the
values of 𝑎 and 𝑏 defined in equations (5.2) and (5.3). It can now be stated that the values of 𝑎 and
𝑏 change with the extension and retraction of the HDWS, rotating about point (1), up to WOW
(touchdown). After WOW is achieved, the system compresses the oleo-pneumatic shock strut
piston until reaching the static load of the pod. During the compression, the motion of the shock
strut is linear – that is, the perpendicular distance defined by 𝑏 remains the same. The assumption
here holds true if the pod is levitating at a planned altitude throughout the extension operation. Furthermore, when the HDWS performs a height adjustment of the pod relative to the ground, the
values of 𝑎 and 𝑏 defined in equations (5.2) and (5.3) change as the pod is raised. This can be
easily understood by imagining points (1) and (5), fixed to a pod raising in the vertical direction,
while point (4) swings CW about point (5) and point (2) remains “fixed” at a radial distance about
the tube sub-track. Bearing all the preceding information in mind, it can be appreciated that by
modifying the component geometry it is possible to control the value for 𝐹45 while maintaining
the kinematic arrangement within the specified area. 5.3.2 Shock Absorber Gas Spring Preliminary Design Thus, the equation governing the value for
𝐹45, referencing Figure 5.5, is defined by: +𝐶𝐶𝑊∑𝑀𝐴= 0 ; (𝑊𝑃𝑜𝑑
4
) (𝑎) − 𝐹45𝑏= 0
(5.4) (5.4) Solving equation (5.4) for 𝐹45: Solving equation (5.4) for 𝐹45: Solving equation (5.4) for 𝐹45: 𝐹45 =
(𝑊𝑃𝑜𝑑
4
) (𝑎)
𝑏
(5.5) (5.5) As discussed earlier in this report, equation (5.5) is only valid for solving the force 𝐹45 at the static
stroke of the piston and at any new static stroke defined by a height adjustment thereafter. Since the present calculations were based on a pod mass of 750lbm (340kg), a value for 𝐹45 can
be determined using the kinematic arrangements determined in Chapter 3. 84 Referring to equation (5.1), two terms remain unknown – the area of the piston 𝐴𝑃 and the pressure
at static stroke 𝑃𝑆. It was decided that the minimum permissible pressure required would be used
to overcome the seal friction (sticksion) stated by Currey [5] to be 60 psi (413.7 kPa). As noted by
Currey, this initial pressure assures that the shock absorber can fully extend when unloaded. Thus,
using 60 psi as the initial pressure, a spread sheet partially shown in Table 5.2 was created by the
author based on the ideal gas law (isothermal) formulae presented by Currey [5]. This tool enabled
the calculation of an initial gas spring utilizing the preliminary compression ratios defined by
Currey and based on the kinematic geometry required to achieve the static force required to balance
the pod weight, that is 𝐹𝑆= 𝐹45(𝑊𝑃𝑜𝑑, 𝑎, 𝑏). The initial key results of the iteration, as displayed
in the shock strut design excel sheet, are shown in Table 5.2 and Table 5.3 for reference. Table 5.2: Shock strut design tool developed by the author using equations derived in Currey [5] Table 5.2: Shock strut design tool developed by the author using equations derived in Cu Table 5.2: Shock strut design tool developed by the author using equations derived in Currey [5]
LEGEND
Input
Output
Gas Spring (Isothermal)
Stroke (in) V (in3)
P (psi)
Load (lb)
Required Info/Design Parameter
Value
0
2.775
60.000
52.849
Pod Max Weight (lb)
750.000
0.5
2.334
71.321
62.820
No. Table 5.3: Key shock strut stroke position outputs (ideal gas law, isothermal assumption)
Extended Load (lb)
52.9
P1 (psi)
60
V1 (in3) 2.775 Stroke (in) 0.00 % Stroke
0.00
Static Load (lb)
222.2
P2 (psi)
252
V2 (in3) 0.661 Stroke (in) 2.40 % Stroke
80.00
Compressed Load (lb)
1111.2 P3 (psi) 1260 V3 (in3) 0.132 Stroke (in) 3.00 % Stroke 100.00 5.3.2 Shock Absorber Gas Spring Preliminary Design of Struts
4.000
1
1.894
87.907
77.429
Load per Strut, Static Case (lb)
187.500
1.5
1.453
114.545
100.893
Length, Trailing Arm (in)
10.000
2
1.013
164.348
144.759
Postion, SS/T-Arm (in)
9.000
2.1
0.925
180.000
158.546
Radial offset of SS/T-Arm Lug (in)
2.500
2.2
0.837
198.947
175.235
Static Trailing Arm Position (rad)
-0.305
2.3
0.749
222.353
195.850
Static SS Position (rad)
2.069
2.4
0.661
252.000
221.964
Static Axial Loading (lb)
222.249
2.5
0.573
290.769
256.112
Static to Extended Ratio
4.200
2.6
0.484
343.636
302.678
Compressed to Static Ratio
5.000
2.7
0.396
420.000
369.940
Total Stroke (in)
3.000
2.8
0.308
540.000
475.637
Charge Pressure(psi)
60.000
2.9
0.220
756.000
665.892
Total Gas Displacement (V1-V3) (in3)
2.642
3
0.132
1260.000
1109.819 Table 5.2: Shock strut design tool developed by th
LEGEND
Input
Output
Required Info/Design Parameter
Value
Pod Max Weight (lb)
750.000
No. of Struts
4.000
Load per Strut, Static Case (lb)
187.500
Length, Trailing Arm (in)
10.000
Postion, SS/T-Arm (in)
9.000
Radial offset of SS/T-Arm Lug (in)
2.500
Static Trailing Arm Position (rad)
-0.305
Static SS Position (rad)
2.069
Static Axial Loading (lb)
222.249
Static to Extended Ratio
4.200
Compressed to Static Ratio
5.000
Total Stroke (in)
3.000
Charge Pressure(psi)
60.000
Total Gas Displacement (V1-V3) (in3)
2.642 Gas Spring (Isothermal)
Stroke (in) V (in3)
P (psi)
Load (lb)
0
2.775
60.000
52.849
0.5
2.334
71.321
62.820
1
1.894
87.907
77.429
1.5
1.453
114.545
100.893
2
1.013
164.348
144.759
2.1
0.925
180.000
158.546
2.2
0.837
198.947
175.235
2.3
0.749
222.353
195.850
2.4
0.661
252.000
221.964
2.5
0.573
290.769
256.112
2.6
0.484
343.636
302.678
2.7
0.396
420.000
369.940
2.8
0.308
540.000
475.637
2.9
0.220
756.000
665.892
3
0.132
1260.000
1109.819 Table 5.3: Key shock strut stroke position outputs (ideal gas law, isothermal assumption)
Extended Load (lb)
52.9
P1 (psi)
60
V1 (in3) 2.775 Stroke (in) 0.00 % Stroke
0.00
Static Load (lb)
222.2
P2 (psi)
252
V2 (in3) 0.661 Stroke (in) 2.40 % Stroke
80.00
Compressed Load (lb)
1111.2 P3 (psi) 1260 V3 (in3) 0.132 Stroke (in) 3.00 % Stroke 100.00 Table 5.3: Key shock strut stroke position outputs (ideal gas law, isothermal assumption) 85 Using the theory presented by Currey [5] as a preliminary calculation, the initial gas spring
calculation and its results shown in Table 5.2 and Table 5.3 were generated based on an isothermal
simplification of the ideal gas law (thermodynamics). 5.3.2 Shock Absorber Gas Spring Preliminary Design The equations used to generate the results
shown in Table 5.2 and Table 5.3 are now defined with reference to Figure 5.6. Figure 5.6: Illustration of oleo-pneumatic shock strut key operational states Figure 5.6: Illustration of oleo-pneumatic shock strut key operational states 86 As an approximation of the static gas spring behaviour at the states illustrated in Figure 5.6, the
ideal gas law is applied under isothermal assumptions, where the temperature 𝑇 is assumed
constant such that 𝑇1 = 𝑇2 = 𝑇3 resulting in the relationship: 𝑃1𝑉1 = 𝑃2𝑉2 = 𝑃3𝑉3
(5.6) (5.6) Referencing equation (5.6) and Figure 5.6, the following definitions apply: Referencing equation (5.6) and Figure 5.6, the following definitions apply: Referencing equation (5.6) and Figure 5.6, the following definitions apply: Table 5.4: Shock strut gas spring design features and definitions per Currey [5] Table 5.4: Shock strut gas spring design features and definitions per Currey [5]
Symbol
Description
𝑃1
Gas pressure at full extension, 0% stroke
𝑃2
Gas pressure at static stroke under static load
𝑃3
Gas pressure in the compressed position, 100% stroke
𝑉1
Gas volume at full extension, 0% stroke
𝑉2
Gas volume at static stroke under static load
𝑉3
Gas volume in the compressed position, 100% stroke Since 𝑃1 was selected to be 60 psi the next step was to determine 𝑃2 and 𝑃3 using the recommended
pressure ratios provided by Currey [5]. These ratios were selected to help ensure floor height
variation between static and compressed positions during dynamic operation is kept to a minimum. This was an important design factor to consider when designing the gas spring that ensured the
pod’s primary levitation systems or any part of the pod frame would not crash into the sub-track. F
li i
i i
th
ti
tili
d
C
[5] For preliminary sizing purposes, the ratios utilized per Currey [5] were: Static to extended = 4/1
(5.7)
Compressed to static = 3/1
(5.8) Static to extended = 4/1
(5.7)
Compressed to static = 3/1
(5.8) Static to extended = 4/1
(5.7) (5.7) Compressed to static = 3/1
(5.8) (5.8) (5.8) Note: the above compression ratios should be used with caution as they do not account for the
compressibility of the oil [5]. 5.3.2 Shock Absorber Gas Spring Preliminary Design 87 Based on the ratio defined by (5.7) the pressure 𝑃2 is found by: Based on the ratio defined by (5.7) the pressure 𝑃2 is found by: 4
1 = 𝑃2
𝑃1
→ 𝑃2 = 4𝑃1
(5.9) (5.9) (5.9) Similarly, the pressure at the compressed position (maximum stroke) 𝑃3 is estimated using (5.8)
and found by: 3
1 = 𝑃3
𝑃2
→ 𝑃3 = 3𝑃2
(5.10) Now, using a known value of 𝐹𝑆 and by substituting the result of equation (5.9), the area of the
piston is determined as follows: Now, using a known value of 𝐹𝑆 and by substituting the result of equation (5.9), the area of the
piston is determined as follows: 𝑃2 = 4𝑃1 = 𝐹𝑆
𝐴𝑃
(5.11) 𝑃2 = 4𝑃1 = 𝐹𝑆
𝐴𝑃 (5.11) Re-arranging equation (5.11) for the piston area 𝐴𝑃 gives: Re-arranging equation (5.11) for the piston area 𝐴𝑃 gives: 𝐴𝑃= 𝐹𝑆
4𝑃1
(5.12) (5.12) This enabled a preliminary sizing for the shock strut piston outer diameter, 𝑂𝐷𝑃𝑅, which was
solved by: 𝑂𝐷𝑃𝑅= √4𝐴𝑃
𝜋
(5.13) (5.13) Note: The significance of equation (5.13) will not be discussed here but will play a key role in
determining the final gas spring properties of the shock strut and will thus be referred to at the
end of this section prior to defining the internal geometries at a later stage. Knowing the area 𝐴𝑃 by which the internal volume of the shock strut is compressed, the total
change in volume from extended stroke to compressed stroke can be found by: ∆𝑉= 𝑉3 −𝑉1 = 𝐴𝑃 𝑆𝑀𝑎𝑥
(5.14) (5.14) 88 where 𝑆𝑀𝑎𝑥 is defined as the total permissible stroke of the shock strut. At this stage, it was
necessary to define a maximum stroke which was selected based on the kinematic studies
highlighted in Chapter 3. For the present work, 𝑆𝑀𝑎𝑥= 3. In general, solving equation (5.14) for 𝑉3 and substituting the result into equation (5.6) gives: In general, solving equation (5.14) for 𝑉3 and substituting the result into equation (5.6) gives: 𝑉1 = 𝑉3𝑃3
𝑃1
= 𝑃3𝐴𝑃 𝑆𝑀𝑎𝑥+ 𝑉1𝑃3
𝑃1
(5.15) (5.15) After solving for 𝑉1, the ideal gas law was used to find 𝑉2 and 𝑉3. Using these results a shock
absorber load-stroke curve shown in Figure 5.7 was produced. 5.3.2 Shock Absorber Gas Spring Preliminary Design Figure 5.7: Graphic representation of the isothermal oleo-pneumatic gas spring curve produced using the
results in Table 5.2
0.0
50.0
100.0
150.0
200.0
250.0
300.0
350.0
400.0
450.0
500.0
550.0
600.0
650.0
700.0
750.0
800.0
850.0
900.0
950.0
1000.0
1050.0
1100.0
1150.0
1200.0
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
2.2
2.4
2.6
2.8
3
Shock Strut Load [lb]
Piston Stroke [in]
Load vs. Piston Stroke Curve 0.0
50.0
100.0
150.0
200.0
250.0
300.0
350.0
400.0
450.0
500.0
550.0
600.0
650.0
700.0
750.0
800.0
850.0
900.0
950.0
1000.0
1050.0
1100.0
1150.0
1200.0
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
2.2
2.4
2.6
2.8
3
Shock Strut Load [lb]
Piston Stroke [in]
Load vs. Piston Stroke Curve Load vs. Piston Stroke Curve Load vs. Piston Stroke Curve Figure 5.7: Graphic representation of the isothermal oleo-pneumatic gas spring curve produced using the
results in Table 5.2 By examining Figure 5.7 it can be said that a shock strut whose static stroke is in the range of 2.2
to 3 inches will be best able to resist the effects of dynamic loading during pod travel. This is an 89 important consideration for the HDWS shock strut design to ensure that any dynamic loading,
which by design causes the shock strut to compress, does not allow rapid and large displacements
that could damage the pods exterior elements close to the tube sub-track. As the details of the shock strut internals were further defined geometrically the final internal gas
and oil volumes were determined with the assistance of CATIA® V5. Before moving to the next
section on the geometric sizing of the shock strut, it is important to recognize the following points,
summarized in list form, to be addressed in the detailed gas spring design. 1) The preceding gas spring design was developed under isothermal assumptions. It is known that
as substance compresses, particularly at high speeds and pressures, that the effect of
temperature should not be ignored. 2) By the same token, the present process has not yet considered the compressibility of the fluid
utilized, industry standard MIL-H-5606 red mineral oil. The bulk modulus of the fluid, as
defined by AIR 1362B, was used to determine the final gas spring. 3) The present gas spring has only considered static loading, which, per Currey [5], is sufficient
for normal, low-speed disturbances. 5.3.2 Shock Absorber Gas Spring Preliminary Design The final gas spring will consider both dynamic and static
loading using an isentropic (adiabatic) gas coefficient suitable for a mixed oil and gas shock
strut configuration, defined by γ. 4) The initial pressure ratios defined by (5.7) and (5.8) were iteratively varied to meet geometric
requirements, specifically for the sealing surface on the piston outer diameter (𝑂𝐷𝑃𝑅) defined
by equation (5.13). Using the ratio specified by Currey [5] as a guideline, the ratio was varied,
keeping a 60-psi charge pressure constant, to converge on a value for 𝑂𝐷𝑃𝑅 near a standard
sealing OD, specified by SAE AS4716B for dynamic sealing surfaces. 5.3.3 Internal Geometry Definition This section will present an overview of the design factors from a mechanical and performance
point of view. Figure 5.8 highlights the fundamental shock absorber components whose relevant
geometric features are described in Table 5.5 and further defined in Figure 5.9. Table 5.5 provides
definitions for the key geometrical elements that were considered during the design phase and later
used to size the final detail parts. 90 Figure 5.8: A simplified oleo-pneumatic strut, key preliminary design components labeled for clarity Figure 5.8: A simplified oleo-pneumatic strut, key preliminary design components labeled for clarity Figure 5.8: A simplified oleo-pneumatic strut, key preliminary design components labeled for clarity Table 5.5: Shock strut mechanical design features and definitions
Symbol
Description and Sizing Considerations
𝑅𝑃𝐿
Piston Lug Radius – defined to ensure an adequate lug thickness, typically < ODPR for lower
bearing assembly purposes. 𝐼𝐷𝑃𝐿
Piston Lug Inner Diameter – typically sized based on the interfacing pin connection, or bush
install (in this case, a spherical bearing). This joint diameter was sized for a swaged spherical
bearing that was installed with a small interference fit and swaged after installation. 𝑂𝐷𝑃𝑅
Piston Rod Outer Diameter – defined as the running surface against the dynamic seals located
within the lower bearing (gland nut), typically adjusted to meet closest standard seal sizing per
AS4716B after preliminary pressure/volume sizing. 𝐼𝐷𝑃𝑅
Piston Rod Inner Diameter – is sized preliminarily based on required wall thicknesses to
withstand hoop stress and compression stresses (buckling) at bottoming. The inner diameter can
be further refined based on internal configuration requirements, e.g. the addition of an orifice
support tube with externally mounted dynamic seal (Figure 5.3). 𝑂𝐷𝑃𝑈𝐵
Piston Upper Bearing Outer Diameter – typically sized in conjunction with the lower bearing
gland nut and the outer cylinder inner diameter (𝐼𝐷𝑂𝐶). The final sizing typically accounts for
additional flow regulation, as will be shown in the detail design discussion. 𝐿𝑃𝑈𝐵
Piston Upper Bearing Length – preliminarily sized based on the total bearing overlap length
(𝐿𝐵𝑂) and then further refined based on the bearing pressures and material selection (typically a
bronze for good wear resistance and lubricity). Table 5.5: Shock strut mechanical design features and definitions Table 5.5: Shock strut mechanical design features and definitions
Symbol
Description and Sizing Considerations
𝑅𝑃𝐿
Piston Lug Radius – defined to ensure an adequate lug thickness, typically < ODPR for lower
bearing assembly purposes. 5.3.3 Internal Geometry Definition 𝐼𝐷𝑃𝐿
Piston Lug Inner Diameter – typically sized based on the interfacing pin connection, or bush
install (in this case, a spherical bearing). This joint diameter was sized for a swaged spherical
bearing that was installed with a small interference fit and swaged after installation. 𝑂𝐷𝑃𝑅
Piston Rod Outer Diameter – defined as the running surface against the dynamic seals located
within the lower bearing (gland nut), typically adjusted to meet closest standard seal sizing per
AS4716B after preliminary pressure/volume sizing. 𝐼𝐷𝑃𝑅
Piston Rod Inner Diameter – is sized preliminarily based on required wall thicknesses to
withstand hoop stress and compression stresses (buckling) at bottoming. The inner diameter can
be further refined based on internal configuration requirements, e.g. the addition of an orifice
support tube with externally mounted dynamic seal (Figure 5.3). 𝑂𝐷𝑃𝑈𝐵
Piston Upper Bearing Outer Diameter – typically sized in conjunction with the lower bearing
gland nut and the outer cylinder inner diameter (𝐼𝐷𝑂𝐶). The final sizing typically accounts for
additional flow regulation, as will be shown in the detail design discussion. 𝐿𝑃𝑈𝐵
Piston Upper Bearing Length – preliminarily sized based on the total bearing overlap length
(𝐿𝐵𝑂) and then further refined based on the bearing pressures and material selection (typically a
bronze for good wear resistance and lubricity). 91 𝐿𝐿𝐵
Lower Bearing Length – the final sizing of the lower bearing length is a highly dependent on
the utilized engagement method (e.g. threading to the ID or OD of the outer cylinder) and the
quantity and size of the seals installed within its volume. 𝐿𝐵𝑂
Total Bearing Overlap Length – (𝐿𝐵𝑂> 1.25𝑥𝑂𝐷𝑃𝑅 per MIL-L-8552C and Currey [5])
𝐼𝐷𝑂𝐶
Outer Cylinder, Inner Diameter – typically sized based on required piston head area for optimal
P/A load bearing capabilities. The inner diameter typically directly engages with the Piston
upper bearing outer diameter (𝑂𝐷𝑃𝑈𝐵) and thus shall be sized in parallel with the outer diameter
of the cylinder (𝑂𝐷𝑂𝐶) based on the required wall thickness. 𝑂𝐷𝑂𝐶
Outer Cylinder, Outer Diameter – the outer cylinder is typically sized to minimize cylinder
growth, possible at high pressures, and to withstand bending loads. The present outer cylinder
was sized based on the minor diameter of the ACME 3G thread machined onto its OD. 𝑆𝑀𝑎𝑥
Max Piston Stroke – the max stroke is the total amount of length adjustment a shock strut piston
can undergo during operation. 5.3.3 Internal Geometry Definition Typically, pre-sized based on the energy dissipation requirements
at touchdown. After an initial sizing, typically from expected landing loads, the max stroke is
tweaked to ensure adequate ground clearance while deployed and meet kinematic requirements. It is important to note, as mentioned by Currey [5], that the piston stroke is not a function of the
supporting structure (e.g. Hyperloop pod) weight. 𝐿𝑃𝐿𝑂
Piston Lug Centre Offset – this feature is typically defined in the detail design phase to ensure
that the piston OD is clear of the interfacing geometry at the piston/trailing arm lug. The offset
is typically at least equal to the Piston Lug Radius (𝑅𝑃𝐿). 𝐿𝐿𝐵
Lower Bearing Length – the final sizing of the lower bearing length is a highly dependent on
the utilized engagement method (e.g. threading to the ID or OD of the outer cylinder) and the
quantity and size of the seals installed within its volume. 𝐿𝐵𝑂
Total Bearing Overlap Length – (𝐿𝐵𝑂> 1.25𝑥𝑂𝐷𝑃𝑅 per MIL-L-8552C and Currey [5])
𝐼𝐷𝑂𝐶
Outer Cylinder, Inner Diameter – typically sized based on required piston head area for optimal
P/A load bearing capabilities. The inner diameter typically directly engages with the Piston
upper bearing outer diameter (𝑂𝐷𝑃𝑈𝐵) and thus shall be sized in parallel with the outer diameter
of the cylinder (𝑂𝐷𝑂𝐶) based on the required wall thickness. 𝑂𝐷𝑂𝐶
Outer Cylinder, Outer Diameter – the outer cylinder is typically sized to minimize cylinder
growth, possible at high pressures, and to withstand bending loads. The present outer cylinder
was sized based on the minor diameter of the ACME 3G thread machined onto its OD. 𝑆𝑀𝑎𝑥
Max Piston Stroke – the max stroke is the total amount of length adjustment a shock strut piston
can undergo during operation. Typically, pre-sized based on the energy dissipation requirements
at touchdown. After an initial sizing, typically from expected landing loads, the max stroke is
tweaked to ensure adequate ground clearance while deployed and meet kinematic requirements. It is important to note, as mentioned by Currey [5], that the piston stroke is not a function of the
supporting structure (e.g. Hyperloop pod) weight. 𝐿𝑃𝐿𝑂
Piston Lug Centre Offset – this feature is typically defined in the detail design phase to ensure
that the piston OD is clear of the interfacing geometry at the piston/trailing arm lug. The offset
is typically at least equal to the Piston Lug Radius (𝑅𝑃𝐿). 5.3.3 Internal Geometry Definition 𝐿𝐿𝐵
Lower Bearing Length – the final sizing of the lower bearing length is a highly dependent on
the utilized engagement method (e.g. threading to the ID or OD of the outer cylinder) and the
quantity and size of the seals installed within its volume. 𝐿𝑃𝐿𝑂
Piston Lug Centre Offset – this feature is typically defined in the detail design phase to ensure
that the piston OD is clear of the interfacing geometry at the piston/trailing arm lug. The offset
is typically at least equal to the Piston Lug Radius (𝑅𝑃𝐿). 𝐿𝑃𝐿𝑂
Piston Lug Centre Offset – this feature is typically defined in the detail design phase to ensure
that the piston OD is clear of the interfacing geometry at the piston/trailing arm lug. The offset
is typically at least equal to the Piston Lug Radius (𝑅𝑃𝐿). Figure 5.9: An example of an oleo-pneumatic shock strut highlighting preliminary geometric features Figure 5.9: An example of an oleo-pneumatic shock strut highlighting preliminary geometric features Figure 5.9: An example of an oleo-pneumatic shock strut highlighting preliminary geometric features 92 92 Based on the preliminary gas spring calculations performed and discussed in Section 5.3.2, the
sizing of the piston rod outer diameter (𝑂𝐷𝑃𝑅) is used to determine the behavior of the gas spring. For this reason, the sizing of 𝑂𝐷𝑃𝑅 was incorporated into a shock strut design spread sheet, as
shown in Table 5.6, and calculated from the piston area, 𝐴𝑃, determined by the ratio of 4:1 for
static to extended, as defined by Currey [5]. Utilizing a spread sheet format with key terms defined
enabled quick iterations to be performed. The result of one calculation, shown in Table 5.6,
indicates that the dimension for 𝑂𝐷𝑃𝑅 was to be 1.086-in. Using this result, the available sealing
sizes were referred to and helped to refine the calculated value, if necessary. 5.3.3 Internal Geometry Definition Table 5.6: Piston detail design template, as defined in the author’s shock strut design tool
LEGEND
Input
Output
Detail Design of Piston
Value
Piston D/t (for steel) (<15)
10.000
Calculated Piston Wall Thickness (in)
0.109
Resulting Piston Area (in2)
0.926
Resulting Piston Outer Diameter (in)
1.086
Required Piston Rod OD (see gland table), B (in)
1.059
Required Piston Area (in2)
0.881
Estimated Piston Inner Diameter (in)
0.869
Required ID (see gland table), A (in)
0.864
Piston Thickness (based on Gland Req.) (in)
0.098 Table 5.6: Piston detail design template, as defined in the author’s shock strut design tool As shown in Table 5.7, the closest possible piston rod bore dimension (B), defined by the sealing
design specification SAE AS4716B, called for a 𝑂𝐷𝑃𝑅 of 1.059-in. To accommodate the standard
fitting size based on the Rod Bore dimension shown in Table 5.7, the ratio of static to extended
stroke, defined by equation (5.7), was modified. Table 5.7: Piston rod dynamic seal gland dimensions, per Greene Tweed [59], based on SAE AS4716B
Piston Dynamic Seal
GLAND # Rod Bore, (B) [in] Tolerance [in] Gland ID [in] Gland Width, G [in]
-215
1.06
(-) 0.002
1.302
0.304 Piston rod dynamic seal gland dimensions, per Greene Tweed [59], based on SAE AS4716 93 For the reference of the reader, Figure 5.10 illustrates an example of a typical gland design, the
feature that is used to house a seal. A similar design trade-off process, as was discussed here, was
followed for all sealing surfaces during the design of the shock strut. For the reference of the reader, Figure 5.10 illustrates an example of a typical gland design, the
feature that is used to house a seal. A similar design trade-off process, as was discussed here, was
followed for all sealing surfaces during the design of the shock strut. Figure 5.10: Piston rod gland design, key dimensions labeled, as defined by Greene Tweed [59] Figure 5.10: Piston rod gland design, key dimensions labeled, as defined by Greene Tweed [59] 5.3.4 Detailed Gas Spring Design The calculation to determine the final gas spring was accomplished using a Safran Landing
Systems Inc. proprietary gas spring software, Dynatool© Version 2.1 [60]. Fundamentally,
Dynatool© provides a means to: 1) Apply the compressible polytropic (adiabatic) and isothermal ideal gas theory to produce
dynamic and static gas spring curves using nitrogen specific volume data presented by Din
[61] on the behaviour of real gases 2) Account for the compressibility of the fluid (oil) by incorporating the fluids bulk modulus,
defined in AIR 1362B [62] as the ability of a fluid to resist changes in volume under pressure,
and provided a means to account for the dynamic effects by utilizing the bulk modulus as a
function of pressure and temperature (in both isothermal and adiabatic calculations). 3) Account for the thermal expansion of the oil using the coefficient of thermal expansion 𝛼 94 4) Account for the mechanical behaviour of the structural elements, i.e. the piston and cylinder
components and their respective tendencies expand and stretch under pressure. 4) Account for the mechanical behaviour of the structural elements, i.e. the piston and cylinder
components and their respective tendencies expand and stretch under pressure. 4) Account for the mechanical behaviour of the structural elements, i.e. the piston and cylinder
components and their respective tendencies expand and stretch under pressure. Finally, considering points 1) through 4) noted above, the tool obeys the continuity equation (no
oil or gas is destroyed) such that: Finally, considering points 1) through 4) noted above, the tool obeys the continuity equation (no
oil or gas is destroyed) such that: Finally, considering points 1) through 4) noted above, the tool obeys the continuity equation (no
oil or gas is destroyed) such that: 0 = 𝑉𝑐−𝑉𝑐𝑜−𝐴𝑃𝑆−(𝑉𝑔−𝑉𝑔𝑜) −(𝑉𝑓−𝑉𝑓𝑜)
(5.16) (5.16) where: 𝑉𝑐 is the total volume of the shock strut at operating temperature and pressure; 𝑉𝑐𝑜 is the
total volume of shock strut at its initial servicing (filling) conditions; 𝐴𝑃 is the area of the piston
found using equation (5.12); 𝑆 is defined as the stroke of the shock strut piston; 𝑉𝑔 is defined as
the volume of nitrogen gas at operating temperature and pressure; 𝑉𝑔𝑜 is the volume of nitrogen
gas at servicing conditions; 𝑉𝑓 is the volume of oil at operating temperature and pressure; and 𝑉𝑓𝑜
is the initial volume of oil supplied at shock strut servicing conditions. 5.3.4 Detailed Gas Spring Design The results of the Dynatool© gas spring curve are shown in Figure 5.11 and Figure 5.12
representing the load without friction vs. stroke and pressure vs. stroke respectively. A sample of
the output data is also shown in Appendix D. Table 5.8: Sample set of the Dynatool© program interface inputs required from the user
Input Description
Value
Input Description
Value
Cylinder ID (in)
1.492
Nitrogen Charge Pressure, P1 (psi)
60
Cylinder OD (in)
1.709
Final (Servicing) Volume, V1 (in3)
0.106
Cylinder Poisson Ratio
0.32
Dynamic Polytropic Exponent
N/A
Cylinder Elastic Modulus (psi)
290000
Max Piston Stroke (in)
3
Piston ID (in)
0.864
Cylinder Load at Static (lb)
222.5
Piston OD (in)
1.059
Operating Temperature (°C)
23
Piston Poisson Ratio
0.32
Oil Bulk Modulus (psi)
260000
Piston Elastic Modulus (psi)
290000
Change in Bulk Modulus with pressure
(adiabatic) (psi/psi)
6.1
Total Volume (oil+gas) at fully
extended stroke (in3)
9.174
Oil Thermal Expansion Coefficient (1/1/°C)
0.000864
Servicing Temperature (°C)
23
Static Stroke (est.)
2.26
Oil Bulk Modulus, isothermal
(psi)
200000
Change in Bulk Modulus with pressure
(isothermal) (psi/psi)
5.1 Table 5.8: Sample set of the Dynatool© program interface inputs required from the user 95 Figure 5.11: Dynatool© HDWS gas spring curve (static and dynamic), load vs. stroke Figure 5.11: Dynatool© HDWS gas spring curve (static and dynamic), load vs. stroke Figure 5.11: Dynatool© HDWS gas spring curve (static and dynamic), load vs. stroke Figure 5.12: Dynatool© HDWS gas spring curve (static and dynamic), pressure vs. stroke Figure 5.12: Dynatool© HDWS gas spring curve (static and dynamic), pressure vs. stroke Figure 5.12: Dynatool© HDWS gas spring curve (static and dynamic), pressure vs. strok 96 To provide the most accurate possible values for the input volumes required to run Dynatool©, the
CATIA© V5 Part Design Workbench was used and the results are shown in Figure 5.13 through
Figure 5.15. To provide the most accurate possible values for the input volumes required to run Dynatool©, the
CATIA© V5 Part Design Workbench was used and the results are shown in Figure 5.13 through
Figure 5.15. 5.3.4 Detailed Gas Spring Design Figure 5.13: Cross-section view showing the shock strut while fully compressed at servicing, total oil
volume (red) 6.426 in3 Figure 5.13: Cross-section view showing the shock strut while fully compressed at servicing, total oil
volume (red) 6.426 in3 Figure 5.14: Cross-section view showing the total volume when extended (purple) 9.174 in3, gas+oil Figure 5.14: Cross-section view showing the total volume when extended (purple) 9.174 in3, gas+oil Figure 5.14: Cross-section view showing the total volume when extended (purple) 9.174 in3, gas+oil Figure 5.15: Cross-section view of the shock strut trapped air volume (white) 0.106 in3, max piston
compression Figure 5.15: Cross-section view of the shock strut trapped air volume (white) 0.106 in3, max piston
compression 97 5.3.5 Shock Absorber Detail Design After determining the basic internal dimensions discussed in Section 5.3.2 and Section 5.3.3
required to create a functioning shock absorber, the detail geometric design process commenced. In reality, the close relationship between the seal gland sizing and interfacing surfaces forced the
consideration of design details throughout the preliminary design phase. Some of the key details
are now briefly discussed. Lower Bearing (Gland Nut): The shock strut lower bearing (Figure 5.16) was designed to serve three purposes: to act as a seal
carrier for the dynamic, scraper and static seals; to act as a bearing surface keeping the piston rod
axially aligned with the shock strut during stroke; and to act as an out-stop surface retaining the
piston while under extended pressure (60 psi). Figure 5.16: Cross-section, lower bearing, key design details labeled Figure 5.16: Cross-section, lower bearing, key design details labeled Figure 5.16: Cross-section, lower bearing, key design details labeled 98 98 The gland nut was fitted with wrench slots, as defined in MIL-S-8552 and recommended by Currey
[5], for ease of assembly. Specifically, this enabled the use of standard spanner wrench tooling. The sizes of the wrench slots were defined with reference to MIL-S-8552. The same wrench slots
also provided an interface for a lock tab, labeled in Figure 4.14, prohibiting the gland nut from
unscrewing. Furthermore, the threads on the outer diameter of the lower bearing were sized to
handle at least two times the maximum pressure loading induced by oil and gas volume at
maximum compression. In order prevent damage to the static seal during assembly, the threading
was sufficiently offset to guarantee seal protection on assembly. As alluded to earlier, the seal glands were sized with reference to the SAE AS4176B and AS5857A
specifications for the dynamic and static seal gland designs respectively. Custom installation
tooling was designed to protect the seals during installation and, in some cases, provide a pre-
squeeze to enable a smoother installation with a mating part. The tool drawings can be found in
Appendix B. Upper Bearing, Piston Head: The piston head upper bearing, as can be seen in Figure 5.16, was designed to serve two purposes:
to act as a flow regulator under fast compressions speeds, in theory providing additional
dampening, by limiting flow rate of the oil during stroke; and to act in tandem with the lower
bearing keeping the piston rod axially aligned with the shock strut during stroke. The design is a
split ring configuration, attached on assembly within grooves machined into the shock strut piston
outer diameter, prior to install into the shock strut outer cylinder. Filler Tube and Servicing Valve: The shock strut filler tube (Figure 5.17) was designed to serve two purposes: to act as a seal carrier
for the static seal interfacing between the outer diameter of the filler tube and inner diameter of the
cylinder; to enable the filling of the shock strut volume with oil and gas through the use of a
standard valve designed per AS28889A in accordance with MIL-S-8552 [5]. As can be deduced
from observing Figure 5.17 the filler tube must be assembled through the bottom of the shock strut 99 prior to installing the piston and lower bearing. The flange head within the interior of the cylinder
utilizes a machined hexagonal socket interface for installation and to enable secure fitting of the
filler tube through the tightening of the jam nut disposed below the AS28889A valve. The valve
is mounted to the inner diameter of the filler tube using threads designed by the AS8879D UNJF
thread specification per the matting requirements specified in AS28889A. Figure 5.17: 3D cross-section of the filler tube, key design details labeled Figure 5.17: 3D cross-section of the filler tube, key design details labeled As can be seen in Figure 5.17, the filler tube flange head was sized to act as a stoppage feature
when the piston reaches maximum stroke (max compression). An additional important feature,
highlighted in Figure 5.18, is the small bore machined perpendicular to the main filler bore axis. The positioning of this bore helps to regulate the amount of trapped gas in the shock strut during
compression and thus plays a role in determining the stiffness of the gas spring. As can be seen in
Figure 5.18, when the shock strut is compressed, the gas (colored in turquoise) tends to become
trapped within the volume available above the small bore. The positioning of this feature allows
for the softening of the gas spring, that is, it directly relates to the positioning of the static stroke
along a given gas spring curve. 100 Figure 5.18: 3D cross-section view of the filler tube with trapped gas illustrated Figure 5.18: 3D cross-section view of the filler tube with trapped gas illustrated Piston: The piston (Figure 5.19) was manufactured from 303L structural stainless steel for corrosion
resistance and to obtain a tough running surface for the seals. To meet specifications provided by
the seal manufacturer, the outer diameter of the piston rod was ground to a specified surface
roughness of 12 µin Ra or better. The thickness of the piston was pre-sized using diameter to
thickness (D/t) ratios provided for reference by Safran Landing Systems Canada Inc. [48], not
available for outside distribution. Finally, the piston was fit with a spherical bearing at the lug rod-
end to limit the loading transferred from the trailing arm to axial loads only. The lug at the rod-
end was subsequently sized to ensure that it could be passed through the lower bearing during
installation. Figure 5.19: 3D view of the piston, spherical bearing installed, key features labeled Figure 5.19: 3D view of the piston, spherical bearing installed, key features labeled 101 101 Outer Cylinder: These lugs, when attached with the mating torque link
assembly routed through the trailing arm, prevents the shock strut from rotating with the spur gear
driven ACME retraction nut by removing the torque due to friction and enables the translational
motion of the shock strut. Outer Cylinder: Outer Cylinder: The shock absorber outer cylinder (Figure 5.20) was designed to enable the use of typical internal
shock absorber components, as discussed in the present chapter. In addition, the shock absorber
for the HDWS is also designed to enable the extension and retraction of the HDWS system when
equipped to the Retraction sub-assembly housing through the ACME teeth on its exterior. Figure 5.20: 3D cross-sectional view of the shock strut outer cylinder, key features labeled Figure 5.20: 3D cross-sectional view of the shock strut outer cylinder, key features labeled In particular, the thread was designed per the ASME/ANSI B1.5-1997 [63] General Purpose Acme
thread form design specification. Per the information provided by Oberg et al. [64] within the
Machinery’s Handbook, General Purpose threads are classified into three classes: 2G, 3G, and 4G. These three classes define the pitch diameter tolerances of the thread form. Due to the tight control
required to maintain the height of the pod and reduce gaps in the actuation that could allow for
vibration movement, a 3G ACME thread was selected, as recommended in [64], for use in cases
where less backlash or “end-play” is desired. Based on the geometrical stack up imposed on the design by the sizing of the shock strut gas spring
and internal features described here, a 2.250-3 ACME-3G external thread was selected for the
shock strut. This size provided a sufficient outer cylinder wall thickness, which was closely
monitored due to the stress concentration prone zones at the thread root. The sizing here played a
key role in sizing the mating ACME nut, discussed in the next section. 102 The last feature of interest is the set of lugs (partially hidden in Figure 5.20) protruding from the
bottom of the shock strut outer cylinder. These lugs, when attached with the mating torque link
assembly routed through the trailing arm, prevents the shock strut from rotating with the spur gear
driven ACME retraction nut by removing the torque due to friction and enables the translational
motion of the shock strut. The last feature of interest is the set of lugs (partially hidden in Figure 5.20) protruding from the
bottom of the shock strut outer cylinder. 5.4 HDWS Actuation Mechanism Design The Retraction sub-assembly was produced to provide a trunnion mounted configuration, with pod
mounting pins disposed on either side of the retraction housing component, allowing the space
between the mounting points to be utilized for functional features as can be seen in Figure 5.21. The Retraction sub-assembly performs three major functions that enable the HDWS’s operation. These functions include: acting as a pod interface structure by transmitting the load from the shock
strut directly to the pod frame; housing an ACME geared retract nut responsible for transmission
of the motor torque to the shock strut ACME threaded outer cylinder; and acting as the support
structure for the mounting of the BLDC motor and sensor equipment described in Chapter 4’s
Sections 4.1.2 and 4.1.4 respectively. Figure 5.21: 3D cross-sectional view of the retract assembly, trunnion pins labeled Figure 5.21: 3D cross-sectional view of the retract assembly, trunnion pins labeled 103 Retract Housing (Bushed): Fabricated from light-weight 6061-T6 aluminum the retract housing (Figure 5.22) is the primary
structural element of the Retraction sub-assembly housing all the transmission components within
its inner volume. The housing was fitted with AS8879D UNJF threads on the center bore, for
engaging with a packing nut (not shown in Figure 5.22) during assembly. The body was machined
from solid and includes a flange for mounting the motor bracket, using four 0.25-in bolt holes, and
provided threaded pickup points for the cable potentiometer bracket, described in Section 4.1.4. Figure 5.22: Retract housing (bushed), key design features labeled Figure 5.22: Retract housing (bushed), key design features labeled To provide a bearing surface with excellent wear properties, the trunnion bores (Figure 5.21) were
fitted with custom aluminum bronze (Al-Br) flanged bushings. To fix the rotation of the pin within
the housing trunnion bore, the bushings and housing frame utilize cross bolts as an anti-rotation
feature for the installed trunnion pins shown in Figure 5.21. Because of the anti-rotation feature,
the inner diameter of the flanged bush (press-fit) does not require lubrication after initial
installation since there is no relative rotation between the pin and the bushing. Lastly, the wear due 104 to low speed rotation is limited to the bushing outer flange, sized to mate with self-lubricating
KAron® lined bushings at the pod interface. Packing Nut: Finally, with reference to Figure 5.24, a packing nut was designed equipped with wrench slots, as
defined in MIL-S-8552 for ease of assembly. Specifically, this enabled the use of standard spanner
wrench tooling. The same wrench slots also provided an interface for a lock tab, which is mounted
to the retract housing via two NAS drilled head cap screws which are locked on assembly with
lock-wiring (not shown). ACME Retract Nut: The ACME retract nut as shown in Figure 5.23 was designed to interface with the shock absorber
outer cylinder, as shown in Figure 5.20. Consequently, the inner diameter of the rotatable nut was
fitted with a 2.250-3 ACME-3G internal thread as specified by the ASME/ANSI B1.5-1997 [63]
General Purpose Acme thread form design specification. To ensure no clashing or thread-end
binding occurs between the transition radius (shown above the lugs in Figure 5.20) of the mating
external ACME thread and the ACME nut, the nut’s design incorporated a modest thread offset,
shown in Figure 5.23, providing clearance between the ACME nut and the cylinder lug transition
feature. Figure 5.23: 3D cross-section view, ACME retract nut, key design features labeled Figure 5.23: 3D cross-section view, ACME retract nut, key design features labeled By design, the use of ACME threads provides a self-locking characteristic [65] that is considered
to be a built-in safety feature for the HDWS. As an example, an extended and loaded HDWS will
not retract (back-drive) if a power failure occurs on the pod since its locked position is not held in
place by torque from the BLDC motor. Instead, the high friction of the threads is used, which does
result in low thread efficiency [65]. The efficiency is then maximized in operation using Al-Br 105 (good friction and wear characteristics) as the ACME gear nut material and by applying vacuum
grease lubrication (Dow Corning® [36] high-vacuum silicone grease) to provide a well-lubricated
interface between the Al-Br nut and the steel cylinder. The ACME nut shown in Figure 5.23 has two machined interface grooves sized for an interference
fit with mating deep groove angular contact bearings, supplied by SKF [42]. The bearings are
installed on the outer diameter of the ACME nut, shown in Figure 5.24, prior to installation into
the retract housing. The type of interference fit was selected based on the recommendations from
the supplier and ensured that the inner race (ring) of the ball bearing was fixed from rotating
relative to the ACME nut but that the internals of the ball bearing were free to rotate. Since angular
contact bearings are specifically designed for this type of combined loading (thrust and radial) they
were selected in place of thrust bearings. Figure 5.24: Retract assembly 3D exploaded view, key design features labeled Figure 5.24: Retract assembly 3D exploaded view, key design features labeled 106 6
Experimental Results This chapter provides a brief overview of the testing that took place on the HDWS’s starting in
August of 2016 and concluding in January 2017. The testing of the HDWS was split up into
component testing and full system testing. Using the testing capabilities and facilities provided by
aircraft landing gear manufacturer Safran Landing Systems Canada Inc. [48] testing was
performed on: the polyurethane wheel subject to high speeds and loading, the shock strut gas spring
to verify the gas spring performance, and a full HDWS system. 5.5 Chapter Summary In this chapter, the Deployable and Retractable Shock Strut, as equipped to the HDWS, has been
presented and its operation defined. The key elements of the Deployable and Retractable Shock
Strut have been discussed and a detail design summary for the shock strut has been provided. After
completing the detail design phase, five HDWSs were manufactured and assembled for testing and
demonstration purposes. The next chapter will briefly discuss these tests and provide insights into
both observed and measured results. 107 107 6.1 Polyurethane Wheel Performance Testing As discussed in Chapter 4, the HDWS prototypes used 95A polyurethane wheels for initial proof
of concept testing and to meet the development deadlines set by SpaceX [3]. Testing was initiated
in August 2016 to confirm the viability of the wheel proposed by Sunray Inc. [44]. The purpose of
these tests was to confirm the safety and performance of the polyurethane wheel. The tests were
designed to submit the polyurethane wheel to the expected Hyperloop competition speeds and
projected loading conditions, based on the U of T pod concept. For the test to be deemed a success, the wheel was required to demonstrate that its performance
(including wheel balance, roundness and resistance to wear) will not deteriorate under the specified
loads and rotational speeds. To perform this test, a fixture was designed to house a single
polyurethane wheel, the detail design drawings of which are included in the Appendix C. A wheel
spin-up machine, consisting of an electric motor, drive shaft, and fly-wheel, developed by Safran
Landing Systems Canada Inc. [48], was used to simulate the required testing speed of 180 mph
(290 kph). The spin-up machine was linearly retractable and extendable, capable of engaging and
disengaging with the fixed polyurethane wheel. The spin-up machine was positioned at
engagement to exert an average load of 200lb, close to the load seen in the designed U of T
configuration, and was measured using a load cell. The typical test setup, prior to engagement, is
shown in Figure 6.1. 108 Figure 6.1: Wheel test configuration Figure 6.1: Wheel test configuration Figure 6.1: Wheel test configuration The testing procedure used is generally summarized here. The testing procedure used is generally summarized here. Test Summary: 1) The wheel (test article) was installed on the test fixture frame 2) The test fixture frame was fitted with an photo reflector to measure the speed (RPM) of the
test article 3) The test article was equipped with reflective tape used to trigger the photo reflector sensor and
provide feedback on the wheel RPM (Figure 6.2) 4) A thermal gun (Figure 6.1.) was used to measure in real-time the temperature of the wheel
surface, placed 180 degrees from the contact point, clear of the engaging spin-up fixture
(Figure 6.2) 109 109 5) Prior to engagement with the test article, the spin-up machine accelerated its Al 6061-T6 fly
wheel to approximately 3400RPM, simulating a contact speed equivalent to a pod traversing
the sub-track at 180 mph. 5) Prior to engagement with the test article, the spin-up machine accelerated its Al 6061-T6 fly
wheel to approximately 3400RPM, simulating a contact speed equivalent to a pod traversing
the sub-track at 180 mph. 6) The spin-up machine engaged the test article with a relative velocity of 180 mph, simulating a
“touchdown” loading condition at contact spin-up machine contact, shown at 15s in Figure 6.3. 6) The spin-up machine engaged the test article with a relative velocity of 180 mph, simulating a
“touchdown” loading condition at contact spin-up machine contact, shown at 15s in Figure 6.3. It was determined that this test would provide a worst case loading condition, applying
approximately 200 lb plus high speeds instantaneously. In reality, the shock strut will begin to
slowly compress at “touch-down” and the load will gradually increase on the wheel from 0 – 200
lb+ over time. This more accurate loading case was achieved during full-system testing. Test data,
as recorded by the data acquisition unit, is shown in Figure 6.3. Here, the RPM of the fly-wheel
(blue) is plotted along with the RPM as measured by the photo reflector of the polyurethane wheel
(red). For convenience, the RPM of the polyurethane wheel was also shown as a linear velocity
(green), defined as the pod speed (mph). Test Summary: Figure 6.2: Reflector tape positioning and wheel temperature measurement region shown Figure 6.2: Reflector tape positioning and wheel temperature measurement region shown 110 Figure 6.3: Plot illustrating Test #1, the pre-spin of the spin-up machine, engaging the stationary pod
mounted wheel at 180 mph, and braking to stop at a decceleration rate of 0.6g Figure 6.3: Plot illustrating Test #1, the pre-spin of the spin-up machine, engaging the stationary pod
mounted wheel at 180 mph, and braking to stop at a decceleration rate of 0.6g Because of the aggressive acceleration, shown graphically in Figure 6.3, and instantaneous loading
conditions described above, the following results were observed: Because of the aggressive acceleration, shown graphically in Figure 6.3, and instantaneous loading
conditions described above, the following results were observed: 1) Examining the wheel outer diameter before and after engagement it was noticed that localized,
and “trailing” wear marking appeared. These markings appeared to be most significant at one
localized point, and trailed off across the rest of the wheel diameter, shown in Figure 6.4. This
would seem to indicate the wear is caused at the point of touchdown, when the relative
velocities are furthest apart. This localized “spot” wearing is likely to have been caused in part
by the “instantaneous” application of 200lb on the wheel outer diameter. It was noted that the
temperature reading on the outer diameter, as measured by the thermal gun, indicated a peak
temperature of over 176°F (80°C), close to the 195°F (90°C) operational performance limit of
the material specified by Sunray Inc. [44]. 2) After an initial marking was formed, the tests were repeated, and it was found that after the
first surface damage had occurred, the wear on the wheel outer diameter significantly 2) After an initial marking was formed, the tests were repeated, and it was found that after the
first surface damage had occurred, the wear on the wheel outer diameter significantly 111 increased. This was observed during the second test when a thin layer of polyurethane was
“shed” from the surface of the wheel and deposited on the spin-up fixture’s aluminum fly-
wheel, shown in Figure 6.5. This event was also observed using a high-speed camera. Test Summary: Figure 6.4: Localized wear marking, followed by a trail-off effect, observed after Test #1 Figure 6.4: Localized wear marking, followed by a trail-off effect, observed after Test # Figure 6.5: Thin polyurethane deposited on the aluminum fly-wheel observed after Test #2, wheel
deterioration increased under same loading and speeds Figure 6.5: Thin polyurethane deposited on the aluminum fly-wheel observed after Test #2, wheel
deterioration increased under same loading and speeds 112 3) In subsequent testing, the wheel was accelerated in the same fashion as Figure 6.3 and after
reaching 180 mph, the spin-up machine was “instantaneously” disengaged from the
polyurethane wheel. This was meant to simulate the wheel “lifting off” from the pod sub-track
once the pod has reached the usable speed of its primary levitation system. The test showed
that the sudden disengagement caused the wheel to ovalize immediately after the
disengagement of the load, and expand and contract in an oscillatory manor. This was recorded
via the use of a high-speed camera and its effects were further documented through before and
after photos, shown in Figure 6.6, indicating an expansion and contraction had occurred. Furthermore, subsequent tests of the same nature, but at speeds of 220 mph, showed signs of
roller bearing rotation within its housing and loss of grease through the bearing seal cover due
to the high rotation speeds of the bearing, shown in Figure 6.7. 3) In subsequent testing, the wheel was accelerated in the same fashion as Figure 6.3 and after
reaching 180 mph, the spin-up machine was “instantaneously” disengaged from the
polyurethane wheel. This was meant to simulate the wheel “lifting off” from the pod sub-track
once the pod has reached the usable speed of its primary levitation system. The test showed
that the sudden disengagement caused the wheel to ovalize immediately after the
disengagement of the load, and expand and contract in an oscillatory manor. This was recorded
via the use of a high-speed camera and its effects were further documented through before and
after photos, shown in Figure 6.6, indicating an expansion and contraction had occurred. Furthermore, subsequent tests of the same nature, but at speeds of 220 mph, showed signs of
roller bearing rotation within its housing and loss of grease through the bearing seal cover due
to the high rotation speeds of the bearing, shown in Figure 6.7. Test Summary: Figure 6.6: Shifting of the reflective tape caused by the expanding and contracting outer diameter of the
wheel after disengagement from the spin-up machine at 180 mph Figure 6.6: Shifting of the reflective tape caused by the expanding and contracting outer diameter of the
wheel after disengagement from the spin-up machine at 180 mph In conclusion, the testing performed on the polyurethane wheel suggested that the solid
polyurethane frame was unstable at high speeds and moderate loading. The disengagement at
retraction should not cause the wheel to oscillate violently and cause bearing dislodgement from
its housing frame, in this case, the solid polyurethane frame. Hence, the aluminum framed wheel
discussed in Section 4.1.3, should be considered for future designs. On the other hand, a decision regarding the wear properties was not made at this time, as it was
believed the addition of the shock absorbing unit would reduce the wear at touchdown caused by 113 a rigidly fixed wheel acted on by an “instantaneous” contact load. Furthermore, tests conducted on
the spin-up machines load application, graphed in Figure 6.8, indicate the possibility of a large
load spike at initial contact due to the spin-up machines forward inertia, before stabilizing at 200
lb. lb. Figure 6.7: Grease splatter and roller rotation evident as traced by the orange anti-rotation paint Figure 6.7: Grease splatter and roller rotation evident as traced by the orange anti-rotation paint Figure 6.8: Graph displaying the average load measured by the load cell as applied by the spin machine,
load spikes at initial contact encircled in red Figure 6.8: Graph displaying the average load measured by the load cell as applied by the spin machine,
load spikes at initial contact encircled in red 114 6.2 Gas Spring Testing Testing was performed on the shock strut to verify the behaviour of its gas spring, as defined using
Dynatool© and the preliminary isothermal calculations discussed in Chapter 5. The testing was
performed a full day after servicing (filling the strut with oil and nitrogen) to allow the gas and oil
to mix and settle. The internal pressure was measured using a pressure transducer mounted at the
top of the shock strut through its filler valve prior to testing. In each case, for all five shock
absorbers (HDWS#1 through HDWS#5), the measured values were compared to the theoretical
values generated by Dynatool©. The test fixture was configured as shown in Figure 6.9 and
included a hydraulic actuator to apply the compressive force on the shock strut measured through
a load cell mounted between the shock strut and the hydraulic actuator rod-end. The test setup, as
shown in Figure 6.9, was re-oriented vertically, as shown in Figure 6.10 for the final testing to
ensure that the oil remained at the lower half of the strut and the gas in the upper half. Figure 6.9: Shock absorber gas spring verification initial, initial setup Figure 6.9: Shock absorber gas spring verification initial, initial setup 115 Figure 6.10: Shock absorber gas spring verification test, final setup Figure 6.10: Shock absorber gas spring verification test, final setup Using a pressure control valve on the hydraulic load input actuator, the piston was compressed and
the load values as a function of stroke were measured and recorded. Since the measuring operation
was done manually, using a digital Vernier caliper and reference points on the bottom of the shock
strut cylinder and top of the load cell, only specific strokes were identified to be measured in the
interest of time. These key strokes are defined in Table 6.1 and their data for HDWS #4 is recorded 116 for reference. As can be seen by the comparison of the collected data and the theoretical data, some
variation exists. It was observed that the vertical configuration of the test stand, shown in Figure 6.10, induces a
pre-load on the load cell equal to the weight of the shock strut, filled with oil and nitrogen, was
measured to be 9.385 lbm for HDWS #4. This adjustment in the load is accounted for in Table 6.1
and its value is compared to the theoretical data produced in Dynatool©. 6.2 Gas Spring Testing Table 6.1: Gas spring test verification results vs. Dynatool© theoretical data
1
97
87.615
83.7
4.468412943
2
189
179.615
168.8
6.021212037
2.1
202
192.615
186.2
3.330477896
2.2
219
209.615
207.3
1.104405696
2.3
248
238.615
236.3
0.970182092
2.4
277
267.615
266.3
0.491377539
2.5
314
304.615
309.2
1.505178668
2.6
364
354.615
367.2
3.54891925
2.7
429
419.615
449.6
7.145836064
2.8
516
506.615
574.4
13.37998283
2.9
663
653.615
780.7
19.44340323
3
1077
1067.615
1159.9
8.644033664
Static curve,
Dynatool©, (lb)
% Deviation
Measured
Load (lb)
Adjusted Load
(lb)
Stroke (in)
HDWS # 4 Table 6.1: Gas spring test verification results vs. Dynatool© theoretical data It can be said that the deviation in the measured values to that of the theoretical one is largely
related to the human error caused by the manual measuring of the stroke using a Vernier caliper. This is a reasonable assumption when one examines the initial and final measurements and
recognize the relatively small percent deviation. Another source of error can be related to the
servicing process. During this process, it is imperative that the strut be filled with oil and it be
serviced so that all trapped air is removed from the cylinder. This is especially important here since
the impact of a discrepancy in the initial volume of nitrogen vs. oil can have a significant effect
when dealing with the relatively small-scale of the design. Lastly, the theoretical gas spring curve
utilizes nominal geometrical values for each of the input features, so a part used with a dimension 117 other than nominal, but still within the specified tolerances, could in theory produce a slightly
different gas spring curve. For further reference, the measured data is recorded in the Appendix D for the reader’s interest. This data is in an “as-recorded” state and has not been adjusted to account for the weight of the
shock strut which, as mentioned previously, creates an initial offset in the load cell due to the
vertical testing position. 6.3 Full Single-System Testing The purpose of the full single-system testing, shown in Figure 6.11, was to confirm the
performance of the HDWS when subjected to high-speeds and representative loading conditions. To perform this, it was necessary to impose a typical Hyperloop pod mission profile as defined
within the framework of the SpaceX Hyperloop Competition, for which the present prototype was
designed. The goal of these tests was to verify: the performance of the Deployable and Retractable
Shock Strut; that the wear on the polyurethane wheels would be reduced when used in combination
with the shock strut; and that the sensor hardware bracketry was adequately designed to support
the equipment under vibration loading. Figure 6.11: HDWS full system test configuration (temperature sensors out of view) Figure 6.11: HDWS full system test configuration (temperature sensors out of view) 118 The testing was further defined by the following success criteria: Polyurethane Wheel Inspection: Polyurethane wheel inspection indicating minor distributed wear was deemed acceptable. Any
wear causing a visual rotational imbalance to the polyurethane wheel when spun, or surface
temperatures exceeding 195°F (80°C), during nominal mission profile conditions, causing the
polyurethane wheel to melt, was considered failure. The wheel assemblies bearing-wheel interface
was to be examined and documented prior to each test to monitor the unseating of the bearing from
the wheel bore shown in the wheel component tests. Fastener Inspections: Visual inspections were performed and documented at the start and completion of every test. Fasteners, locked and marked with torque seal (orange paint marked, Figure 6.12), were monitored
exclusively. If an inspection reveals that a fastener has come lose then that fastener must be
documented with the data corresponding to that test (pod speed, G’s, loading). Figure 6.12: Example of torque paint (orange) applied, used to track loosening of the hardware 12: Example of torque paint (orange) applied, used to track loosening of the hardware 119 External Bracketry Inspections: Visual inspections were preformed and documented at the start and completion of every test. Brackets used to mount and route sensor equipment (potentiometers, limit switch) were inspected
for visual damage (e.g. delamination, thread shearing). With all the above-mentioned success criteria in mind, the testing mission profile is now defined
as was designed for the testing. Referencing Figure 6.13, the mission profile consists of an
acceleration phase (A), cruise phase (C) and deceleration phase (D) which ends with successful
stoppage of the pod’s forward motion. The HDWS begins the mission profile in a deployed and
locked position defined by static stroke. As the pod moves through the mission profile the HDWS
goes through a retraction phase (R), that occurs part way through the acceleration and an extension
phase (E) during deceleration. The HDWS remains deployed and locked at static load stroke at
completion of the mission profile. The major phases of the mission profile, described above, were further defined in the testing
procedures to include: variations of the acceleration and declaration rate, varying the load applied
to the wheel system (generated by the wheel system compressing to a desired stroke correlating
with a theoretical load as found on the gas spring curve), and varying the pod speed at which the
HDWS would extend and retract to and from the sub-track (in this case aluminum fly-wheels as
shown in Figure 6.11). For the sake of brevity, further details are omitted here and a sample is
shown. Figure 6.13: General pod mission profile inidcating key regions/events of interest (not to scale) Figure 6.13: General pod mission profile inidcating key regions/events of interest (not to scale) 120 As an example, a test result from the HDWS single unit test, Test Case #4, is shown in Figure 6.14. The graph illustrates the input command from the spin-up machine’s command module, shown in
the graph legend as CMD (black). This represents the “commanded” profile for the spin-up
machine to follow, where as the actual profile followed by the spin-up machine is defined by SM
(purple). The difference between the commanded CMD and the actual SM can be caused by data
lag but was likely to have been caused by the inertia of the motor and fly-wheel assembly. External Bracketry Inspections: The
graph shows that the HDWS (red) accelerated, approximately linearly, up to a pod speed (blue) of
approximately 130 mph and proceeded to retract from the sub-track (fly-wheels) while the pod
accelerated up to approximately 190 mph, before beginning to decelerate at 18s. At approximately
78 mph the HDWS touched down on the sub-track (aluminum fly-wheels) and was decelerated
while engaged until braking. Figure 6.14: Graph of the data recorded during Test Case #4, with the HDWS subjected to 2.4g
acceleration and decceleration, key events labeled for clarity Figure 6.14: Graph of the data recorded during Test Case #4, with the HDWS subjected to 2.4g
acceleration and decceleration, key events labeled for clarity 121 As was hypothesized, the wear on the wheels (Figure 6.15) was reduced to a slight “polish” due to
the “gradual” loading and unloading capabilities of the retracting and extending shock strut. The
temperature, monitored on the outer diameter of the wheel, was found to peak 79.2°F (26.2°C)
from a laboratory temperature of 70.5°F (21.4°C). This was a significant change from the 176°F
(80°C) peek temperature measured during the wheel component testing without the shock
absorber. Figure 6.15: An example of typical wheel wear as shown after full systems testing Figure 6.15: An example of typical wheel wear as shown after full systems testing In all cases, it was shown that the spinning of the unloaded polyurethane wheel after being
disengaged from the fly-wheel, caused a rotation of the wheel bearings relative to its installed
position in the wheel housing. This confirmed that future considerations shall include the design
of a custom wheel with a metallic frame but has not ruled out the use of a polyurethane liner on
the exterior of a custom wheel, as proposed in Chapter 4. 122 6.4 Dummy Pod Test (4 Units) To address the need for a demonstration pod after the U of T departure, a testing chassis or “dummy
pod” was developed. The dummy pod was equipped with mounting points for four HDWSs and
provided a flat bed (at the top of the dummy pod) where a 200 lbm dummy mass was located. This
dummy mass, equipped with wheels, was traversable on the flat bed providing the effect of CG
imbalance and thus altering the distribution of the pod loading. The testing pod was further
equipped with four laser sensors distributed at each corner of the pod. These sensors provided
accurate and active feedback for the pod height above the dummy sub-track. The dummy pod’s
features enabled the successful development and testing of the HDWS electronic and control
system as conceived by Adhikari [40] and developed Shonibare [16]. Figure 6.16: Dummy pod test bench, control system testing fixture with 200 lbm mobile dummy mass to
simulate shifts in CG Figure 6.16: Dummy pod test bench, control system testing fixture with 200 lbm mobile dummy mass to
simulate shifts in CG 123 7.1 Conclusion The present work set out to design and develop a deployable wheel system for Elon Musk’s
proposed high-speed transportation system, the Hyperloop. Since modern wheeled systems of the
retractable and extendable type operate within relatively large spaces, the challenge was to develop
a new method of performing these operations, electrically, within a Hyperloop pod framework. In
doing so, the requirements, guidelines and constraints imposed on the design of a Hyperloop
subsystem were explored. These subjects were then addressed using the most up-to-date
Hyperloop research and, where applicable, the knowledge gap was filled by the author with
applicable aerospace engineering design and development practices and standards. By applying
key aspects of landing gear design theory to the Hyperloop, a unique, electrically based, system
architecture was proposed to address the gap in existing retractable and extendable wheel system
design. In addressing the technical design challenges associated with the development of a Hyperloop
wheel system architecture, a highly iterative engineering design process was employed
demonstrating the multi-disciplinary aspects of the present engineering problem. Engineering
design management was used to establish a product organization structure, defining the baseline
numerical configuration and enabling the mixing and matching of components while tracing the
configuration with ease – extremely important in a research and development project. The detail
design of the system’s shock absorbing mechanism utilized compressible adiabatic and isothermal
gas theory, in combination with geometric, material selection and structural analysis
considerations, all resulting in the fabrication of a complete working product. This work led to an innovative, patent-pending deployable and retractable shock strut, built for the
author’s Hyperloop Deployable Wheel System baseline architecture and capable of addressing the
need for small volume operation, utilizing only electrical power to operate, and incorporating
active control features enabling active height stabilization. 124 7.2 Future Work Ideas for areas of further development and prototype research can be defined within three broad
categories: Wheels and brakes, Hybrid Extension and Retraction, and Electronics and Controls. Hybrid Extension and Retraction System 1. Investigate the custom design of a compact, dual redundancy motor for safety a 2. Re-design the retract housing for integrated sensors, increasing sensor robustness, for
measuring stroke in real-time, indicating full retraction, stowage, WOW, etc. 3. Explore the addition of a contractible and extendable bellow sleeve, as demonstrated by
Bradford [66], to protect the ACME cylinder from dust and debris. Wheels and Brakes 1. Investigate the possibility of integrating an electric braking system directly into the wheels
2
i
i
d
h
l/ i
f
l
k
d
i
di i 1. Investigate the possibility of integrating an electric braking system directly into the wheels 2. Design a customized wheel/tire for Hyperloop track and operation conditions 3. Investigate the possibility of direct drive technology integration into the axle, enabling low
speed propulsion 4. Green power generation methods for a sustainable power mode, utilizing regenerative breaking 4. Green power generation methods for a sustainable power mode, utilizing regenerative breaking
Hybrid Extension and Retraction System Electronics and Controls 1. Refine and develop a commercially viable control and electronics system for single unit and
multi-unit operation 2. Design electronic systems for operation in a near-vacuum environment (utilize pre-existing
methods, standards, etc.) 2. Design electronic systems for operation in a near-vacuum environment (utilize pre-existing
methods, standards, etc.) 125 This page was intentionally left blank 126 126 16
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NY COMBINATION OF NAS1149C0416R AND NAS1149C0432R TO ACHIEVE FIT. UIRED USING VARIOUS P/N 40-1108-00 SHIM STOCK THICKNESSES. INSTALL SHIMS EQUALLY ACROSS
UIRED. UIRED USING VARIOUS P/N 40-1210-00 SHIM STOCK THICKNESSES. INSTALL SHIMS EQUALLY ACROSS
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P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
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(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
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1/12/2016
23.9
lbs
TORONTO
HYPERLOOP
-
1
UNDRESSED ASSEMBLY
- HDWS
20-1000-00
1 : 1
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P/N 40-1305-01, STBD PINTLE PIN
P/N 30-1200-21, SHOCK ABSORBER SUB-ASSEMBLY
P/N NAS6204-32D, HEX BOLT, QTY 1
P/N NAS1149C0432R, WASHER, QTY 2
P/N MS14145L4, CASTELLATED NUT, QTY 1
P/N MS24665-151, COTTER PIN, QTY 1
2X
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SCALE 2:1
P/N 40-1211-00, INTERFACE BRACKET, ACME POT. This page was intentionally left blank P/N NAS6204-34D, HEX BOLT, QTY 1
P/N NAS1149C0432R, WASHER, QTY 3
P/N MS14145L4, CASTELLATED NUT, QTY 1
P/N MS24665-151, COTTER PIN, QTY 1
P/N 40-1210-00, SHIM WASHER (BOTH SIDES)
P/N 40-1202-00, GUIDE BRACKET, OLEO POT. 2
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1 A 1 LUBRICATE THREADS WITH MIL-PRF-23827 AEROSHELL 33 OR PETROLEUM JELLY OR EQUIVALENT LUBRICANT PRIOR TO ASSEMBLY. REMOVE EXCESS LUBRICANT. 2 APPLY LOCTITE (THREADLOCKER) OR EQUIVALENT TO THREAD SURFACE PRIOR TO INSTALLATION. 5. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM ASSEMBLY GUIDE FOR DETAILED ASSEMBLY PROCEDURES. This page was intentionally left blank C
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C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
SKA, MHS
-
KLIM G
7/26/2016
4.4
lbs
TORONTO
HYPERLOOP
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1
TRAILING ARM SUB-ASSY,
- HDWS
30-1100-20
1 : 1
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1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G
P R O G
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
C
2 0 1 6
1 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
N/A
N/A
KLIM G
6/6/2017
N/A
lbs
TORONTO
HYPERL
-
ELECTRIC MOTO
HD
20-20
1 : 1
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
1
in
C L A S S I F I C A T I O N
NA
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-2102-00, PINNION GEAR (SPUR)
P/N 40-2101-00, BLYSG34 BRUSHLESS DC MOTOR
P/N 40-2103-03, MOTOR MOUNT BRACKET (AMM)
B
B
P/N 40-2104-00, PINNION GEAR SHAFT COVER (AM)
4 X
P/N M6x1-25, LOW-PROFILE SS CAP SCREWS (METRIC)
P/N NAS1149C0432R, FLAT WASHER
P/N MS35338-139, SPLIT LOCK WASHER
REF ONLY
SCALE: NONE
3D VIEW
PARTIAL SECTION B-B
P/N 90291A190, SOFT NYLON-TIP SET SCREW, QTY 2
4
2 P/N 40-2103-03, MOTOR MOUNT BRACKET (AMM) B PARTIAL SECTION B-B 4 X D A T E 20-2000-00 11
11
10
10
9
9
12
13
14
15
16
17
18
19
20
21
22
12
13
14
15
16
17
18
H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
ACTICES. This page was intentionally left blank 0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d . I s . NOTES: C
2 0 1 6
2 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
9.4
lbs
TORONTO
HYPERLOOP
-
1
SHOCK ABSORBER SUB-ASSY,
- HDWS
30-1200-21
2 : 1
-
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
J
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
0
1 0 0 m m
P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
30-1200-21
1
1
2
1
2
P/N 35-1202-21, SHOCK ABSORBER CYLINDER SUB-ASSEMBLY
P/N NAS1352C08H8, CAP SCREW (DRILLED HEAD), QTY 2 1
4
A
B
SECTION A-A
P/N 35-1201-02, PISTON SUB-ASSEMBLY
P/N 40-1205-02, PISTON UPPER BEARING (SPLIT RING)
P/N 40-1209-00, FILLER TUBE
P/N 40-1207-02, GLAND NUT
P/N R2361-215E344, MSE SCRAPER (GREENE TWEED)
P/N 7215FT-964-P17, AGT RING DYNAMIC SEAL (GREENE TWEED)
P/N 7215MT-964-P15, AGT RING STATIC SEAL (GREENE TWEED)
MTE-161-P15, AGT RING STATIC SEAL (GREENE TWEED)
1
2
2
2
2
2
2
3
2
FULLY EXTENDED, RETRACTED POSITION
4.000
(
)
P/N 40-1208-02, LOCK TAB
P/N NAS1149CN816R, WASHER, QTY 2
3
REF ONLY
SCALE: NONE
3D VIEW
1.000
(
)
SECTION B-B
FULLY COMPRESSED STROKE, 3 in 4 TORQUE CAPSCREW TIGHT, ADD 1/4 TURN, INSTALL LOCKWIRE. NOTES: 1 LUBRICATE THREADS WITH MIL-PRF-23827 AEROSHELL 33 OR PETROLEUM JELLY OR EQUIVALENT LUBRICANT PRIOR TO ASSEMBLY. REMOVE EXCESS LUBRICANT. 2 LUBRICATE SEAL AND SEALING SURFACES THOROUGHLY, ALL SURFACES, WITH MIL-PRF-5606 RED OIL OR PETROLEUM JELLY
OR EQUIVALENT PRIOR TO SEAL INSTALLATION. 2 LUBRICATE SEAL AND SEALING SURFACES THOROUGHLY, ALL SURFACES, WITH MIL-PRF-5606 RED OIL OR PETROLEUM JELLY
OR EQUIVALENT PRIOR TO SEAL INSTALLATION. 3 TORQUE GLAND NUT TIGHT, BACK OFF TO NEAREST CASTELLATION OF PISTON GLAND NUT AND LOCK WITH LOCKING TAB. 16
15
14
13
12
11
10
9
8
7
6
17
18
19
20
21
22
23
24
25
26
27
28
H
G
F
E
D
C
K
L
M
N
P
Q
R
S
LOCKWIRE. 4 TURN, LOCKWIRE FROM SHOCK ABSORBER TO JAM NUT,
NSTALLATION GUIDE FOR ASSEMBLY PROCEDURES. NOTES: 0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d . I s . NOTES: 16
15
14
13
12
11
10
9
8
7
6
5
4
3
2
1
17
18
19
20
21
22
23
,
,
5 TORQUE JAMNUT AND CHARGE VALVE TIGHT, ADD 1/4 TURN, LOCKWIRE FROM SHOCK ABSORBER TO JAM NUT,
FROM JAM NUT TO CHARGE VALVE. 6. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM INSTALLATION GUIDE FOR ASSEMBLY PROCEDURES. 0
1 0 0 m m
P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
30-1200-21
1
1
2
1
2
P/N 35-1202-21, SHOCK ABSORBER CYLINDER SUB-ASSEMBLY
P/N NAS1423-14, JAM NUT
P/N NAS1149C1432R, WASHER
P/N MS28889-2, CHARGE VALVE
P/N NAS1352C08H8, CAP SCREW (DRILLED HEAD), QTY 2 1
5
1
4
1
5
A
A
B
B
SECTION A-A
P/N 35-1201-02, PISTON SUB-ASSEMBLY
P/N 40-1205-02, PISTON UPPER BEARING (SPLIT RING)
P/N 40-1209-00, FILLER TUBE
P/N 40-1207-02, GLAND NUT
P/N R2361-215E344, MSE SCRAPER (GREENE TWEED)
P/N 7215FT-964-P17, AGT RING DYNAMIC SEAL (GREENE TWEED)
P/N 7215MT-964-P15, AGT RING STATIC SEAL (GREENE TWEED)
P/N 711D6MTE-161-P15, AGT RING STATIC SEAL (GREENE TWEED)
1
2
2
2
2
2
2
2
3
2
FULLY EXTENDED, RETRACTED POSITION
4.000
(
)
1.000
(
)
SECTION B-B
FULLY COMPRESSED STROKE, 3 in 5 TORQUE JAMNUT AND CHARGE VALVE TIGHT, ADD 1/4 TURN, LOCKWIRE FROM SHOCK ABSORBER TO JAM NUT,
FROM JAM NUT TO CHARGE VALVE. P/N 35 1202 21
SHOCK ABSORBER CYLINDER SUB ASSEMBLY 6. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM INSTALLATION GUIDE FOR ASSEMBLY PROCEDURES. P/N 35-1202-21, SHOCK ABSORBER CYLINDER SUB-ASSEMBLY 6. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM INSTALLATION GUIDE FOR ASSEMBLY PROCEDURES. H
G
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
1 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
SKA, MHS
-
KLIM G
7/26/2016
4.4
lbs
TORONTO
HYPERLOOP
-
1
TRAILING ARM SUB-ASSY,
- HDWS
30-1100-20
1 : 1
20-1000-00
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
X
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/26/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1101-66, TRAILING ARM
A
A
B
B
1.0015
1.0005
2X
IN-LINE
1.0015
1.0005
2X
IN-LINE
4.130
4.110
4.265
4.235
SECTION A-A
P/N 40-1105-00, PIVOT PIN BUSH, QTY 2
P/N 40-1106-00, AXLE BUSH, QTY 2
1
2
2
1
32
32
A
B
63
63
63
63
.002 A
.002 B
.002 B
.002 A
D
E
.005 E
.010 D
.3140
.3130
4X
IN-LINE
.400
(
)
1.740
(
)
SECTION B-B
VIEW SIMPLIFIED FOR CLARITY
SCALE: 2:1
P/N KRJ5-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 4
1
3
C
.002 C TYPICAL 4 PL. .3140
.3130
4X
IN-LINE
.400
(
)
1.740
(
)
SECTION B-B
VIEW SIMPLIFIED FOR CLARITY
SCALE: 2:1
P/N KRJ5-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 4
1
3
C
.002 C TYPICAL 4 PL. P/N 40-1101-66, TRAILING ARM
A
A
B
B
1.0015
1.0005
2X
IN-LINE
1.0015
1.0005
2X
IN-LINE
4.130
4.110
4.265
4.235
SECTION A-A
P/N 40-1105-00, PIVOT PIN BUSH, QTY 2
P/N 40-1106-00, AXLE BUSH, QTY 2
1
2
2
1
32
32
A
B
63
63
63
63
.002 A
.002 B
.002 B
.002 A
D
E
.005 E
.010 D
.400
(
)
S A A P/N KRJ5-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 4 SECTION B-B
VIEW SIMPLIFIED FOR CLARITY
SCALE: 2:1 VIEW SIMPLIFIED FOR CLARITY
SCALE: 2:1 P/N 40-1105-00, PIVOT PIN BUSH, QTY 2 63 4.265
4.235
.010 D .002 A NOTES: P/N NAS1352C08H8, CAP SCREW (DRILLED HEAD), QTY 2 1
4 P/N NAS1352C08H8, CAP SCREW (DRILLED HEAD), QTY 2 1
4 P/N 7215MT-964-P15, AGT RING STATIC SEAL (GREENE TWEED) 2 P/N 40-1208-02, LOCK TAB
3 P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
30-1200-21
1
1
2
1
2 P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
30-1200-21
1 H E
V I E W
V U E
1
2
2 1 LUBRICATE THREADS WITH MIL-PRF-23827 AEROSHELL 33 OR PETROLEUM JELLY OR EQUIVALENT LUBRICANT PRIOR TO ASSEMBLY. REMOVE EXCESS LUBRICANT. 2 LUBRICATE BEARING, INNER AND OUTER RACE DIAMETER FACES, WITH MIL-PRF-23827 AEROSHELL 33 OR PETROLEUM JELLY OR
EQUIVALENT LUBRICANT PRIOR TO ASSEMBLY. REMOVE EXCESS LUBRICANT. 4 TORQUE PACKING NUT TIGHT, BACK OFF TO NEAREST CASTELLATION AND LOCK WITH LOCKING TAB. 5. ENSURE RETRACT NUT ROTATES FREELY WITHOUT BINDING AFTER TORQUING THE PACKING NUT. 5. ENSURE RETRACT NUT ROTATES FREELY WITHOUT BINDING AFTER TORQUING THE PACKING NUT. 6 TORQUE CAPSCREW TIGHT, ADD 1/4 TURN, INSTALL LOCKWIRE. 7. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM ASSEMBLY GUIDE FOR DETAILED ASSEMBLY PROCEDURES. NOTES: COTTER PIN TO BE SEATED 75% TO 100% WITHIN
NUT CASTLE. USE ANY COMBINATION OF NAS1149C0416R AND NAS1149C0432R TO ACHIEVE FIT. 3. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM INSTALLATION GUIDE FOR DETAILED ASSEMBLY PROCEDURES. NOTES: 11
10
9
8
7
6
5
4
3
2
12
13
14
15
16
17
18
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G
P R O G R
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
C
2 0 1 6
3 : 2
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
SKA
-
KLIM G
8/15/2016
7.2
lbs
TORONTO
HYPERL
-
RETRACTION SU
- HD
30-130
3 : 2
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D
E
S
C
C
V
1
in
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 35-1300-02, RETRACT HOUSING SUB-ASSY
A
A
SECTION A-A
P/N 40-1303-01, PACKING NUT 1
P/N 40-1302-02, RETRACT NUT
P/N 61813-2RZ, DEEP GROOVE BALL BEARING (LOWER)
P/N 61813-2RZ, DEEP GROOVE BALL BEARING (LOWER)
3
3
2
2
P/N 40-1304-00, LOCK TAB
P/N NAS1149CN816R, WASHER , QTY 2
P/N NAS1352C0H8, CAP SCREW (DRILLED HEAD), QTY 2
6
1
4
REF ONLY
SCALE: NONE
3D VIEW P/N 35-1300-02, RETRACT HOUSING SUB-ASSY
A
A
P/N 40-1303-01, PACKING NUT 1
P/N 40-1302-02, RETRACT NUT
P/N 61813-2RZ, DEEP GROOVE BALL BEARING (LOWER)
P/N 61813-2RZ, DEEP GROOVE BALL BEARING (LOWER)
3
3
2
2 P/N 40-1302-02, RETRACT NUT P/N 61813-2RZ, DEEP GROOVE BALL BEARING (LOWER)
3
2 P/N 35-1300-02, RETRACT HOUSING SUB-ASSY P/N 61813-2RZ, DEEP GROOVE BALL BEARING (LOWER)
3
2 P/N 40-1303-01, PACKING NUT 1 P/N 40-1303-01, PACKING NUT 1 D A T E S 30-1300-02 1 INSTALL WASHERS AS REQUIRED TO ACHIEVE COTTER PIN INSTALLATION. 3. REFER TO HYPERLOOP DEPLOYABLE WHEEL SYSTEM INSTALLATION GUIDE FOR DETAILED ASSEMBLY PROCEDURES. NOTES: 1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
8/15/2016
0.6
lbs
TORONTO
HYPERLOOP
-
TORQUE LINK ASS
- HDWS
30-1400-0
3 : 1
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
1
in
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 35-1402-01, UPPER TORQUE LINK SUB-ASSEMBLY
P/N 35-1401-01, LOWER TORQUE LINK SUB-ASSEMBLY
2.500
(
)
4.000
(
)
P/N MS24665-151, COTTER PIN
P/N MS14145L4, HEX NUT, CASTALLATED
P/N NAS1149C0432R, WASHER
P/N NAS6204-22D, HEX BOLT
P/N NAS1149C0432R, WASHER
2
1
1
SCALE: NONE 1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R
R E F E R E N C E D U D
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
T I T L E
T I T R E
3 5 9 6 2
C
2 0 1 6
A M E L I O R A T I O N
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
8/15/2016
0.6
lbs
TORONTO
HYPERLOOP
-
TORQUE LINK ASSEMBLY
20-10
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
in
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPRO
FICHE D'APPROBATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
P/N MS24665-151, COTTER PIN
P/N MS14145L4, HEX NUT, CASTALLATED
P/N NAS1149C0432R, WASHER
P/N NAS6204-22D, HEX BOLT
P/N NAS1149C0432R, WASHER
2
1
1 2.500
(
) P/N NAS6204-22D, HEX BOLT P/N MS14145L4, HEX NUT, CASTALLATED P/N 35-1401-01, LOWER TORQUE LINK SUB-ASSEMBLY 4.000
(
) D A T E 30-1400-01 NOTES: 1. CUSTOM WHEEL/BEARING CONFIGURATION PROCURED FROM SUNRAY INC. NOTES: 10.020
9.980
P/N 40-3100-00, POLYURETHANE WHEEL
A
A
2.005
1.995
SECTION A-A
1.010
.990
2X
.505
.495
2X
P/N R16-2RS, BALL BEARING
P/N R16-2RS, BALL B H
G
F
E
K
L
M
N
P
Q
R
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
A M E L I O R A T I O N
D R A W N B Y
D E S S I N E P A R
KLIM G
HYPERLOOP
-
10-1000-00
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
9/9/2016
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
10.020
9.980
P/N 40-3100-00, POLYURETHANE WHEEL
A
A
2.005
1.995
SECTION A-A
1.010
.990
2X
.505
.495
2X
P/N R16-2RS, BALL BEARING
P/N R16-2RS, BALL BEARING
REF ONLY
SCALE: NONE
3D VIEW P/N 40-3100-00, POLYURETHANE WHEEL SECTION A-A A NOTES: 1 DIMENSION APPLIES AFTER INSTALLATION. HONE OR HAND REAM ONLY. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. P/N 40-1201-02, SHOCK ABSORBER PISTON
A
A
.3125
.3120
SECTION A-A
P/N KR5-CNGVP, KARON LINED SPHERICAL BEARING
1
2 REF ONLY
SCALE : NONE P/N 40-1201-02, SHOCK ABSORBER PISTON A A A A NOTES: 1 DIMENSION APPLIES AFTER INSTALLATION. HONE OR HAND REAM ONLY. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. 11
10
9
8
7
6
5
4
12
13
14
15
16
17
18
H
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d . I s . NOTES: HONE OR HAND REAM ONLY. INSTALL CUSTOM BUSHINGS USING PRESS FIT METHOD OR EQUIVALENT. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF RETRACT HOUSING COMPONENT. 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E
R E F E R E N C E D U
A M E L I O R A T I O N
C L A S S I F I C A T I O N
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPRO
FICHE D'APPROBATION
P/N 40-1301-02, RETRACT HOUSING
A
A
SECTION A-A
P/N 40-1308-00, TRUNION BUSH, QTY 2
63
63
A
.005 A
32
32
.002 B
B
.002 C
C
1
1
2
2
.002 B-C
.002 B-C
7.635
7.605
1.0015
1.0005
1.0015
1.0005
B
B
REF ONLY
SCALE: NONE
3D VIEW
SECTION B-B
PARTIAL VIEW ONLY
UP TO 5 DEGREES MAXIMUM CROSS BOLT
BORE MISSALIGNMENT ALLOWED AFTER BUSH INSTALLATION. CHECK FIT AFTER INSTALLATION, REAM IF REQUIRED. NOTES: C
2 0 1 6
2 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
5/7/2016
7.6
lbs
TORONTO
HYPERLOOP
-
1
SHOCK ABSORBER CYLINDER
SUB-ASSEMBLY - HDWS
35-1202-21
2 : 1
30-1202-21
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
X
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
5/7/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1202-21, SHOCK ABSORBER CYLINDER
A
A
REF ONLY
SCALE: NONE
3D VIEW
1.198
1.174
.2515
.2500
2x
IN-LINE
SECTION A-A
P/N KRJ4-USDVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
2 -
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
5/7/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
P/N 40-1202-21, SHOCK ABSORBER CYLINDER
A
A
REF ONLY
SCALE: NONE
3D VIEW
1.198
1.174
.2515
.2500
2x
IN-LINE
SECTION A-A
P/N KRJ4-USDVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
2 P/N KRJ4-USDVC-008, KARON LINED JOURNAL BEARING, QTY 2 P/N 40-1202-21, SHOCK ABSORBER CYLINDER
A
A 1.198
1.174 P/N 40-1202-21, SHOCK ABSORBER CYLINDER 1
2 P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O
30-1202-21 D A T E 35-1202-21 ES:
DIMENSION APPLIES AFTER INSTALLATION. NOTES: 1 DIMENSION APPLIES AFTER INSTALLATION. HONE OR HAND REAM ONLY. 1 DIMENSION APPLIES AFTER INSTALLATION. HONE OR HAND REAM ONLY. 2 INSTALL CUSTOM BUSHINGS USING PRESS FIT METHOD OR EQUIVALENT. UP TO 5 DEGREES MAXIMUM CROSS BOLT
BORE MISSALIGNMENT ALLOWED AFTER BUSH INSTALLATION. CHECK FIT AFTER INSTALLATION, REAM IF REQUIRED. UP TO 5 DEGREES MAXIMUM CROSS BOLT
BORE MISSALIGNMENT ALLOWED AFTER BUSH INSTALLATION. CHECK FIT AFTER INSTALLATION, REAM IF REQUIRED. UP TO 5 DEGREES MAXIMUM CROSS BOLT
BORE MISSALIGNMENT ALLOWED AFTER BUSH INSTALLATION
CHECK FIT AFTER INSTALLATION, REAM IF REQUIRED. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF RETRACT HOUSING COMPONENT. P/N 40-1301-02, RETRACT HOUSING A H
G
K
L
M
N
P
Q
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
P/N 40-1301-02, RETRACT HOUSING
A
A
SECTION A-A
P/N 40-1308-00, TRUNION BUSH, QTY 2
63
63
A
.005 A
32
32
.002 B
B
.002 C
C
1
1
2
2
.002 B-C
.002 B-C
7.635
7.605
1.0015
1.0005
1.0015
1.0005
B
B B 63 A 35-1300-02 H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
HONE OR HAND REAM ONLY.
FIT OR COOLING METHOD..
IZING OF MATING COMPONENT.
UIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES.
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
2 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.365
lbs
TORONTO
HYPERLOOP
-
1
LOWER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1401-01
2 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1401-01, LOWER TORQUE LINK
A
A
REF ONLY
SCALE: NONE
3D VIEW
.708
.688
1.808
1.788
.2515
.2500
2X
IN-LINE
.3140
.3130
2X
IN-LINE
SECTION A-A
P/N KRJ4-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ5-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 2
A
B
.002 A
.002 A
.002 B
.002 B
1
1
2
2 1 DIMENSION APPLIES AFTER INSTALLATION. HONE OR HAND REAM ONLY. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. P/N 40-1401-01, LOWER TORQUE LINK
A
A
.708
.688
1.808
1.788
.2515
.2500
2X
IN-LINE
.3140
.3130
2X
IN-LINE
SECTION A-A
P/N KRJ4-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ5-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 2
A
B
.002 A
.002 A
.002 B
.002 B
1
1
2
2 P/N 40-1401-01, LOWER TORQUE LINK P/N 40-1401-01, LOWER TORQUE LINK A A A P/N KRJ5-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 2 P/N KRJ4-UDSVC-008, KARON LINED JOURNAL BEARING, QTY 2 NOTES: 1 DIMENSION APPLIES AFTER INSTALLATION. HONE OR HAND REAM ONLY. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 3. BUSHINGS TO BE INSTALLED AFTER ANNODIZING OF MATING COMPONENT. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. 4. REFER TO THE KAMATICS KARON DESIGN GUIDE (08-21-14) FOR RECOMENDED INSTALLATION PRACTICES. 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW E d . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
6/17/2016
KLIM G
-
1
16/06/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 119
117 2
I s . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW H
G
F
E
K
L
M
N
P
Q
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2 P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2 P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2 P/N 40-1402-01, UPPER TORQUE LINK A A P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2 P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2 .2515
.2500
2X
1
2 35-1402-02 14
15
16
17
18
19
20
21
22
14
15
16
17
18
H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
2
30-1100-20
HYPERLOOP
16/6/2016
KLIM G
ELAHI M, KLIM G
SKA
KLIM G
3.9
lbs
in
TORONTO
X
X
X
40-1101-66
T-ARM ASSEMBLY -HDWS
TRAILING ARM
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW E d . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW MATERIAL: ALUMINUM 6061-T6511 (BAR) PER AMS QQ-A-200/8. 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW 11
10
9
8
7
6
5
4
3
2
12
13
14
15
10.020
9.980
1.1881
1.1875
2X
THRU ALL
2.510
2.490
1.010
.990
.280
.220
R
2X
.570
.550
R
2X
.626
.586
2X
(INT)
1.1881
1.1875
2X
THRU ALL
1.080
1.020
R
2X
1.080
1.020
R
2X
.730
.670
R
B
A
R .625" TRANSITION TO R .125"
IN THIS AREA, BOTH SIDES
B
B
.510
.490
R
4X
4.010
3.990
2X
.790
.710
R
4X
ALL AROUND
.291
.279
THRU ALL
.860
.840
.385
.365
.780
.720
2.010
1.990
2X
.680
.620
.335
.315
.810
.790
46
44
4X
.060
.040
4X
.010 A
A
A
1.260
1.240
119
117
77
73
2X
1.110
1.090
8.680
8.640
SECTION A-A
.010 A-B
.655
.595
R
4X
1.650
1.590
2.130
2.070
.820
.800
1.060
1.040
SECTION B-B 10.020
9.980
1.1881
1.1875
2X
THRU ALL
2.510
2.490
1.010
.990
.280
.220
R
2X
.570
.550
R
2X
.626
.586
2X
(INT)
1.1881
1.1875
2X
THRU ALL
1.080
1.020
R
2X
1.080
1.020
R
2X
.730
.670
R
B
A
R .625" TRANSITION TO R .125"
IN THIS AREA, BOTH SIDES
B
B
.510
.490
R
4X
4.010
3.990
2X
.790
.710
R
4X
ALL AROUND
.291
.279
THRU ALL
.860
.840
.385
.365
.780
.720
2.010
1.990
2X
.680
.620
.335
.315
.810
.790
46
44
4X
.060
.040
4X
.010 A
A
A
.655
.595
R
4X
1.650
1.590
2.130
2.070
.820
.800
1.060
1.040
SECTION B-B A .291
.279
THRU ALL
.010 A .291
.279
THR
.010 A .560
.540
2X
.525
.515
.291
.279
2X
THRU ALL
.790
.710
R
2X
ALL AROUND
.260
.240
R
2X
.145
.105
R
2X
ALL AROUND
.4379
.4369
2X
THRU ALL
46
44
4X
.050
.030
4X
.010 B
.005 B
4 .655
.595
R
4X
1.650
1.590
2.130
2.070
.820
.800
1.060
1.040
SECTION B-B R .625" TRANSITION TO R .125"
IN THIS AREA, BOTH SIDES .280
.220 B 4 P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
2
30-1100-20
HYPERLOOP
16/6/2016
KLIM G
ELAHI M, KLIM G
SKA
KLIM G
3.9
lbs
in
TORONTO
X
X
X
40-1101-66
T-ARM ASSEMBLY -HDWS
TRAILING ARM
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
6/17/2016
KLIM G
-
1
16/06/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.1881
.1875
THRU ALL
2.510
2.490
1.080
1.020
R
X
.510
.490
R
X
.385
.365
.780
.720
46
44
0
0
A
1.110
1.090
REF ONLY
SCALE: NONE
3D VIEW
.560
.540
2X
.525
.515
.291
.279
2X
THRU ALL
.790
.710
R
2X
ALL AROUND
.260
.240
R
2X
.145
.105
R
2X
ALL AROUND
.4379
.4369
2X
THRU ALL
46
44
4X
.050
.030
4X
.010 B
.005 B
4 1. NOTES: NOTES:
1. MATERIAL: CORROSION RESISTANT STEEL (303) PER ASTM A582 OR EQUIVALENT. ALL MATERIAL TO BE IN THE ANNEALED CONDITION. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 3. PASSIVATION ALL OVER PER AMS 2700 METHOD 1. 4. BAG & TAG OR FIXED TAG MARKING. NOTES: 8
7
6
5
4
3
2
9
10
11
12
.291
.279
THRU ALL
.019 A
A
A
5.295
5.275
2.653
2.633
.9995
.9985
.760
.740
.060
.040
2X
.060
.040
2X
20
10
2X
31
29
2X
SECTION A-A
32
A
.005
A .291
.279
THRU ALL
.019 A
A
A A A A
A
5.295
5.275
2.653
2.633
.9995
.9985
.760
.740
.060
.040
2X
.060
.040
2X
20
10
2X
31
29
2X
SECTION A-A
32
A
.005
A 5.295
5.275 H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1100-20
HYPERLOOP
7/5/2016
KLIM G
ELAHI M
SKA
KLIM G
0.505
lbs
in
TORONTO
X
X
X
40-1103-01
- HDWS
PIVOT PIN, TRAILING ARM
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
2/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
3D VIEW
REF ONLY
SCALE : NONE 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW E d . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1100-20
HYPERLOOP
7/5/2016
KLIM G
ELAHI M
SKA
KLIM G
0.505
lbs
in
TORONTO
X
X
X
40-1103-01
- HDWS
PIVOT PIN, TRAILING ARM
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
D
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
3 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
MHS
ELAHI M
KLIM G
6/28/2016
0.205
lbs
TORONTO
HYPERLOOP
-
1
UPPER TORQUE LINK
SUB-ASSEMBLY - HDWS
35-1402-02
3 : 1
30-1400-01
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
E
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
1
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/4/2016
KLIM G
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
P/N 40-1402-01, UPPER TORQUE LINK
A
A
.2515
.2500
2X
.2515
.2500
2X
1.172
1.152
.687
.667
SECTION A-A
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
P/N KRJ4-USVC-008, KARON LINED JOURNAL BEARING, QTY 2
1
1
2
2
REF ONLY
SCALE: NONE
3D VIEW E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
17/6/2016
KLIM G
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
A
.002 A
63
1.750
1.730
1.1910
1.1900
A
A
REF ONLY
SCALE: NONE
3D VIEW
SECTION A-A
.001 A
32
63
63
1.0015
1.0005
.065
.055
.030
.010
47
43
.030
.020
R
.050
.030
2X
31
29
.0625
.0575
1.020
.980
16
14
31
29 16 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
2
30-1100-20
HYPERLOOP
9/06/2016
KLIM G
ELAHI M
SKA
KLIM G
0.098
lbs
in
TORONTO
X
X
X
40-1105-00
TRAILING ARM ASSY -HDWS
BUSH, PIVOT PIN
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
2/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 8
7
6
5
4
9
10
11
12
13
14
15
16
E
D
C
B
A
G
H
J
K
L
5400) PER ASTM B505 OR EQUIVALENT. NOTES: /.015, UNLESS OTHERWISE INDICATED. AT TREATED CONDITION. & TAG. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
2
30-1100-20
HYPERLOOP
9/06/2016
KLIM G
ELAHI M
SKA
KLIM G
0.098
lbs
in
TORONTO
X
X
X
40-1105-00
TRAILING ARM ASSY -HDWS
BUSH, PIVOT PIN
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
17/6/2016
KLIM G
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW NOTES: E
D
C
G
H
J
K
L
4. PART MARKING USING BAG & TAG. NOTES: A
.002 A
63
1.750
1.730
1.1910
1.1900
A
A
SECTION A-A
.001 A
32
63
63
1.0015
1.0005
.065
.055
.030
.010
47
43
.030
.020
R
.050
.030
2X
31
29
.0625
.0575
1.020
.980
16
14
31
29 SECTION A-A
.001 A
32
63
63
1.0015
1.0005
.065
.055
.030
.010
47
43
.030
.020
R
.050
.030
2X
31
29
.0625
.0575
1.020
.980
16
14
31
29 G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
2
30-1100-20
HYPERLOOP
9/06/2016
KLIM G
ELAHI M
SKA
KLIM G
0.098
lbs
in
TORONTO
X
X
X
40-1105-00
TRAILING ARM ASSY -HDWS
BUSH, PIVOT PIN
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
17/6/2016
KLIM G
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
2
30-1500-02
HYPERLOOP
6/10/2016
KLIM G
ELAHI M
SKA
KLIM G
0.102
lbs
in
TORONTO
X
X
X
40-1106-00
-HDWS
AXLE BUSH, AXLE ASSEMBLY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
6/17/2016
KLIM G
-
1
6/10/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW NOTES: E
D
C
G
H
J
K
L
.002 A
A
63
63
1.510
1.490
.1275
.1225
1.010
.990
1.1910
1.1900
A
A
SECTION A-A
32
63
.001 A
47
43
1.0015
1.0005
.080
.060
.075
.065
31
29
16
14
31
29
.050
.030
2X
.030
.020
R .002 A
A
63
63
1.510
1.490
.1275
.1225
1.010
.990
1.1910
1.1900
A
A 8
7
6
5
4
3
2
1
9
10
11
E
D
C
G
H
J
K
L
.002 A
A
63
63
1.510
1.490
.1275
.1225
1.010
.990
1.1910
1.1900
A
A
SECTION A-A
32
63
.001 A
47
43
1.0015
1.0005
.080
.060
.075
.065
31
29
16
14
31
29
.050
.030
2X
.030
.020
R H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
2
30-1500-02
HYPERLOOP
6/10/2016
KLIM G
ELAHI M
SKA
KLIM G
0.102
lbs
in
TORONTO
X
X
X
40-1106-00
-HDWS
AXLE BUSH, AXLE ASSEMBLY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: MATERIAL: ALUMINUM 6061-T6511 (BAR) PER AMS QQ-A-200/8. E
D
C
B
G
H
J
K
L
15, UNLESS OTHERWISE INDICATED. G OR PUNCH. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
7/14/2016
KLIM G
-
-
KLIM G
0.002
lbs
in
TORONTO
X
X
X
40-1107-00
-HDWS
WASHER, AXLE CROSS BOLT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
6 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
6/17/2016
KLIM G
-
1
6/10/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 12 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/14/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
A
A
SECTION A-A
.020
.000
60
58
47
43
.270
.250
.160
.140
.520
.480
.420
.380
REF ONLY
SCALE: NONE
3D VIEW E
D
G
H
J
T r a
Y E S O U I
K E Y C H A
C A R A C T E
G E N E R A
T O L E R A N
I S O
a p p l i c a b l e w i t
G E O M E T R I C
T O L E R A N C E M
D E S
B U R E A
1 0 0 m m
.XX
.XXX
Angle
Eccen
A
A
SECTION A-A
.020
.000
60
58
47
43
.270
.250
.160
.140
.520
.480
.420
.380 A
A
SECTION A-A
.020
.000
60
58
47
43
.270
.250
.160
.140
.520
.480
.420
.380 A
A A G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
7/14/2016
KLIM G
-
-
KLIM G
0.002
lbs
in
TORONTO
X
X
X
40-1107-00
-HDWS
WASHER, AXLE CROSS BOLT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
6 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
7/14/2016
KLIM G
-
-
KLIM G
0.002
lbs
in
TORONTO
X
X
X
40-1107-00
-HDWS
WASHER, AXLE CROSS BOLT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
6 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/14/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW 1. NOTES: MATERIAL: BRASS SHIM STOCK. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES:
3. BAG AND TAG EACH STOCK THICKNESS. PART #
THICK. -01
.005
-02
.006
-03
.007
-04
.008
-05
.010
-06
.012
-07
.015
-08
.020
-09
.025
-10
.031 NOTES:
1. MATERIAL: BRASS SHIM STOCK. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES:
3. BAG AND TAG EACH STOCK THICKNESS. PART #
THICK. -01
.005
-02
.006
-03
.007
-04
.008
-05
.010
-06
.012
-07
.015
-08
.020
-09
.025
-10
.031 NOTES: MATERIAL: BRASS SHIM STOCK. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 3. BAG AND TAG EACH STOCK THICKNESS. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: E
D
G
H
J
K
L
.3380
.3180
.760
.740
2 E
D
G
H
J
.3380
.3180
.760
.740
2 .3380
.3180
.760
.740
2 .3380
.3180
.760
.740
2 .3380
.3180
.760
.740 G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
10/4/2016
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
40-1108-00
-HDWS
SHIM, LTL - TL JOINT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
5 : 1
2 0 1 6
C
I s . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
3D VIEW
REF ONLY
SCALE: NONE 1. NOTES: E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
10/4/2016
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
40-1108-00
-HDWS
SHIM, LTL - TL JOINT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
5 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
7/14/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 A SECTION A-A SECTION A-A 12 3
2
1
E
D
C
B
A
G
H
J
K
L
NOTES:
1. NOTES: 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 12 NOTES: H
G
F
E
K
L
M
N
P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
30-1200-21
HYPERLOOP
5/27/2016
KLIM G
ELAHI M
SKA
KLIM G
0.7
lbs
in
TORONTO
X
X
X
-HDWS
PISTON, SHOCK ABSORBER
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
5/27/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
D E S I G N
E T U D E S
16
A
12
SMOOTH OUT EDGE
16
0.002 A
TURNING CENTER OPTIONAL
MAX DEPTH 0.165"
2X BREAK EDGES FOR SEAL INSTALLATION
1.010
.990
1.010
.990
1.054
1.044
.530
.470
R
5.810
5.790
.715
.695
.135
.115
.405
.395
.160
.140
1.210
1.190
2X
1.060
1.058
GROUND OD
.210
.190
.529
.519
R
SR
1.044
1.034
36
34
A
A
SECTION A-A
0.002
A
0.002 A
16
0.002 A
0.010 A
.110
.090
R
2X
.869
.859
1.435
1.425
5.660
5.640
.7493
.7488
.025
.020
2X
.020
.010
R
4X
.260
.240
R
2X
1.064
1.054
2X
.291
.281
31
29
2X
.060
.040
2X
46
44
2X
.910
.890
2X
.210
.190
136
134
.070
.030
R -
-
-
-
-
-
-
-
-
-
-
-
16
A
12
SMOOTH OUT EDGE
16
0.002 A
TURNING CENTER OPTIONAL
MAX DEPTH 0.165"
2X BREAK EDGES FOR SEAL INSTALLATION
1.010
.990
1.010
.990
1.054
1.044
.530
.470
R
5.810
5.790
.715
.695
.135
.115
.405
.395
.160
.140
1.210
1.190
2X
1.060
1.058
GROUND OD
.210
.190
.529
.519
R
SR
1.044
1.034
36
34
A
A
SECTION A-A
0.002
A
0.002 A
16
0.002 A
0.010 A
.110
.090
R
2X
.869
.859
1.435
1.425
5.660
5.640
.7493
.7488
.025
.020
2X
.020
.010
R
4X
.260
.240
R
2X
1.064
1.054
2X
.291
.281
31
29
2X
.060
.040
2X
46
44
2X
.910
.890
2X
.210
.190
136
134
.070
.030
R -
-
-
-
-
-
-
-
-
-
-
-
16
A
12
SMOOTH OUT EDGE
16
0.002 A
TURNING CENTER OPTIONAL
MAX DEPTH 0.165"
2X BREAK EDGES FOR SEAL INSTALLATION
1.010
.990
1.010
.990
1.054
1.044
.530
.470
R
5.810
5.790
.715
.695
.135
.115
.405
.395
.160
.140
1.210
1.190
2X
1.060
1.058
GROUND OD
.210
.190
.529
.519
R
SR
1.044
1.034
36
34
A
A
SECTION A-A
0.002
A
0.002 A
16
0.002 A
0.010 A
.110
.090
R
2X
.869
.859
1.435
1.425
5.660
5.640
.7493
.7488
.025
.020
2X
.020
.010
R
4X
.260
.240
R
2X
1.064
1.054
2X
.291
.281
31
29
2X
.060
.040
2X
46
44
2X
.910
.890
2X
.210
.190
136
134
.070
.030
R .210
.190
R
10X
.605
.595
R
5x
.110
.090
5X
.055
.045
5X
72.5
71.5
5x 2X BREAK EDGES FOR SEAL INSTALLATION TURNING CENTER OPTIONAL
MAX DEPTH 0.165" .605
.595
R
5x P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
5/27/2016
KLIM G
ELAHI M
SKA
KLIM G
0.7
lbs
in
TORONTO
X
X
X
40-1201-02
-HDWS
PISTON, SHOCK ABSORBER
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 1. MATERIAL: AISI 12L14 CARBON STEEL (UNS G12144) PER ASTM A108 OR EQUIVALENT. H
G
F
E
D
C
K
L
M
N
P
Q
R
S
6. THREADS PER AS8879. 7. BLACK OXIDE CORROSION PROTECTION ON ALL EXTERNAL SURFACES AND ALL THREADS. .927/.925 AND 1.493/1.491 BORES NOT TO HAVE BLACK OXIDE. NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
5/27/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
D E S I G N
E T U D E S 40-1201-02 NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
30-1200-21
HYPERLOOP
9-5-2016
KLIM G
ELAHI M, KLIM G
SKA
KLIM G, SKA
7.5
lbs
in
TORONTO
X
X
X
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 0 1 6
C
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
3
21/6/2016
KLIM G
-
2
9/5/2016
KLIM G
-
1
7/5/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
D E S I G N
E T U D E S
.005 A
2.250-3 ACME-3G EXTERNAL THREAD:
MAJOR DIAMETER: 2.2500/2.2333in
PITCH DIAMETER: 2.0743/2.0620in
MINOR DIAMETER: 1.8967/1.8783in
T.P.I.: 3
PITCH: .333333
5
.760
.740
10.280
10.220
.460
.440
R
2.180
2.160
.760
.740
.360
.340
R
OR DIAMETER
2.110
2.090
2X
.385
.365
2X
.3753
.3743
THRU ALL
.068
.058
.250
.190
.280
.220
.042
.022
R
ALL AROUND
R FULL RAD
.184
.164
A
A
SECTION A-A
.005 B
B
.005 A
32
32
32
.002 B
MINOR DIAMETER
32
32
32
.002 B
.005 A
1.493
1.491
1.723
1.713
.927
.925
.072
.052
.724
.704
.960
.940
.060
.040
R
2X
46
44
16
14
.180
.120
R
.110
.090
INT
1.6875
-16 UN-3B
6.010
5.990
.110
.090
R
.160
.140
INT
.180
.120
R
16
14
.070
.050
31
29
50
40
2.052
2.032
31
29
TAP DRILL .560/470 DEEP
MIN FULL THREAD .400 DEEP
1.630
1.570
R
2x
.780
.720
R
2X
1.630
1.570
.155
.095
R
2X
1.316
1.296
.290
.270
2X
46
44
2X
.040
.020
2X
1.230
1.210
2X
.610
.590
.305
.295
.164
2X
-32 UNC-3B
1.510
1.490
2.510
2.490
1.255
1.245
1.630
1.570
R
2x
T TO GET
DIFFERENT
WITH TORQUE
.125
.095
R
2X 5 10.280
10.220 46
44 B ABSORBER - HDWS
, 3
I s . NOTES: 1. THIS DRAWING IS TO BE TREATED AS A SUPPLEMENT TO 40-1202-21. MANUFACTURE PER DRAWING 40-1202-21 EXCEPT AS SHOWN/NOTED. 2 SPECIFIES 40-1202-21A PART SPECIFIC DIMENSION. 3 DIMENSION FOR REFERENCE ONLY, REFER TO 40-1202-21. 4. .993/.991 AND 1.493/1.491 BORES NOT TO HAVE BLACK OXIDE. 5. IDENTIFY WITH PART MARKING OF THIS DRAWING. NOTES: 8
7
6
5
4
9
10
11
12
E
D
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1202-21A
HYPERLOOP
17/6/2016
KLIM G
N/A
KLIM G
KLIM G
7.62
lbs
in
TORONTO
X
X
X
40-1202-21A
ABSORBER -HDWS
OUTER CYLINDER, SHOCK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
17/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
A
A
SECTION A-A
32
32
B
.005 A
.002 B
32
32
3
3
2
2
2
2
3
3
32
2
2
.002 B
2
.993
.991
6.010
5.990
11
9
.320
.280
R
.160
.140
INT
1.493
1.491
31
29
.070
.050
.945
.925
46
44
.850
.800 E
G
H
J
K
L
A
A
SECTION A-A
32
32
B
.005 A
.002 B
32
32
3
3
2
2
2
2
3
3
32
2
2
.002 B
2
.993
.991
6.010
5.990
11
9
.320
.280
R
.160
.140
INT
1.493
1.491
31
29
.070
.050
.945
.925
46
44
.850
.800 A
A
SECTION A-A
32
32
B
.005 A
.002 B
32
32
3
3
2
2
2
2
3
3
32
2
2
.002 B
2
.993
.991
6.010
5.990
11
9
.320
.280
R
.160
.140
INT
1.493
1.491
31
29
.070
.050
.945
.925
46
44
.850
.800 A A A G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1202-21A
HYPERLOOP
17/6/2016
KLIM G
N/A
KLIM G
KLIM G
7.62
lbs
in
TORONTO
X
X
X
40-1202-21A
ABSORBER -HDWS
OUTER CYLINDER, SHOCK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
17/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 2 46
44 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.066
lbs
in
TORONTO
X
X
X
40-1205-02
-HDWS
SPLIT UPPER BEARING, PISTON
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW NOTES: E
D
C
B
G
H
J
K
L
3. MACHINE IN THE FULLY HEAT TREATED CONDITION. 4. BAG AND TAG OR FIXED TAG MARKING. 5 DIMENSION, OR DATUM, TO BE MET BEFORE OPERATION THAT RESULTS
IN A DISCONTINUOUS RING. A
32
5
5
1.489
1.488
.032
(SAW CUT)
A
A
SECTION A-A
32
.002 A
.002 A
.005 A
5
5
.002 A
1.076
1.066
1.299
1.279
46
44
2X
.040
.020
2X
61
59
2X
.025
.015
2X
.100
.080
2X
.390
.380
.070
.030
R
2X
16
14
2X RESULTS
A
32
5
5
1.489
1.488
.032
(SAW CUT)
A
A
SECTION A-A
32
.002 A
.002 A
.005 A
5
5
.002 A
1.076
1.066
1.299
1.279
46
44
2X
.040
.020
2X
61
59
2X
.025
.015
2X
.100
.080
2X
.390
.380
.070
.030
R
2X
16
14
2X T RESULTS
A
32
5
5
1.489
1.488
.032
(SAW CUT)
A
A
SECTION A-A
32
.002 A
.002 A
.005 A
5
5
.002 A
1.076
1.066
1.299
1.279
46
44
2X
.040
.020
2X
61
59
2X
.025
.015
2X
.100
.080
2X
.390
.380
.070
.030
R
2X
16
14
2X 5 DIMENSION, OR DATUM, TO BE MET BEFORE OPERATION THAT RESULTS
IN A DISCONTINUOUS RING. NOTES: REF ONLY
SCALE: NONE A A A
5 H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.066
lbs
in
TORONTO
X
X
X
40-1205-02
-HDWS
SPLIT UPPER BEARING, PISTON
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 1. MATERIAL: AL BRONZE (C95400) PER ASTM B505 OR EQUIVALENT. 1. MATERIAL: AL BRONZE (C95400) PER ASTM B505 OR EQUIVALENT. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 8
7
6
5
4
3
2
9
10
11
12
CHINE IN THE FULLY HEAT TREATED CONDITION. READS PER AS8879. G AND TAG OR FIXED TAG MARKING. Y
M
T
1 0 0 m m
0
1.323
1.321
46
44
2X
1.6875
-16 UN-3A
.050
.040
R
.300
.280
1.085
1.065
.060
.040
INT
1.454
1.444
21
19
.265
.255
31
29
.060
.040
R
.055
.035
.891
.871
.855
.845
63
.002 A
MAJOR DIAMETER
.002 A
63
63
B
A
A
1.304
1.302
2X
.314
.304
1.063
1.062
2x
.245
.235
.025
.010
R
3x
1.489
1.488
2x
.009
.005
R
.022
.020
31
29
.060
.040
R
.475
.455
.900
.880
.041
.021
R
24x
.185
.165
INT
5
0
6x
.015
.005
R
2X
SECTION A-A
32
32
A
.002 A
.002 A
32
32
32
.210
.190
12x
.105
.095
12x
B
16
14
31
29
.060
.040
.110
.090
INT
1.605
1.595
.060
.040
R
.175
.155
12x
.160
.140
R
SECTION B-B
32
.005 B
32 8
7
6
5
4
9
10
11
12
E
D
C
G
H
J
K
L
KING. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
12/05/2016
KLIM G
ELAHI M, KLIM G
SKA
KLIM G
0.45
lbs
in
TORONTO
X
X
X
40-1207-02
-HDWS
GLAND NUT, SHOCK ABSORBER
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
12/05/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
46
44
2X
1.6875
-16 UN-3A
.050
.040
R
.300
.280
1.085
1.065
.060
.040
INT
1.454
1.444
21
19
.265
.255
31
29
.060
.040
R
.055
.035
.891
.871
.855
.845
63
.002 A
MAJOR DIAMETER
A
63
63
B
A
A
1.304
1.302
2X
.314
.304
1.063
1.062
.245
.235
.025
.010
R
3x
.009
.005
R
.022
.020
31
29
.060
.040
R
.475
.455
.900
.880
.041
.021
R
24x
.185
.165
INT
5
0
6x
.015
.005
R
2X
SECTION A-A
32
32
A
.002 A
32
32
32
3D VIEW
SCALE: NONE
.210
.190
12x
30.5
29.5
12x
.105
.095
12x
B
B
16
14
31
29
.060
.040
.110
.090
INT
1.605
1.595
.060
.040
R
.175
.155
12x
.160
.140
R
SECTION B-B
32
.005 B
32 A B 21
19 B SECTION A-A NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.202
.192
2X
.110
.090
R
2X
83
82
48
42
4X
.610
.590
.520
.480
2X
.270
.230
2X
.185
.175
.084
.074
INT
8
7
.602
.582
.260
.240
.120
.080
4X
4
.135
.115 .202
.192
2X
.110
.090
R
2X
83
82
48
42
4X
.610
.590
.520
.480
2X
.270
.230
2X
.185
.175
.084
.074
INT
8
7
.602
.582
.260
.240
.120
.080
4X
4 H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.019
lbs
in
TORONTO
X
X
X
40-1208-02
ABSORBER ASSEMBLY -HDWS
LOCK TAB, SHOCK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.019
lbs
in
TORONTO
X
X
X
40-1208-02
ABSORBER ASSEMBLY -HDWS
LOCK TAB, SHOCK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW E
D
G
H
J
K
L
.202
.192
2X
.110
.090
R
2X
83
82
48
42
4X
.610
.590
.520
.480
2X
.270
.230
2X
.185
.175
.084
.074
INT
8
7
.602
.582
.260
.240
.120
.080
4X
4 E
D
G
H
J
.202
.192
2X
.110
.090
R
2X
83
82
48
42
4X
.610
.590
.520
.480
2X
.270
.230
2X
.185
.175
.084
.074
INT
8
7
.602
.582
.260
.240
.120
.080
4X
4 8
7
6
5
4
9
10
11
12
E
D
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1200-21
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.019
lbs
in
TORONTO
X
X
X
40-1208-02
ABSORBER ASSEMBLY -HDWS
LOCK TAB, SHOCK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 1
I s . NOTES: 8
7
6
5
4
3
9
10
11
12
E
D
C
G
H
J
K
L
IXED TAG MARKING
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
30-1200-21
HYPERLOOP
KLIM G
ELAHI M
SKA
KLIM G
0.34
lbs
in
TORONTO
X
X
X
40-1209-00
-HDWS
FILLER TUBE, SHOCK ABSORBER
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: E d . 12 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
A-B
AMETER
A
32
.002 A
.005 A-B
.005 A-B
63
UNF-3A
.923
.922
2X
5.590
5.550
.210
.190
.460
.440
.885
.865
.860
.840
.710
.690
MINIMUM FULL THREAD LENGTH
.751
.749
.041
.021
R
6X
.550
.530
INT
.200
.180
.100
.080
A
A
3D VIEW
REF ONLY
SCALE: NONE
SECTION A-A
.005 A-B
63
32
32
33651
63
32
.005 A-B
32
MINOR DIAMETER
.005 A-B
.4488
(
TAP DRILL)
46
44
2X
.780
.720
R
.015
.005
R
2X
.070
.030
R
46
44
2X
.040
.020
2X
.045
.035
R
2X
.255
.245
.375
-24 UNF-3B
61
59
31
29
.055
.045
P DRILL DEPTH
.3344
(
TAP DRILL)
.060
.040
.510
.490
TAP DRILL DEPTH (0.400" MINIMUM FULL THREAD DEPTH)
.573
.553
.130
.120
.066
.060
THRU ALL
.2365
.2265
1.310
1.290
.563 +.002
-.010
6X
A/F
.2915
.2715
6X 3D VIEW
REF ONLY
SCALE: NONE A B 63
63 .005 A-B
.4488
(
TAP DRILL) 61
59 .060
.040 MINOR DIAMETER
.005 A-B
.375
-24 UNF-3B NOTES: 1. THIS DRAWING IS TO BE TREATED AS A SUPPLEMENT TO 40-1202-21 ISSUE 2 AND MUST
ONLY BE USED IN CONJUNCTION WITH THE AFFORMENTIONED DRAWING. 2 SPECIFIES 40-1202-21A PART SPECIFIC DIMENSION. 3 DIMENSION FOR REFERENCE ONLY, REFER TO 40-1209-00. 4. IDENTIFYU WITH PART MARKING OF THIS DRAWING. NOTES: 8
7
6
5
4
9
10
11
12
E
D
C
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
30-1200-21A
HYPERLOOP
17/6/2016
KLIM G
N/A
KLIM G
KLIM G
0.345
lbs
in
TORONTO
X
X
X
40-1209-00A
-HDWS
FILLER TUBE, SHOCK ABSORBER
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
17/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
A
.002 A
32
32
.005 A-B
63
3
3
2
2
2
2
.100
.080
.560
.540
INT
.989
.988
2x
.823
.821
.960
.940
.200
.180
A
A
SECTION A-A
63
63
32
32
32
2
3
3
2
2
.265
.255
.060
.040
R
.760
.740
R
.015
.005
R
2x
.045
.035
R
2x A
32
63
3
3
2
.100
.080
.560
.540
INT
.200
.180
A
A 8
7
6
5
4
3
2
1
9
10
11
12
E
D
C
G
H
J
K
L
A
.002 A
32
32
.005 A-B
63
3
3
2
2
2
2
.100
.080
.560
.540
INT
.989
.988
2x
.823
.821
.960
.940
.200
.180
A
A
SECTION A-A
63
63
32
32
32
2
3
3
2
2
.265
.255
.060
.040
R
.760
.740
R
.015
.005
R
2x
.045
.035
R
2x A A G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
30-1200-21A
HYPERLOOP
17/6/2016
KLIM G
N/A
KLIM G
KLIM G
0.345
lbs
in
TORONTO
X
X
X
40-1209-00A
-HDWS
FILLER TUBE, SHOCK ABSORBER
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: MATERIAL: BRASS SHIM STOCK. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES:
3. BAG AND TAG EACH STOCK THICKNESS. PART #
THICK. -01
.005
-02
.006
-03
.007
-04
.008
-05
.010
-06
.012
-07
.015
-08
.020
-09
.025
-10
.031 NOTES: 1. MATERIAL: BRASS SHIM STOCK. 1. MATERIAL: BRASS SHIM STOCK. 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.770
.730
.260
.250
2 .770
.730
.260
.250 G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
1/12/2016
KLIM G
-
-
KLIM G
N/A
lbs
in
TORONTO
X
X
X
40-1210-00
UTL JOINT -HDWS
SHIM WASHER,
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
6 : 1
2 0 1 6
C
I s . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
17/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 3
2
1
E
D
C
B
A
G
H
J
K
L
NOTES:
1. 1. MATERIAL: BRASS SHIM STOCK. E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
1/12/2016
KLIM G
-
-
KLIM G
N/A
lbs
in
TORONTO
X
X
X
40-1210-00
UTL JOINT -HDWS
SHIM WASHER,
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
6 : 1
2 0 1 6
C
I s . 1. MATERIAL: BRASS SHIM STOCK. E d . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 3. BAG AND TAG EACH STOCK THICKNESS. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 8
7
6
5
4
3
2
1
9
10
11
12
E
D
G
H
J
K
L
.770
.730
.260
.250
2 E
G
H
J
.770
.730
.260
.250
2 8
7
6
5
9
10
11
12
E
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
20-1000-00
HYPERLOOP
1/12/2016
KLIM G
-
-
KLIM G
N/A
lbs
in
TORONTO
X
X
X
40-1210-00
UTL JOINT -HDWS
SHIM WASHER,
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
6 : 1
2 0 1 6
C
I s . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: E d . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 12 .010 A-B D-E C
H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
61-T6511 (BAR) PER AMS QQ-A-200/8. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 05/.015, UNLESS OTHERWISE INDICATED. RIBING OR PUNCH. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: NING MISMATCH TO BE .030/.000 UNLESS
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
35-1300-02
HYPERLOOP
7/13/2016
KLIM G
ELAHI M
SKA
KLIM G
3.8
lbs
in
TORONTO
X
X
X
-HDWS
RETRACT HOUSING
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
28/7/2016
KLIM G
-
1
7/11/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
.260
.240
R
2x
ALL AROUND
.280
.220
R
2x
ALL AROUND
.280
.220
R
2x
A
A
REF ONLY
SCALE: NONE
3D VIEW 2
.002 A-B
C
.280
.220
R
.280
.220
R
.460
.440
R
2X
1.555
1.545
43
39
.255
.245
2.010
1.990
4x
2.310
2.290
2.760
2.740
.480
.420
R
2x
1.000
2x
2.680
2.660
1.010
.990
2x
1.690
1.670
2x
.280
.220
R
ALL AROUND
.280
.220
R
.530
.470
.800
2X
.600
2X
3.460
3.440
2x
B
B
D
D
.010 A-B
.020 D
.020 E
1.478
.414
.414
1.891
3.255
3.245
2X
.291
.279
THRU ALL
7.510
7.490
.291
.279
THRU ALL
C
C
5.650
2.060
2.040
1.030
1.020
1.005
.995
.910
.890
2x
1.010
.990
3.410
3.390
1.705
1.695
6.310
6.290
.360
.340
R
2x
2.825
3.155
3.145
.460
.440
R
2x
.005 A-B C
.002 D-E
D
.005 A-B C
.002 D-E
E
1.1881
1.1875
46
44
2x
.060
.040
2x
1.480
1.460
2X
INT
1.370
1.330
2X
.110
.090
R
2X
2.010
1.990
INT
1.005
.995
INT
2.290
2.270
.760
.740
R
2X
46
44
2X
.685
.675
2X
1.1881
1.1875
1.100
.900
R
2X
46
44
2X
REF ONLY
SCALE: NONE
3D VIEW 1
SECTION A-A
MINOR DIAMETER
.005 B
.002 A-B
63
B
.002 A-B
.010 A-B
A
.002 A-B
4.125
-16 UNJ-3B
4.210
4.190
2.450
2.430
3.3479
3.3465
.260
.240
R
.360
.340
R
.130
.110
R
.020
.010
R
.399
.389
1.197
(
)
30
.063
.043
.813
.793
2.404
2.384
.205
.195
46
44
3.220
3.180
4
46
44
2x
1.510
1.490
1.505
1.495
3.010
2.990
1.253
1.233
.626
.616
.260
.240
R
2x
2.010
1.990
.880
.870
1.760
1.740
2.290
2.270
.050
.000
MISMATCH
1.960
1.940
.260
.240
R
2X
ALL AROUND
1.100
.900
R
2X
2.260
2.240
4.510
4.490
PARTIAL SECTION C C
2X .164 -32 UNRC-3B
TAP DRILL .560/470 DEEP
MIN FULL THREAD .400 DEEP
47
43
2X
.040
.020
2X
TIAL SECTION D-D
THRU ALL, FULL THREAD
.010 A-B C
47
43
4X
.040
.020
4X
.190
4X
-32 UNRF-3B 4
46
44
2x
1.510
1.490
1.505
1.495
3.010
2.990
1.253
1.233
.626
.616
.260
.240
R
2x
2.010
1.990
.880
.870
1.760
1.740
2.290
2.270
.050
.000
MISMATCH
1.960
.260
.240
R
2X
ALL AROUND
1.100
.900
R
2X
2.260
2.240
4.510
4.490 1. NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
3
11/5/2016
KLIM G
-
2
9/5/2016
KLIM G
-
1
7/5/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
D E S I G N
E T U D E S .005 C
2.320
2.300
THREAD RELIEF P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
3
30-1300-02
HYPERLOOP
7/5/2016
KLIM G
ELAHI M, KLIM G
SKA
KLIM G, SKA
2.18
lbs
in
TORONTO
X
X
X
40-1302-02
- HDWS
NUT, RETRACT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
3
11/5/2016
KLIM G
-
2
9/5/2016
KLIM G
-
1
7/5/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
D E S I G N
E T U D E S .070
.050
0X 3
I s . NOTES: 1 0 0 m m
2.5602
2.5591
2.790
2.770
2.790
2.770
2.5602
2.5591
.660
.640
2.360
2.340
.510
.490
.710
.690
1.860
1.840
.160
.140
R
2X
.020
.010
R
2X
63
63
A
B
.002 A-B
.002 A-B
.002 B
.002 A
.002 B
.002 A
5
A
A
3.922
3.912
MAJO
.005 A-B
SECTION A-A
.005 A-B
C
.005 C
.005 C
2.25-3 ACME-3G INTERNAL THREAD:
MAJOR DIAMETER: 2.2900/2.2700in
PITCH DIAMETER: 2.0833/2.0956in
MINOR DIAMETER: 1.9334/1.9167in
T.P.I.: 3
PITCH: .333333
2.320
2.300
THREAD RELIEF
.015
R
MIN
1.9333
1.9167
THREAD MINOR DIAMETER
2.290
2.270
LEAD-IN CHAMFER
16
14
.460
.440
INT THREAD RELIEF
76
74
.070
.050
90X
46
44
90X 2.5602
2.5591
2.790
2.770
2.790
2.770
2.5602
2.5591
.660
.640
2.360
2.340
.510
.490
.710
.690
1.860
1.840
.160
.140
R
2X
.020
.010
R
2X
63
63
A
B
.002 A-B
.002 A-B
.002 B
.002 A
.002 B
.002 A
5
A
A SECTION A-A
.005 A-B
C
.005 C
.005 C
2.25-3 ACME-3G INTERNAL THREAD:
MAJOR DIAMETER: 2.2900/2.2700in
PITCH DIAMETER: 2.0833/2.0956in
MINOR DIAMETER: 1.9334/1.9167in
T.P.I.: 3
PITCH: .333333
2.320
2.300
THREAD RELIEF
.015
R
MIN
1.9333
1.9167
THREAD MINOR DIAMETER
2.290
2.270
LEAD-IN CHAMFER
16
14
.460
.440
INT THREAD RELIEF
76
74
.070
.050
90X
46
44
90X 76
74 16
14 N
P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
3
30-1300-02
HYPERLOOP
7/5/2016
KLIM G
ELAHI M, KLIM G
SKA
KLIM G, SKA
2.18
lbs
in
TORONTO
X
X
X
40-1302-02
- HDWS
NUT, RETRACT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: MATERIAL: ALUMINUM 6061-T6511 (BAR) PER AMS QQ-A-200/8. 1.760
1.740 REF ONLY
SCALE: NONE
3D VIEW 1 1.960
1.940 D 1.197
(
) 2.404
2.384 .063
.043 .063
.043 A .813
.793 A .010 A-B
7.510
7.490 SECTION A-A .020 E
.291
.279
THRU ALL .020 D
.291
.279
THRU ALL 1.478 .414 .414 PARTIAL SECTION D-D 35-1300-02
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E 1 0 0 m m HDWS
RETRACT HOUSING PARTIAL SECTION C-C -HDWS 40-1301-02 2
I s . E d . 2
I s . E d . NOTES: E d . 3
I s . E d . NOTES: 1. MATERIAL: ALUMINUM 6061-T6511 (BAR) PER AMS QQ-A-200/8. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 6. ANODIZING ALL OVER. T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
A S M E
I S O
X
125
3
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
C L A S S I F I C A T I O N
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
13/9/2016
KLIM G
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1.080
1.040
4.125
-16 UNJ-3A
.041
.021
R
40X
.830
.810
.002 A
MAJOR DIAMETER
A
A
REF ONLY
SCALE: NONE
3D VIEW
3.3478
3.3464
3.220
3.180
.020
.010
R
46
44
.060
.040
.456
.436
63
A
.002 A
.002 A
63
.330
.310
20X
.165
.155
20X
18.5
17.5
20X
B
B
4.039
4.019
.060
.040
R
.230
.210
20X
31
29
.065
.035
46
44
46
44
.260
.240
SECTION B-B
.005 A B 4.125
-16 UNJ-3A
.002 A
MAJOR DIAMETER B 46
44 4.039
4.019
.005 A 63 3.220
3.180
.002 A SECTION B-B SECTION A-A 1
I s . E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW E
D
G
H
J
4
.202
.192
2X
.305
.295
86
85
48
42
4X
.120
.080
4x
.060
.040
R
2X
5
4
.520
.480
2X
.036
.026
INT
.595
.575
.270
.230
2x
.260
.240
.706
.686
.135
.115 E
D
G
H
J
K
L
4
.202
.192
2X
.305
.295
86
85
48
42
4X
.120
.080
4x
.060
.040
R
2X
5
4
.520
.480
2X
.036
.026
INT
.595
.575
.270
.230
2x
.260
.240
.706
.686
.135
.115 4
.202
.192
2X
.305
.295
86
85
48
42
4X
.120
.080
4x
.060
.040
R
2X
5
4
.520
.480
2X
.036
.026
INT
.595
.575
.270
.230
2x
.260
.240
.706
.686
.135
.115 4
.202
.192
2X
.305
.295
86
85
48
42
4X
.120
.080
4x
.060
.040
R
2X
5
4
.520
.480
2X
.036
.026
INT
.595
.575
.270
.230
2x
.260
.240
.706
.686 H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1300-02
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.022
lbs
in
TORONTO
X
X
X
40-1304-00
-HDWS
LOCK TAB, RETRACT ASSY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 1. MATERIAL: MACHINE FROM AISI 1018 STEEL, COLD ROLLED, BAR STOCK. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 3. MACHINE IN THE FULLY HEAT TREATED CONDITION. 4 PART MARKING USING SCRIBING OR PUNCH. 5. BLACK OXIDE CORROSION PROTECTION ALL OVER. NOTES: E
D
C
B
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1300-02
HYPERLOOP
12/6/2016
KLIM G
-
SKA
KLIM G
0.022
lbs
in
TORONTO
X
X
X
40-1304-00
-HDWS
LOCK TAB, RETRACT ASSY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 12 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1300-02
HYPERLOOP
7/5/2016
KLIM G
ELAHI M
SKA
KLIM G
0.16
lbs
in
TORONTO
X
X
X
40-1305-01
- HDWS
PIN, RETRACTION ASSY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: E
D
C
G
H
J
K
L
1.710
1.690
.291
.279
THRU ALL
.019 A
A
A
SECTION A-A
32
A
.005
A
.610
.590
.9995
.9985
.760
.740
.060
.040
2X
.060
.040
2X
20
10
2X
31
29 A A H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1300-02
HYPERLOOP
7/5/2016
KLIM G
ELAHI M
SKA
KLIM G
0.16
lbs
in
TORONTO
X
X
X
40-1305-01
- HDWS
PIN, RETRACTION ASSY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
3D VIEW
REF ONLY
SCALE: NONE NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 12 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
2
2
30-1300-02
HYPERLOOP
5/20/2016
KLIM G
ELAHI M
SKA
KLIM G
0.093
lbs
in
TORONTO
X
X
X
40-1308-00
RETRACT ASSEMBLY -HDWS
BUSH, PIVOT PIN
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
7/13/2016
KLIM G
-
1
5/23/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW
1.750
1.730
1.1909
1.1901
.380
.370
A
63
.010 A
.002 A
A
A
1.0015
1.0005
.030
.020
R
.510
.490
1.010
.990
31
29
31
29
16
14
.050
.030
2X
.0625
.0575
.065
.055
.030
.010
47
43
SECTION A-A
32
.001 A
63
63 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
7/13/2016
KLIM G
-
1
5/23/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW E
D
C
B
A
G
H
J
K
L
5400) PER ASTM B505 OR EQUIVALENT. NOTES: .015, UNLESS OTHERWISE INDICATED. AT TREATED CONDITION. & TAG. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
2
2
30-1300-02
HYPERLOOP
5/20/2016
KLIM G
ELAHI M
SKA
KLIM G
0.093
lbs
in
TORONTO
X
X
X
40-1308-00
RETRACT ASSEMBLY -HDWS
BUSH, PIVOT PIN
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E
D
C
B
G
H
J
K
L
4. PART MARKING USING BAG & TAG. 1.750
1.730
1.1909
1.1901
.380
.370
A
63
.010 A
.002 A
A
A
1.0015
1.0005
.030
.020
R
.510
.490
1.010
.990
31
29
31
29
16
14
.050
.030
2X
.0625
.0575
.065
.055
.030
.010
47
43
SECTION A-A
32
.001 A
63
63 8
7
6
5
4
3
2
1
9
10
11
E
D
C
G
H
J
K
L
4. PART MARKING USING BAG & TAG. 1.750
1.730
1.1909
1.1901
.380
.370
A
63
.010 A
.002 A
A
A
1.0015
1.0005
.030
.020
R
.510
.490
1.010
.990
31
29
31
29
16
14
.050
.030
2X
.0625
.0575
.065
.055
.030
.010
47
43
SECTION A-A
32
.001 A
63
63 A 1.0015
1.0005
.030
.020
R
.510
.490
1.010
.990
31
29
31
29
16
14
.050
.030
2X
.0625
.0575
.065
.055
.030
.010
47
43
SECTION A-A
32
.001 A
63
63 SECTION A-A 12 NOTES: E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
10-1000-00
HYPERLOOP
10/3/2016
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
40-1309-00
-HDWS
SHIM STOCK, MOTOR BRACKET
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: -01
.005
-02
.006
-03
.007
-04
.008
-05
.010
-06
.012
-07
.015
-08
.020
-09
.025
-10
.031
NOTES:
1. MATERIAL: C260 BRASS HALF HARD SHIM STOCK. 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES:
3. BAG AND TAG EACH STOCK THICKNESS. 1. MATERIAL: C260 BRASS HALF HARD SHIM STOCK. NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW PART #
THICK. NOTES: 1. MATERIAL: ALUMINUM 6061-T6511 (BAR) PER AMS QQ-A-200/8. 8
7
6
5
4
3
2
9
10
11
12
E
D
C
B
G
H
J
K
L
ZING ALL OVER. MARKING USING SCRIBING OR PUNCH. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
35-1400-01
HYPERLOOP
6/28/2016
KLIM G
ELAHI M
-
KLIM G
0.32
lbs
in
TORONTO
X
X
X
40-1401-01
-HDWS
LOWER TORQUE LINK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
4.000
.410
.390
R
2x
FULL RAD
4
A
A
REF ONLY
SCALE: NONE
3D VIEW
.3753
.3743
IN-LINE
.290
.270
4x
.4379
.4369
IN-LINE
1.923
1.917
.823
.817
.040
.020
4X
.255
.245
R
2X
.260
.240
R
2X
.810
.790
2X
INT
1.320
1.280
2X
INT
1.310
1.290
1.420
1.380
2.010
1.990
R
2X
5.010
4.990
R
2X
17
15
2X
17
15
2.020
1.980
R
2x
.770
.750
2x
INT
SECTION A-A
A
.005 A
B
.005 B
.002 A
.002 A
C
.002 C
.002 C
32
32 D
C
B
NG ALL OVER. NOTES: RKING USING SCRIBING OR PUNCH. 4.000
.410
.390
R
2x
FULL RAD
4
A
A
REF ONLY
SCALE: NONE
3D VIEW 8
7
6
5
4
3
2
1
9
10
11
12
E
D
C
B
G
H
J
K
L
3
4 PART MARKING USING SCRIBING OR PUNCH. NOTES: 1 0 0 m m
0
4.000
.410
.390
R
2x
FULL RAD
4
A
A
.3753
.3743
IN-LINE
.290
.270
4x
.4379
.4369
IN-LINE
1.923
1.917
.823
.817
.040
.020
4X
.255
.245
R
2X
.260
.240
R
2X
.810
.790
2X
INT
1.320
1.280
2X
INT
1.310
1.290
1.420
1.380
2.010
1.990
R
2X
5.010
4.990
R
2X
17
15
2X
17
15
2.020
1.980
R
2x
.770
.750
2x
INT
SECTION A-A
A
.005 A
B
.005 B
.002 A
.002 A
C
.002 C
.002 C
32
32 4.000
.410
.390
R
2x
FULL RAD
4
A
A
REF ONL
SCALE: NO
3D VI REF ONLY
SCALE: NONE .3753
.3743
IN-LINE
.290
.270
4x
.4379
.4369
IN-LINE
1.923
1.917
.823
.817
.040
.020
4X
.255
.245
R
2X
.260
.240
R
2X
.810
.790
2X
INT
1.320
1.280
2X
INT
1.310
1.290
1.420
1.380
2.010
1.990
R
2X
5.010
4.990
R
2X
17
15
2X
17
15
2.020
1.980
R
2x
.770
.750
2x
INT
A
.005 A
B
.005 B
.002 A
.002 A
C
.002 C
.002 C
32
32 H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
35-1400-01
HYPERLOOP
6/28/2016
KLIM G
ELAHI M
-
KLIM G
0.32
lbs
in
TORONTO
X
X
X
40-1401-01
-HDWS
LOWER TORQUE LINK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . 2 MAKE QTY 20 FROM EACH OF THE
FOLLOWING STOCK THICKNESSES: 8
7
6
5
4
3
2
1
9
10
11
12
E
G
H
J
K
L
1.405
1.395
.265
.255
2X
R FULL RAD
2X
.285
.265
2X
2 1.405
1.395
.265
.255
2X
R FULL RAD
2X
.285
.265
2X
2 1.405
1.395
.265
.255
2X
R FULL RA
2X
.285
.265
2X 12 8
7
6
5
4
9
10
11
12
13
14
15
16
D
C
B
A
-T6511 (BAR) PER AMS QQ-A-200/8. /.015, UNLESS OTHERWISE INDICATED. BING OR PUNCH. 4.000
.410
.390
R
2x
FULL RAD
4
A
A
REF ONLY
SCALE: NONE
3D VIEW NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW NOTES: 1. MATERIAL: ALUMINUM 6061-T6511 (BAR) PER AMS QQ-A-200/8. 4. THREADS PER AS8879
5 PART MARKING USING SCRIBING OR PUNCH. 5
C
.385
.365
R
2X
FULL RAD
A
A
2.500
.040
.020
4X
.3753
.3743
1.043
1.037
.558
.552
2.010
1.990
R
4X
.3753
.3743
.595
.555
2X
INT
.660
.640
2X
INT
11
10
2X
46
44
4x
.510
.490
.510
.490
.1380
2X
-32 UNJC-3B
SECTION A-A
A
.005 B
B
.010 A-B C
.002 A
.002 A
BOTH SIDES
BOTH SIDES
THRU ALL, FULL THREAD
.005 A H. NOTES: 5
C
.385
.365
R
2X
FULL RAD
A
A A A 2.500
.040
.020
4X
.3753
.3743
1.043
1.037
.558
.552
2.010
1.990
R
4X
.3753
.3743
.595
.555
2X
INT
.660
.640
2X
INT
11
10
2X
46
44
4x
.510
.490
.510
.490
.1380
2X
-32 UNJC-3B
SECTION A-A
A
.005 B
B
.010 A-B C
.002 A
.002 A
BOTH SIDES
BOTH SIDES
THRU ALL, FULL THREAD
.005 A .002 A
BOTH SIDES H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
35-1402-02
HYPERLOOP
11/22/2016
KLIM G
ELAHI M
-
KLIM G
0.16
lbs
in
TORONTO
X
X
X
40-1402-02
-HDWS
UPPER TORQUE LINK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 3
14
15
16
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
35-1402-02
HYPERLOOP
11/22/2016
KLIM G
ELAHI M
-
KLIM G
0.16
lbs
in
TORONTO
X
X
X
40-1402-02
-HDWS
UPPER TORQUE LINK
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. NOTES: 11
10
9
8
7
6
12
13
14
15
16
17
18
H
G
F
E
K
L
M
N
P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
2
30-1501-02
HYPERLOOP
6/10/2016
KLIM G
ELAHI M
SKA
KLIM G
1.25
lbs
in
TORONTO
X
X
X
40-1501-02
-HDWS
AXLE , AXLE ASSEMBLY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
6/28/2016
KLIM G
2
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
D E S I G N
E T U D E S 2
I s . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 12 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2
6/28/2016
KLIM G
2
1
13/6/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
D E S I G N
E T U D E S
A
.010 A
32
5 A
MAJOR DIAMETER
.002 B
.9995
.9990
.270
.260
THRU ALL
.051
.031
2X
46
44
4X
75
-16 UN-3A
.847
.837
2X
A
A
B
B
SECTION A-A
.005
A
.635
.615
.060
.040
R
4X
.139
.119
2X
INT
4.720
4.710
2X
4.885
4.865
2X
4.225
4.215
2X
.035
.025
2X
16
14
2X
.210
.150
R
2X
.190
.140
2X
.020
.010
R
2X
.021
.011
R
8X
.187
.167
2X
.420
.410
2X
.094
.084
2X A
.010 A
32
.005 A
MAJOR DIAMETER
B
.002 B
.9995
.9990
.270
.260
THRU ALL
.051
.031
2X
46
44
4X
.9375
2X
-16 UN-3A
.847
.837
2X
A
A
B
B
.021
.011
R
8X
.187
.167
2X
.420
.410
2X
.094
.084
2X
010 A
165
155
THRU ALL A
.010 A
32
.005 A
MAJOR DIAMETER
B
.002 B
.9995
.9990
.270
.260
THRU ALL
.051
.031
2X
46
44
4X
.9375
2X
-16 UN-3A
.847
.837
2X
A
A
B
B
SECTION A-A
.005
A
.635
.615
.060
.040
R
4X
.139
.119
2X
INT
4.720
4.710
2X
4.885
4.865
2X
4.225
4.215
2X
.035
.025
2X
16
14
2X
.210
.150
R
2X
.190
.140
2X
.020
.010
R
2X
SECTION B-B
2 PLACES
.010 A
61
59
6X
.165
.155
6X
THRU ALL
1
9 A 31
29 .005 A
MAJOR DIAMETER
.9375
2X
-16 UN-3A B .010 A
.165
.155
6X
THRU ALL A P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
2
30-1501-02
HYPERLOOP
6/10/2016
KLIM G
ELAHI M
SKA
KLIM G
1.25
lbs
in
TORONTO
X
X
X
40-1501-02
-HDWS
AXLE , AXLE ASSEMBLY
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
6/10/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW E
D
G
H
J
K
L
2
3
1.385
1.365
.156
(
)
1.010
(
)
.424
(
)
.125
(
) 2
3
1.385
1.365
.156
(
)
1.010
(
)
.424
(
)
.125
(
) G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1500-02
HYPERLOOP
6/10/2016
KLIM G
N/A
SKA
KLIM G
0.025
lbs
in
TORONTO
X
X
X
40-1503-00
AXLE ASSEMBLY -HDWS
WASHER, KEY, RETAINING
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . 8
8
7
7
6
6
5
5
4
4
3
3
2
2
1
1
9
10
11
9
10
11
E
D
C
B
A
G
H
J
K
L
NOTES:
1. MAKE FROM MS21258C16 (CADMIUM PLATED 1018 STEEL)
2 DIMENSION TO BE MET AFTER MODIFICATION
3 BREAK SHARP EDGES 0.05/0.015
4. PART MARKING USING BAG & TAG OR FIXED TAG.
2
3
1.385
1.365
.156
(
)
1.010
(
)
.424
(
)
.125
(
) 16 NOTES: E d . NOTES: E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
X
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
3
1
30-1500-02
HYPERLOOP
6/10/2016
KLIM G
N/A
SKA
KLIM G
0.025
lbs
in
TORONTO
X
X
X
40-1503-00
AXLE ASSEMBLY -HDWS
WASHER, KEY, RETAINING
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 1. MATERIAL: 303 STAINLESS STEEL. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 3. PART MARKING USING BAG & TAG. NOTES: REF ONLY
SCALE: NONE 8
7
6
5
4
3
2
9
10
11
12
E
D
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
20-2000-00
HYPERLOOP
1/12/2016
KLIM G
-
-
KLIM G
0.75
lbs
in
TORONTO
X
X
X
40-2102-00
MOTOR ASSEMBLY - HDWS
SPUR GEAR, PINNION
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
6/10/2016
KLIM G
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 12 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.180
.120
R
A
A
.164
-32, THRU ALL, FULL THREAD
1.210
1.190
1.070
1.030
.660
.640
.810
.790
SECTION VIEW A-A
.005 A B
B
2.172
2.162
MAJOR DIAMETER
.5483
.5458
.4735
.4725
.1580
.1570
.0790
.0785
PUR GEAR:
IAMETRAL PITCH: 12
o OF TEETH: 24
RESSURE ANGLE: 20
ITCH DIAMETER: 2 in
ASE CIRCLE DIAMETER: 1.8794 in
IRCULAR PITCH: .2618 in
OOTH THICKNESS: .1309 in
DDENDUM: .0833 in
EDENDUM: .1042 in
EAR FILLET RADIUS: .0250 in
.002 A
A
SCALE: NONE A 1.070
1.030 A SECTION VIEW A-A This page was intentionally left blank 166 166 This page was intentionally left blank 167 8
7
6
5
4
3
2
9
10
11
12
13
14
15
16
E
D
C
B
A
G
H
J
K
L
S:
E FROM DELRIN. URR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 8
7
6
5
4
3
2
1
9
10
11
12
E
D
C
B
A
G
H
J
K
L
1. MAKE FROM DELRIN.
2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED.
.770
.730
2.020
1.980
0.010 A
A
A
.927
.925
.180
.120
R
.180
.120
R
22
18
.200
.160
SECTION A-A
32
32
32
32
A 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 8
7
6
5
4
3
2
1
9
10
11
12
E
D
C
B
A
G
H
J
K
L
1. MAKE FROM DELRIN.
2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED.
.770
.730
2.020
1.980
0.010 A
A
A
.927
.925
.180
.120
R
.180
.120
R
22
18
.200
.160
SECTION A-A
32
32
32
32
A REF ONLY
SCALE: NONE REF ONLY
SCALE: NONE G H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
NA
1
-
HYPERLOOP
7/8/2016
KLIM G
N/A
-
KLIM G
0
lbs
in
TORONTO
X
X
X
ST-FT-2
FILLER TUBE -HDWS
SEAL COMPRESSION TOOL,
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . 8
7
6
5
4
3
2
1
9
10
11
12
E
D
C
B
A
G
H
J
K
L
1. MAKE FROM DELRIN.
2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED.
.770
.730
2.020
1.980
0.010 A
A
A
.927
.925
.180
.120
R
.180
.120
R
22
18
.200
.160
SECTION A-A
32
32
32
32
A E d . This page was intentionally left blank T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
NA
-
HYPERLOOP
7/8/2016
KLIM G
N/A
-
KLIM G
0
lbs
in
TORONTO
X
X
X
FILLER TUBE -HDWS
SEAL COMPRESSION TOOL,
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
.770
.730
2.020
1.980
0.010 A
A
A
REF ONLY
SCALE: NONE
3D VIEW 1
REF ONLY
SCALE: NONE
3D VIEW 2
.927
.925
.180
.120
R
.180
.120
R
22
18
.200
.160
SECTION A-A
32
32
32
32
A NOTES: FROM DELRIN. R SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. .770
.730
2.020
1.980
0.010 A
A
A
REF ONLY
SCALE: NONE
3D VIEW 1
REF ONLY
SCALE: NONE
3D VIEW 2 E
D
C
B
A
G
H
J
K
L
1. MAKE FROM DELRIN. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. Y E S O
K E
C A R
D
M A X
T
G E
T O L
I S
a p p l i c
G E O M
T O L E R A
S I
F O R
C A
B
1 0 0 m m
0
.X
.X
An
Ec
.770
.730
2.020
1.980
0.010 A
A
A
REF ONLY
SCALE: NONE
3D VIEW
.927
.925
.180
.120
R
.180
.120
R
22
18
.200
.160
SECTION A-A
32
32
32
32
A 8
7
6
5
4
3
2
1
9
10
11
12
E
D
C
B
A
G
H
J
K
L
1. MAKE FROM DELRIN.
2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED.
.770
.730
2.020
1.980
0.010 A
A
A
.927
.925
.180
.120
R
.180
.120
R
22
18
.200
.160
SECTION A-A
32
32
32
32
A 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 12 NOTES: 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. A SECTION A-A 10 NOTES: 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 3.020
2.980
MACHINE TURNING CENTRE AS REQUIRED. A
A
1.060
1.058
1.020
.980
R
.145
.105
R
.588
.568
1.470
1.430
R FULL RAD
.298
.292
.265
.255
R
2X
.030
.000
R
ALL AROUND
1.670
1.630
SECTION A-A
16
16
32
16
0.001
A
A
0.005 A
DRILL DEPTH
16
14
0.005 A
.801
.781
INT 3.020
2.980
INE TURNING CENTRE AS REQUIRED. A
A MACHINE TURNING CENTRE AS REQUIRED. NOTES: A A H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
NA
1
N/A
HYPERLOOP
7/8/2016
KLIM G
N/A
-
KLIM G
0
lbs
in
TORONTO
X
X
X
ST-PG-1
PISTON GLAND -HDWS
SEAL RESIZING TOOL,
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
2 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 16 R FULL RAD ST-PG-1 8
8
7
7
6
6
5
5
4
4
3
3
2
2
9
10
11
12
13
14
15
16
9
10
11
12
E
D
C
B
A
G
H
J
K
L
DELRIN. NOTES: ARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
NA
1
N/A
HYPERLOOP
7/8/2016
KLIM G
N/A
-
KLIM G
0
lbs
in
TORONTO
X
X
X
ST-PG-2
PISTON GLAND -HDWS
SEAL COMPRESSION SLEEVE
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: E
D
C
B
G
H
J
K
L
2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 2.020
1.980
1.020
.980
0.010 A
A
A
1.493
1.491
22
18
.180
.120
R
.180
.120
R
.260
.240
SECTION A-A
32
32
32
32
A 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. NOTES: REF ONLY
SCALE: NONE REF ONLY
SCALE: NONE G 1.493
1.491
22
18
.180
.120
R
.180
.120
R
.260
.240
SECTION A-A
32
32
32
32
A H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
NA
1
N/A
HYPERLOOP
7/8/2016
KLIM G
N/A
-
KLIM G
0
lbs
in
TORONTO
X
X
X
ST-PG-2
PISTON GLAND -HDWS
SEAL COMPRESSION SLEEVE
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
3 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
2.020
1.980
1.020
.980
0.010 A
A
A
1.493
1.491
22
18
.180
.120
R
.180
.120
R
.260
.240
SECTION A-A
32
32
32
32
A
REF ONLY
SCALE: NONE
3D VIEW 1
REF ONLY
SCALE: NONE
3D VIEW 2 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A This page was intentionally left blank 172 16
16
15
15
14
14
13
13
12
12
11
11
10
10
9
9
8
8
7
7
6
6
5
5
4
4
3
3
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
17
18
19
20
21
22
23
24
25
26
27
28
ING CONSTRUCTION GRADE STAINLESS STEEL (OR EQUIVALENT)
D SCREWS. NTERFACE HOLES ARE APROPRIATELY PRE-DRILLED WHERE
TOTAL SCREW DEPTH OR GREATER. 1. FABRICATE USING CONSTRUCTION GRADE STAINLESS STEEL (OR EQUIVALENT)
PHILLIPS HEAD SCREWS. This page was intentionally left blank 0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R
R E F E R E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
C
2 0 1 6
1 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
18/09/2016
0
lbs
TORONTO
HYPERLOOP
-
TRANSPORTATION FIXTU
- HDWS
TF-1000-00
1 : 1
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
J
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
C L A S S I F I C A T I O N
NA
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICA
FICHE D'AP
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
0
1 0 0 m m
P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
TF-1000-00
1
1
2
1
2
P/N BASE PLATE, TF-1101-00
8X 2
4.40 ±.50
8.75 ±.50
5.00 ±.25
REF ONLY
SCALE: NONE
3D VIEW 2
P/N HOUSING SUPPORT, TF-1102-00 (QTY 2)
P/N T-ARM SUPPORT, TF-1103-00 (QTY 2)
P/N HORIZONTAL SUPPORT, TF-1104-00 (QTY 4)
8X 2
4.14 ±.01
7.66 ±.01
1.463
2X (
)
REF ONLY
SCALE: NONE
3D VIEW 1 1. This page was intentionally left blank FABRICATE USING CONSTRUCTION GRADE STAINLESS STEEL (OR EQUIVALENT)
PHILLIPS HEAD SCREWS. 2 ENSURE ALL INTERFACE HOLES ARE APROPRIATELY PRE-DR
MARKED, 3/4 TOTAL SCREW DEPTH OR GREATER. P/N HOUSING SUPPORT, TF-1102-00 (QTY 2) REF ONLY
SCALE: NONE
3D VIEW 1 P/N BASE PLATE, TF-1101-00
8X 2
4.40 ±.50
8.75 ±.50
5.00 ±.25
1
2X ( 4.40 ±.50 8.75 ±.50 8X 2 NOTES: 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 2 MAY BE PRE-DRILLED AS SHOWN OR MARKED USING AN AGREED METHOD. NOTES: .709
(18 MM STANDARD PLY) 22.000 ±.500 22.000 ±.500 REF ONLY
SCALE: NONE 2
000
12.00 ±.25
3.750 ±.020
4.849 ±.020
5.000 ±.020
8.359 ±.020
3.125 ±.010
3.576
1.755 ±.010
2X
.625 ±.010
2X
.050 ±.030
8X 2
3.750 ±.020
4.849 ±.020
5.000 ±.020
8.359 ±.020
3.125 ±.010
3.576
1.755 ±.010
2X
.625 ±.010
2X
.050 ±.030
8X .625 ±.010
2X 12 12
13
14
15
16
12
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1102-00
-TRANSPORTATION FIXTURE
HOUSING SUPPORT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.709
(18 MM STANDARD PLY)
REF ONLY
SCALE: NONE
3D VIEW NOTES: 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 2 MAY BE PRE-DRILLED AS SHOWN OR MARKED USING AN AGREED METHOD. 8
7
6
5
4
3
2
9
10
11
5.0 ±1.0
R
.500 ±.100
R
3X
5.407 ±.020
1.250 ±.020
3.445 ±.020
57.5
±1
2.000
1.000
STANDARD TOOLING TOLERANCES ACCEPTED
1.000 ±.020
R
80
±1
12.050 ±.010
6.291
INT
57.5
±1
1.250 ±.010
1.000 ±.020
3.000 ±.020
.500 ±.020
1.650 ±.020
2
.050 ±.030
4X 1.250 ±.010 1.000 ±.020
R G .500 ±.100
R
3X 6.291
INT 2.000 2
.050 ±.030
4X 8 10 11 6 12 NOTES: 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 2 MAY BE PRE-DRILLED AS SHOWN OR MARKED USING AN AGREED METHOD. NOTES: 1.000
STANDARD TOOLING TOLERANCES ACCEP
1.500 ±.020
1.000 ±.020
3.000 ±.020
.050 ±.020
4X
.500 ±.020
1.000 ±.020
R
60
±0.5
2X
3.300 ±.010
6.120 ±.050
2 1.000
STANDARD TOOLING TOLERANCES ACCEP
1.500 ±.020
1.000 ±.020
3.000 ±.020
.050 ±.020
4X
.500 ±.020
1.000 ±.020
R
60
±0.5
2X
3.300 ±.010
6.120 ±.050
2 1.000
STANDARD TOOLING TOLERANCES ACCEPTED .709
(18 MM STANDARD PLY) H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1103-00
-TRANSPORTATION FIXTURE
T-ARM LUG
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 1. MAKE FROM 3/4" PLYWOOD, MAPLE OR BALTIC BIRCH. 2 MARKED USING AN AGREED METHOD, PRE-DRILL NOT REQUIRED. NOTES: 8
7
6
5
4
3
2
1
9
10
11
12
E
G
H
J
K
L
1.050 ±.020
2.000 ±.020
.709
(18 MM STANDARD PLY)
.354 ±.020
1.000 ±.020
.050
4X
(BOTH SIDES)
.500 ±.020
STANDARD TOOLING TOLERANCES ACCEPTED
2 1.050 ±.020
2.000 ±.020
.709
(18 MM STANDARD PLY)
.354 ±.020
1.000 ±.020
.050
4X
(BOTH SIDES)
.500 ±.020
STANDARD TOOLING TOLERANCES ACCEPTED
2 .050
4X
(BOTH SIDES)
STANDARD TOOLING TOLERANCES ACCEPTED
2 .050
4X
(BOTH SIDES)
STANDARD TOOLING TOLERANCES ACCEPTED
2 G .709
(18 MM STANDARD PLY) 1.050 ±.020
2.000 ±.020 H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1104-00
-TRANSPORTATION FIXTURE
CONNECTOR
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . 8
8
9
10
11
12
13
14
15
16
9
10
11
12
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1104-00
-TRANSPORTATION FIXTURE
CONNECTOR
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s .
E d .
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.709
(18 MM STANDARD PLY)
.354 ±.020
1.000 ±.020
.500 ±.020
REF ONLY
SCALE: NONE
3D VIEW 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW 8
8
9
10
11
12
13
14
15
16
9
10
11
12
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1104-00
-TRANSPORTATION FIXTURE
CONNECTOR
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s .
E d .
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.709
(18 MM STANDARD PLY)
.354 ±.020
1.000 ±.020
.500 ±.020
REF ONLY
SCALE: NONE
3D VIEW E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1104-00
-TRANSPORTATION FIXTURE
CONNECTOR
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . 8
8
9
10
11
12
13
14
15
16
9
10
11
12
E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
N/A
NA
1
TF-1000-00
HYPERLOOP
18/09/16
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
TF-1104-00
-TRANSPORTATION FIXTURE
CONNECTOR
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s .
E d .
3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.709
(18 MM STANDARD PLY)
.354 ±.020
1.000 ±.020
.500 ±.020
REF ONLY
SCALE: NONE
3D VIEW E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 3.300 ±.010 1.000 ±.020 .500 ±.020 1.500 ±.020 NOTES: C
2 0 1 6
1 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
8/5/2016
0
lbs
TORONTO
HYPERLOOP
-
1
WHEEL TEST RIG
- HDWS
WTR-1000-00
1 : 1
N/A
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
J
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
NA
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
0
1 0 0 m m
P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
WTR-1000-00
1
1
2
1
2
1.795
2X (
)
25.000
2X (
)
13.030
12.970
4.000
(
)
P/N WTR-1102-00, SUPPORT TUBE
P/N WTR-1103-00, DUMMY AXLE
5.000
2X (
)
2.000
2X (
)
P/N WTR-1101-00, FIXTURE MOUNT PLATE
REF ONLY
SCALE: NONE
3D VIEW 2
3D VIEW 1
REF ONLY
SCALE: NONE P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
1
2
1.795
2X (
)
25.000
2X (
)
13.030
12.970
.530
.470
.630
.570
4.000
(
)
2.410
(
)
WELD JOINT AS REQUIRED
WELD JOINT AS REQUIRED, BOTH SIDES
P/N WTR-1102-00, SUPPORT TUBE
P/N WTR-1102-00, SUPPORT TUBE
P/N WTR-1103-00, DUMMY AXLE
P/N WTR-1105-00, DUMMY AXLE SPACERS (QTY 2)
LOCK JOINT, COMBINATION OF (OR EQUIVALENT):
P/N NAS6204-29, BOLT
P/N NAS1149C0432R, WASHER (QTY 2)
P/N MS14145L4, HEX NUT
P/N MS246658-151
LOCK FLANGE, MAKE FROM HS STEEL,
MATING BORE .252/0.258. NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 .500 ±.020 .354 ±.020 1.050 ±.020 12 16
16
15
15
14
14
13
13
12
12
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
17
18
19
20
21
22
23
24
25
26
27
28
H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d . NOTES: I s . NOTES: 2.015
2.005
A
A
2X (
2.0
2X (
SECTION A-A
PARTIAL VIEW ONLY
1.030
.970
WELD JOINT AS REQUIRED, BOTH SIDES
H-BRIDGE, SUPPORT TUBE,
MAKE FROM STOCK HS STEEL, 2"X4"X1/4" TUBE. 2.000
(
) P/N WTR-1105-00, DUMMY AXLE SPACERS (QTY 2) .530
.470
.630
.570
WELD JOINT AS REQUIRED
P/N WTR-1105-00, DUMMY AXLE SPACERS (QTY 2)
LOCK JOINT, COMBINATION OF (OR EQUIVALENT):
P/N NAS6204-29, BOLT
P/N NAS1149C0432R, WASHER (QTY 2)
P/N MS14145L4, HEX NUT
P/N MS246658-151
LOCK FLANGE, MAKE FROM HS STEEL,
MATING BORE .252/0.258. 16
15
14
13
12
11
10
9
8
7
6
5
4
3
2
1
17
18
19
20
21
22
23
24
25
26
H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
WTR-1000-00
1
1
2
1
2
1.795
2X (
)
25.000
2X (
)
13.030
12.970
.530
.470
.630
.570
4.000
(
)
2.410
(
)
WELD JOINT AS REQUIRED
WELD JOINT AS REQUIRED, BOTH SIDES
P/N WTR-1102-00, SUPPORT TUBE
P/N WTR-1102-00, SUPPORT TUBE
P/N WTR-1103-00, DUMMY AXLE
P/N WTR-1105-00, DUMMY AXLE SPACERS (QTY 2)
LOCK JOINT, COMBINATION OF (OR EQUIVALENT):
P/N NAS6204-29, BOLT
P/N NAS1149C0432R, WASHER (QTY 2)
P/N MS14145L4, HEX NUT
P/N MS246658-151
LOCK FLANGE, MAKE FROM HS STEEL,
MATING BORE .252/0.258. 2.015
2.005
A
A
5.000
2X (
)
2.000
2X (
)
P/N WTR-1101-00, FI
3D VI
REF
SCALE:
SECTION A-A
PARTIAL VIEW ONLY
1.030
.970
WELD JOINT AS REQUIRED, BOTH SIDES
H-BRIDGE, SUPPORT TUBE,
MAKE FROM STOCK HS STEEL, 2"X4"X1/4" TUBE. 2.000
(
) NOTES: 1. MAKE FROM STOCK 10 X 14 836 HOT ROLLED STEEL. 1. MAKE FROM STOCK 10 X 14 836 HOT ROLLED STEEL. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. NOTES: .8175
.8075
4X
1.000
8.000
.005 A B C
1.000
C
12.000
14.000
(
)
B E
D
C
B
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
WTR-1000-00
HYPERLOOP
8/5/2016
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
WTR-1101-00
WHEEL TEST RIG -HDWS
PLATE, FIXTURE MOUNT
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . 16
15
14
13
12
11
10
9
8
7
6
5
17
18
19
20
21
22
23
24
25
26
27
28
H
G
F
E
D
C
B
A
K
L
M
N
P
Q
R
S
0
1 0 0 m m
P R O D U C T A C C E P T A N C E T E S T S C H E D U L E I N
A C C O R D A N C E W I T H P A R T N U M B E R :
C O N D I T I O N S D E R E C E P T I O N S U I V A N T R E F E R E N C E :
P R O G R A M M E
P R O G R A M M E
P A R T N U M B E R O F U N I T D R A W I N G
R E F E R E N C E D U D E S S I N D E D E F I N I T I O N
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
S C A L E
E C H E L L E
S I Z E
F O R M A T
S H E E T
P L A N C H E
T I T L E
T I T R E
P A R T N U M B E R
R E F E R E N C E
3 5 9 6 2
E d .
I s .
C
2 0 1 6
1 : 1
A M E L I O R A T I O N
A M E N D M E N T
A M E N D E M E N T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
D R A W N B Y
D E S S I N E P A R
C H E C K E D B Y
V E R I F I E P A R
D A T E
D E S I G N
E T U D E S
U N I T
U N I T E
S T R E S S
C A L C U L
(sauf indications particulières):
(unless otherwise stated):
Unit / Unité
KLIM G
-
-
KLIM G
8/5/2016
0
lbs
TORONTO
HYPERLOOP
-
1
WHEEL TEST RIG
- HDWS
WTR-1000-00
1 : 1
N/A
M A X
N O M I N A L
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
J
D E S I G N
E T U D E S
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
-
-
-
1
in
D A T E
C L A S S I F I C A T I O N
NA
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
MODIFICATION
AMENDMENT
AMENDEMENT
MODIFICATION APPROVAL FORM / EDES
FICHE D'APPROBATION DE MODIFICATION
Y E S O U I
N O N O N X
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
0
1 0 0 m m
P A R T N U M B E R
R E F E R E N C E
I s s u e
E d i t i o n
S H E E T
P L A N C H E
V I E W
V U E
WTR-1000-00
1
1
2
1
2
1.795
2X (
)
25.000
2X (
)
13.030
12.970
.530
.470
.630
.570
4.000
(
)
2.410
(
)
WELD JOINT AS REQUIRED
EQUIRED, BOTH SIDES
P/N WTR-1102-00, SUPPORT TUBE
R-1102-00, SUPPORT TUBE
P/N WTR-1103-00, DUMMY AXLE
0, DUMMY AXLE SPACERS (QTY 2)
NT):
EEL,
2.015
2.005
A
A
5.000
2X (
)
2.000
2X (
)
P/N WTR-1101-00, FIXTURE MOUNT PLATE
REF ONLY
SCALE: NONE
3D VIEW 2
3D VIEW 1
REF ONLY
SCALE: NONE
1.030
.970
NT AS REQUIRED, BOTH SIDES
SUPPORT TUBE,
STOCK HS STEEL, 2"X4"X1/4" TUBE. 2.410
(
) .530
.470 P/N WTR-1103-00, DUMMY AXLE .630
.570 2.015
2.005 P/N WTR-1102-00, SUPPORT TUBE 1.030
.970
WELD JOINT AS REQUIRED, BOTH SIDES
H-BRIDGE, SUPPORT TUBE,
MAKE FROM STOCK HS STEEL, 2"X4"X1/4" TUBE. 2.000
(
) A .030
.970 4.000
(
) 25.000
2X (
) 25.000
2X (
) SECTION A-A
PARTIAL VIEW ONLY NOTES: 1. MAKE FROM STOCK HS STEEL, 2"X4"X1/4" TUBE. NOTES: 25.530
25.470
2.010
1.990
1.0015
1.0005
THRU ALL
24.030
23.970
1.500
(
) 25.530
25.470 4.000
(
) 24.030
23.970 24.030
23.970 N
P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
WTR-1000-00
HYPERLOOP
8/5/2016
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
WTR-1102-00
WHEEL TEST RIG -HDWS
SUPPORT TUBE
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
.8175
.8075
4X
10.000
(
)
1.000
8.000
.005 A B C
1.000
12.000
14.000
(
)
B
A
1.000
(
)
REF ONLY
SCALE: NONE
3D VIEW 1.000
(
) REF ONLY
SCALE: NONE 11 12 NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 P
Q
R
S
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
E
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
WTR-1000-00
HYPERLOOP
8/5/2016
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
WTR-1102-00
WHEEL TEST RIG -HDWS
SUPPORT TUBE
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
M
A M E L I O R A T I O N
1 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 WTR-1102-00 1
I s . NOTES: E d . 8
7
6
5
4
3
2
9
10
11
12
13
14
15
16
E
D
C
B
A
G
H
J
K
S:
E FROM O1 TOOL STEEL, BAR STOCK, PER ASTM A681 OR EQUIVALENT. URR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. NOTES: T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
S T R E S S
-
C H E C K E D B Y
V E R I F I E P A R
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
WTR-1000-00
HYPERLOOP
-
KLIM G
TORONTO
X
X
X
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
S T R E S S
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
C A L C U L A T E D W E I G H T
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
.9995
.9985
.115
.085
2X
16
14
2X
.130
.070
R
2X
32
A
A
.258
.252
THRU ALL
8.030
7.970
.393
.373
SECTION A-A
.002 A
OPTIONAL SECOND BORE, NOT REQUIRED. NOTES: REF ONLY
SCALE: NONE
3D VIEW NOTES: E
D
C
B
A
G
H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
WTR-1000-00
HYPERLOOP
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
WTR-1105-00
WHEEL TEST RIG -HDWS
SPACER, DUMMY AXLE
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1
REF ONLY
SCALE: NONE
3D VIEW 8
7
6
5
4
3
2
1
9
10
E
D
C
B
A
G
H
J
K
L
1. NOTES: MAKE FROM DELRIN. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. NOTES: 47
43
1.520
1.480
.135
.115
A
A
SECTION A-A
.205
.195
.040
.020
2X
32
28
2X
1.0015
1.0005 47
43
1.520
1.480
.135
.115
A
A H
J
K
L
T r a c e a b i l i t y a n d m a r k i n g f o l l o w i n g
X
N O N O N
Y E S O U I
K E Y C H A R A C T E R I S T I C S
C A R A C T E R I S T I Q U E S C L E S
1
-
D E S I G N
E T U D E S
-
S T R E S S
C A L C U L
-
C H E C K E D B Y
V E R I F I E P A R
D
N O M I N A L
M A X
Y E S O U I
A S M E
A S M E
I S O
I S O
A S M E
X
125
1
1
WTR-1000-00
HYPERLOOP
KLIM G
-
-
KLIM G
0
lbs
in
TORONTO
X
X
X
WTR-1105-00
WHEEL TEST RIG -HDWS
SPACER, DUMMY AXLE
MAXIMUM AND LEAST MATERIAL PRINCIPLE
PRINCIPE DU MAXIMUM ET MINIMUM MATIERE
U N I T
U n l e s s o t h e r w i s e i n d i c a t e d , R a :
S a u f i n d i c a t i o n s c o n t r a i r e s , R a :
Unit / Unité
G E N E R A L T O L E R A N C E S
T O L E R A N C E S G E N E R A L E S
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
S U R F A C E T E X T U R E
E T A T D E S U R F A C E
I S O
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
a p p l i c a b l e w i t h s t a n d a r d / a v e c n o r m e :
D E S I G N
E T U D E S
G E O M E T R I C A L T O L E R A N C I N G
T O L E R A N C E M E N T G E O M E T R I Q U E
M
A M E L I O R A T I O N
4 : 1
2 0 1 6
C
I s . NOTES: E d . NOTES: 1. MAKE FROM O1 TOOL STEEL, BAR STOCK, PER ASTM A681 OR EQUIVALENT. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. 1. MAKE FROM O1 TOOL STEEL, BAR STOCK, PER ASTM A681 OR EQUIVALENT. 1. MAKE FROM O1 TOOL STEEL, BAR STOCK, PER ASTM A681 OR EQUIVALENT. 2. DEBURR SHARP EDGES .005/.015, UNLESS OTHERWISE INDICATED. A A A A 32 8.030
7.970 SECTION A-A WTR-1103-00 NOTES: 3 5 9 6 2
D A T E
D A T E
S T R E S S
C A L C U L
C H E C K E D B Y
V E R I F I E P A R
D R A W N B Y
D E S S I N E P A R
P A R T N U M B E R
R E F E R E N C E
T I T L E
T I T R E
S H E E T
P L A N C H E
S I Z E
F O R M A T
S C A L E
E C H E L L E
M A N U F A C T U R E R C O D E - C O D E F A B R I C A N T
C A L C U L A T E D W E I G H T
M A S S E C A L C U L E E
D E S I G N O F F I C E
B U R E A U D ' E T U D E S
P A R T N U M B E R O F A S S E M B L Y
R E F E R E N C E D E L ' E N S E M B L E
P R O G R A M M E
P R O G R A M M E
N O N O N
A R T I C L E O F A P P R O V E D M A N U F A C T U R E
A R T I C L E A F A B R I C A T I O N A P P R O U V E E
C L A S S I F I C A T I O N
1 0 0 m m
0
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1
-
-
-
ISSUE
EDITION
DATE
NAME / NOM
ISUM
FICHETTE D'EVOLUTION
.XX = .030
.XXX = .010
Angle = .5
Eccen = .002 TIR
1 SECTION A-A 12 Appendix D: Gas Spring Test Result Data The gas spring test data as recorded during testing is presented here, as recorded during the test. Two data samples are provided as recorded for HDWS #4 and HDWS#5 here below. For reference,
the gas spring data, as calculated by Dynatool© [60], is presented here with the data collected
during test shown below marked in pen under the “static load column,” measured at pre-
determined intervals as shown in the figure below. The first page for test is shown, and then only
relevant pages corresponding to values recorded in the scan below are shown thereafter. 183 Gas spring data recorded for HDWS #4: Pg 1 of 7 Gas spring data recorded for HDWS #4: Pg 1 of 7 Gas spring data recorded for HDWS #4: Pg 1 of 7 184 Gas spring data recorded for HDWS #4: Pg 3 of 7 Gas spring data recorded for HDWS #4: Pg 3 of 7 185 Gas spring data recorded for HDWS #4: Pg 5 of 7 Gas spring data recorded for HDWS #4: Pg 5 of 7 186 Gas spring data recorded for HDWS #4: Pg 6 of 7 187 Gas spring data recorded for HDWS #4: Pg 7 of 7 End of gas spring test data, HDWS #4. End of gas spring test data, HDWS #4. 188 188 Appendix E: Retractable Shock Strut Concept Art 189 190 190 191 Appendix F: Galvanic Chart Metals compatibility chart as found in the Unbrako catalogue [32] Metals compatibility chart as found in the Unbrako catalogue [32] 192 References [1] E. Musk, "Hyperloop Alpha," Space Exploration Technologies Corp., 2013. [2] Hyperloop One, "Fact Sheet And FAQ," [Online]. Available: https://hyperloop-
one.com/fact-sheet-and-faq. [Accessed 28 8 2017]. [3] SpaceX, "Hyperloop," Space Exploration Technologies Corp., [Online]. Available:
http://www.spacex.com/hyperloop. [Accessed 8 8 2017]. [4] SpaceX, "SpaceX Hyperloop Test-Track Specification," Space Exploration Technologies
Corp., Hawthorne, 2016. [5] N. S. Currey, Aircraft Landing Gear Design: Principles and Practices, Washington DC:
AIAA, 1988. [6] H. G. Conway, Landing Gear Design, London: Chapman & Hall, 1958. [7] R. C. Churchill and W. E. Luce, "Automatic Shrink Shock Strut for an Aircraft Landing
Gear". United States of America Patent 5,908,174, 1 June 1991. [8] W. M. Waide, "Aircraft Landing Gear with Integrated Extension, Retraction, and Leveling
Feature". United States of America Patent 7,942,366 B2, 17 May 2011. [9] G. P. A. Klim, M. P. Adhikari, C. Rodrigues de Souza Meireles, S. K. Amberg, M. M. Elahikahouker and S. M. Hashemi, "Deployable and Retractable Shock Strut". United States
of America Patent Pat. Appl. No. 15/498,028, 26 April 2017. [10] C. L. Taylor, D. J. Hyde and L. C. Barr, "Hyperloop Commercial Feasibility Analysis: High
Level Overview," Volpe, Cambridge, MA, 2016. [11] Hyperloop One, "Hyperloop One," [Online]. Available: https://hyperloop-one.com/. [Accessed 4 September 2017]. 193 193 [12] Hyperloop Transportation Technologies, "Hyperloop Transportation Technologies,"
[Online]. Available: http://hyperlooptransp.com/#!/. [Accessed 4 September 2017]. [12] Hyperloop Transportation Technologies, "Hyperloop Transportation Technologies,"
[Online]. Available: http://hyperlooptransp.com/#!/. [Accessed 4 September 2017]. [13] Transpod,
"Transpod,"
4
September
2017. [Online]. Available:
https://transpodhyperloop.com/. [14] Hyperloop One, "Hyperloop One Goes Farther and Faster Achieving Historic Speeds,"
[Online]. Available:
https://hyperloop-one.com/hyperloop-one-goes-farther-and-faster-
achieving-historic-speeds. [Accessed 8 August 2017]. [15] J. R. Reitz, "Forces on Moving Magnets due to Eddy Currents," Journal of Applied Physics,
vol. 41, no. 5, pp. 2067-2071, 1970. [16] T. O. Shonibare, "A Kinematic Model of the Hyperloop Deployable Wheel System,
Validation Using Real System Measurments," Ryerson University, Toronto, 2017. [17] G. Klim and S. M. Hashemi, "Designing Mass-Optimized Parts Using Solidthinking Inspire
with Application to the Hyperloop Deployable Wheel System," in 76th Annual SAWE
International Conference, Montreal, Canada, 2017. [18] C. J. Chin, J. S. Gray, S. M. Jones and J. J. Bertib, "Open-Source Conceptual Sizing Models
for the," in 56th AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials
Conference, Kissimmee, 2015. [19] SpaceX, "SpaceX Hyperloop Pod Competition II: Rules and Requirments," Space
Exploration Technologies Corp., Hawthorne, 2016. References [20] NASA, "NASA Space Vehicle Design Criteria (Structures): Lubrication, Friction, and
Wear," NATIONAL AERONAUTICS AND SPACE AQMfNISTRATION, Hampton, 1971. [21] Z. Liu, Z. Long and X. Li, Maglev Trains: Key Underlying Technologies, New York:
Springer-Verlag, 2015. 194 194 [22] Federal Aviation Administration, "Aviation Maintenance Technician Handbook - Airframe,
Volume 2," in Chapter 13: Aircraft Landing Gear Systems, Oklahoma City, U.S. Department
of Transportation, 2012. [23] AAIB Field Investigation, "Air accident monthly bulletins: ATR 42-320," Air Accidents
Investigation Branch, 2013. [24] W. E. Luce, "Aircraft Shock Strut and Improved Bearings Therefor". United States Patent
US 2007/0164151 A1, 19 July 2007. [25] W. Sharples, "Contractable Shock Absorber". United States of America Patent 4,291,850, 29
September 1981. [26] J. Veaux and D. Michel, "Shock Absorber for an Aircraft Landing Gear Leg". United States
of America Patent 5,310,140, 10 May 1994. [27] N. S. Currey and J. H. Renshaw, "Landing Gear for STOL Airplanes". United States of
America Patent 3,826,450, 30 July 1974. [28] J. L. He, D. M. Rote and H. T. Coffey, "Study of Japanese electrodynamic-suspension
Maglev systems," Tech. Rep. ANL/ESD-20, 1994. [29] N. Paudel, "Dynamic Suspension Modeling of an Eddy-Current Device: An Application to
Maglev," ProQuest, Charoltte, 2012. [30] Federal Aviation Administration, Metallic Materials Properties Development and
Standardization (MMPDS-07), Federal Aviation Administration, 2006. [31] KamaticsRWG, KAron Design Guide, ©KAMAN Corporation, 2017. [32] Unbrako, "A comprehensive catalog of UNBRAKO® socket screws and related products,"
SPS Technologies, 1996. [33] G. B. Hillard and D. C. Ferguson, "Anodized Aluminum as Used for Exterior Spacecraft
Dielectrics," in 6th Spacecraft Charging Technology Conference, Cleveland, 2000. 195 [34] Y. Goueffon, L. Arurault, C. Mabru and P. Guigue, "Black anodic coatings for space
applications: study of the process parameters, characteristics and mechanical properties,"
Journal of Materials Processing Technology, vol. 209, no. 11, pp. 5145-5151, 2009. [35] M. D. Griffin and J. R. French, Space Vehicle Design, Blacksburg, Virginia: American
Institute of Aeronautics and Astronautics Inc., 2004. [36] "Dow Corning® High Vacuum Grease," Dow Corning Corporation, 2017. [Online]. Available: http://www.dowcorning.com/. [Accessed 5 August 2017]. [37] Arrow
Cryogenics,
"Stainless
Steel
Passivation,"
[Online]. Available:
http://www.arrowcryogenics.com/chemical-processing/stainless-steel-passivation. [Accessed 8 August 2017]. [38] "CATIA," Dassault Systèmes, 2017. [Online]. Available: https://www.3ds.com/. [Accessed
4 September 2017]. [39] R. Janzen, "TransPod Ultra-High-Speed Tube Transportation: Dynamics of Vehicles and
Infrastructure," in X International Conference on Structural Dynamics, EURODYN 2017,
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Geomorphological assessment as basic complement of InSAR analysis for landslide processes understanding
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Landslides
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Davide Torre · Jorge Pedro Galve · Cristina Reyes‑Carmona ·
David Alfonso‑Jorde · Daniel Ballesteros · Marco Menichetti ·
Daniela Piacentini · Francesco Troiani · José Miguel Azañón
Geomorphological assessment as basic
complement of InSAR analysis for landslide
processes understanding Davide Torre · Jorge Pedro Galve · Cristina Reyes‑Carmona ·
David Alfonso‑Jorde · Daniel Ballesteros · Marco Menichetti ·
Daniela Piacentini · Francesco Troiani · José Miguel Azañón Geomorphological assessment as basic
complement of InSAR analysis for landslide
processes understanding Abstract Landslide research has benefited greatly from advances
in remote sensing techniques. However, the recent increase in
available data on land surface movement provided by InSAR tech-
niques can lead to identifying only those areas that were active
during data acquisition as hazardous, overlooking other potentially
unsafe areas or neglecting landslide-specific geological settings in
hazard assessments. Here, we present a case study that serves as a
reminder for landslide researchers to carefully consider the geology
and geomorphology of study areas where complex active move-
ments are detected using InSAR technology. In an area extensively
studied using InSAR and UAV-related techniques, we provide new
insights by applying classical approaches. The area is the coastal
stretch of La Herradura, and its importance lies in the fact that it
has served as an illustrative example in the Product User Manual
of the European Ground Motion Service, a platform that provides
ground motion data on a European scale. Our approach is to revisit
the area and carry out qualitative geological and geomorphological
assessments supported by UAV surveys and GIS spatial analysis on
a broader scale than previously published investigations. Our clas-
sical approach has yielded the following new observations, crucial
for risk assessment and land management: active landslides identi-
fied by InSAR techniques since 2015 are bodies nested within large
mass movements that affect entire slopes. A variety of processes
contribute to slope dynamics, such as large slumps, marble rock
spreading and block sliding, and surface rock falls and topples. The
revised delineation of the landslide bodies reveals an area almost
five times larger than previously mapped. These new findings in
a well-known area highlight (1) the importance of updating and
downscaling previous maps and (2) the ongoing importance of
classical fieldwork and desk studies as basic complements to mod-
ern InSAR analyses. Synthetic Aperture Radar Interferometry (InSAR) data (e.g., Cigna
et al. 2011; Bianchini et al. 2013; Barra et al. 2022; Reyes-Carmona
et al. 2023) and photogrammetric low-altitude aerial photos
acquired from Unmanned Aerial Vehicles (UAVs) (e.g., Hackney
and Clayton 2015; Tziavou et al. 2018; Giordan et al. 2020) have
emerged as common tools for geological and geomorphological
mapping and ground characterization. Davide Torre · Jorge Pedro Galve · Cristina Reyes‑Carmona ·
David Alfonso‑Jorde · Daniel Ballesteros · Marco Menichetti ·
Daniela Piacentini · Francesco Troiani · José Miguel Azañón
Geomorphological assessment as basic
complement of InSAR analysis for landslide
processes understanding pp
g
g
The increasing accessibility of remote data, now readily avail-
able, may lead to base landslide research mainly on remote sensing
information alone. However, it is crucial always to consider the spe-
cific geological and geomorphological conditions, which can only
be known by developing comprehensive studies integrating classi-
cal field surveys and desk studies with remote sensing analyses as
Griffiths (2019) or Hearn (2019) point out. In the landslide research
environment, fieldwork and desk study are considered essential for
obtaining sound results but, as methodological procedures, these
classical techniques nowadays have been relegated to a secondary
role. In some cases, field work is perceived laboriousness or difficult
to develop in the time frames within which contemporary science
operates. This particularly occurs under challenging conditions due
to field accessibility problems of diverse nature and, in this case,
fieldwork is reduced and left out of the picture to only underscore
the technologies or methods applied to analyze data acquired by
remote sensors. In our experience in other professional spheres,
classical approaches are sometimes considered obsolete if not cou-
pled with new technology or dismissed when there is existing data
in the study areas. In the latter scenario, problems may arise as the
prior information may be outdated or not refined to the necessary
detail required by the research scale. Although classical approaches
remain theoretically fundamental for the surface dynamics scien-
tific community, there is a growing trend in practice to decrease the
focus on qualitative information acquired by classical techniques
such as geological and geomorphological observations, although,
it is widely accepted that this information is a basic complement to
remote sensing analysis in order to interpret results, and it should
be given its due importance. Here, we present a case study that
reflects the above described, in which some authors of the study
themselves have realized that they overlooked a more general
research based on classical surveys in an area extensively studied
using InSAR and UAV technologies. Observations obtained through
traditional approaches, which aim for a thorough understanding of
the terrain of the study area, have yielded a more detailed model
of the geological context that helps to interpret the ground motion
detected by InSAR techniques. Through this study, we can highlight Keywords Geomorphological mapping · Rocky coast · InSAR ·
Landslides · Block sliding Original Paper Landslides (2024) 21:1273–1292
DOI 10.1007/s10346-024-02216-w
Received: 21 July 2023
Accepted: 11 January 2024
Published online: 19 February 2024
The Author(s) 2024
© Original Paper Original Paper Study area The coastal section of La Herradura (36°44′ N, 3°44′ W; Fig. 1) is
a 3 km long bay located in the province of Granada (Southern
Spain). The bay is bounded by two promontories, Cerro Gordo
(ca. 343 m a.s.l.) and Punta de la Mona (ca. 126 m a.s.l.), which are
included in two Special Areas of Conservation (SAC): Maro-Cerro
Gordo Cliff Natural Site (MCGCNS) and Cliffs and Seabed of La
Punta de la Mona (CSPM), stated within the framework of the
European Union Habitats Directive (9242/EEC). The area is heavily
anthropized with agricultural terraces, housing, resorts, and hotels,
which contribute to the regional economic vitality. The inner part
of La Herradura bay is the most densely urbanized sector of the
study area, while both promontories also feature urban develop-
ments. Notably, the resorts of Cármenes del Mar (on the Cerro
Gordo promontory) and Marina del Este (on the Punta La Mona
promontory) were built on the eastern slopes of the capes, which
are affected by active slope movements. p
The present study returns to the abovementioned stretch of
the Granada’s coast, albeit with a complete approach that under-
lines the importance of classical geomorphological assessments as
an important asset for remote sensing studies. For that, in-depth
geological-geomorphological surveys have been conducted in the
La Herradura section revealing meaningful changes in the previ-
ous interpretations of the ground movements detected by InSAR
and photogrammetry (Notti et al. 2015; Galve et al. 2017; Mateos
et al. 2017; Barra et al. 2022). This contribution includes a wide
range analysis of the landforms, as well as a comprehensive geo-
morphological map, which serves as a basis for the subsequent
interpretation of the movements detected by the aforementioned
techniques. In that sense, we have (i) enlarged landslide extensions
compared to the previously mapped landslide area and, amongst
other observations, (ii) determined the process underlying a defor-
mation of unknown origin detected by Notti et al. (2015). These
two points have important implications for land-use planning,
urban development, the design of structural engineering meas-
ures as well as superficial and groundwater management, especially
considering the occurrence of local aquifers within marble units
(Andreo et al. 2018; Montiel et al. 2018) affected by slope instabili-
ties. Introduction The knowledge of the geomorphological processes of an area is
fundamental to understand changes in the territory for risk iden-
tification and mitigation as well as urban development (Howard
2013; Sreenivasan and Jha 2022). In the present day, geomorpho-
logical assessments are assuming an increasingly important role
in supporting engineering geology (Hearn 2019; Laimer 2021). Contemporary remote sensing methodologies are facilitating the
acquisition and analysis of spatio-temporal data. In this sense, Landslides 21 • (2024) 1273 Original Paper interpretations derived from EGMS, which will also help to design
effective landslide mitigation measures there and in other coastal
areas around the Globe. the importance of considering the “big picture” and updating geo-
logical and geomorphological data for an accurate diagnosis of an
area affected by complex landslides. The results of the work hold particularly significant, especially
considering that previous research, including contributions from
some authors of this paper, extensively examined the study area
in recent years, leading to the perception that the area was fully
understood from a geological/geomorphological point of view. It
appeared that existing knowledge and evidence regarding the land-
slides in La Herradura were comprehensive and conclusive, leaving
little expectation for significant new discoveries. However, it is cru-
cial to note that previous research has relied on prior information
based on 1:50,000-scale geological maps and site-scale geomorpho-
logical assessments that did not allow the geomorphic “big picture”
to be seen. This is the first medium-scale geomorphological assess-
ment of the area that brings to light new aspects of the slopes. The
new perspective gained from this assessment has the potential to
reshape the interpretation of monitoring data in an area of high
interest for InSAR studies, particularly within the EGMS. Background of the case study Remote sensing techniques play a crucial role in assessing coastal
areas (Sreenivasan and Jha 2022). These regions, characterized by
high population density, cultural significance, valuable ecosys-
tems, and critical freshwater resources face substantial impacts
from many interactions between natural and human processes. Global Change factors, including sea-level rise, escalating aridity,
and intense and sudden rainfall (López-Fernández et al. 2022), fur-
ther contribute to the challenges. In this context, one of the most
human-altered areas globally is the Mediterranean shoreline (Fal-
cucci et al. 2007), with half of it composed of rocky coasts (Furlani
et al. 2014), where unstable slopes are common (e.g., Mantovani
et al. 2016; Polcari et al. 2018; Svigkas et al. 2020). Identification
and monitoring of coastal landslides are a priority in this setting,
and the research using remote sensing techniques focused on the
coast of Granada province in the Mediterranean shoreline of South-
ern Spain has attracted international attention on this topic (Notti
et al. 2015; Galve et al. 2017; Mateos et al. 2017; Barra et al. 2022). So much so that the European Ground Motion Service (EGMS), a
Europe-wide project on InSAR applications, has taken this stretch
of coastline as one of its example cases to show the results of the
service (Crosetto et al. 2020; Kotzerke et al. 2022). The EGMS is an
ambitious initiative of the Copernicus Land Monitoring Service
(CLMS) that provides information on ground motion occurring in
the majority of European countries. The European Space Agency
(ESA), the European Union, and other national organizations and
academic institutions are working together on it to identify and
track ground motion events including earthquakes, landslides, and
subsidence. This initiative is focused on providing ground motion
data, but the interpretation of the results is the concern of those
who use the platform. Study area The main purpose of this work was to refine the conceptual
model of landslides along the coastline of La Herradura to validate The coastal sector under study shows a NW-SE orientation, with
local N-S variations due to the promontories morphology (Fig. 1). It is characterized by a Mediterranean climate, a humid temperate
climate with dry and hot summer (Csa, according to the Köppen-
Geiger classification) (Cunha et al. 2011), with a mean annual pre-
cipitation of about 430 mm (Chacón et al. 2019). Rainfall in this
coastal area above the yearly average occurred in the wet seasons of
1995–1997, 2000–2003, and 2009–2010 (Irigaray et al. 2000; Vicente-
Serrano et al. 2011) breaking all the previous records in 2010, with
an annual average value of about 857 mm (Chacón et al. 2019); the
greatest amount was reported in 1973 with 350 mm in 24 h (Notti
et al. 2015). Due to the latitude, the coastal orientation, and the Betic
Cordillera, which protects the coastline from the Northern winds
(Mooser et al. 2021), temperatures are mild both during winter and
summer with a mean annual range of 18–20 °C (Chica Ruiz and
Barragán Muñoz 2011; Consejería de Medio Ambiente y Ordenación
del Territorio Junta de Andalucía 2015). Dominant winds approach
from E-SE with a speed up to 9 m/s (Manno et al. 2016; Molina
et al. 2019) causing storm waves. The coast is dominated by E-SE
high-frequency waves (significant wave height 1 m) (Guisado and
Malvárez 2009) that generate a littoral drift towards W (Fig. 1); Landslides 21 • (2024) 1274 1275
Fig. 1 La Herradura coastal section, showing major urban areas, main roads (A-7 highway, N-340 national road), and special conservation
areas. The map of Spain with zones of Betic-Rif orogen is after Moragues et al. (2021). The geological map is after Marín-Lechado et al. (2009). La Herradura fault is after Ruano (2003) and Ruano et al. (2004). Preferred wave movement direction in percent and wave height
by colour range in the range 2011–2021 (is from State Port, Ministry of Transport, Mobility and Urban Agenda of Spanish on https://www.
puertos.es/es-es) Fig. 1 La Herradura coastal section, showing major urban areas, main roads (A-7 highway, N-340 national road), and special conservation
areas. The map of Spain with zones of Betic-Rif orogen is after Moragues et al. (2021). The geological map is after Marín-Lechado et al. (2009). Study area La Herradura fault is after Ruano (2003) and Ruano et al. (2004). Preferred wave movement direction in percent and wave height
by colour range in the range 2011–2021 (is from State Port, Ministry of Transport, Mobility and Urban Agenda of Spanish on https://www.
puertos.es/es-es) the average tidal range is less than 20 cm (Manno et al. 2016), and
the ongoing local sea-level rising is estimated in 2.65 mm per year
(Serrano et al. 2020). exhibits a km-scale recumbent syncline affected by SW-dipping
low-angle normal faults and other Alpine structures (Simancas and
Campos 1993). The normal fault displaced the Marble Fm. belong-
ing to the hanging wall towards the S-SW. Marble Fm. is classically considered a karst aquifer with high fis-
suration and a low degree of karstification, while the remaining rocks,
such as schists, are aquitards (Andreo et al. 2018; Calvache et al. 2020). The main recharge of the aquifer occurs by rainfall infiltration inland
and the discharge takes place via submarine outlets or through karst
springs located at sea level (Montiel et al. 2018). Both promontories are
associated with Triassic marble that exhibits karst features often related
to fractures and faults, especially in Cerro Gordo cape, where 11 caves
totalling 330 m in length have been reported by speleological teams. Previous landslides studies (2022) confirmed the activity of the Marina
del Este and Punta de la Mona landslides from November 2015 to
May 2020, using InSAR techniques and without delimiting land-
slide extension, both with LOS average displacement rates ranging
from − 10 to − 20 mm/yr. The ground displacement was inferred to
be around 10 mm/yr affecting the Marina del Este resort. y
The approach used for this study involved consulting the litera-
ture, geotechnical reports, and historical pre-urbanization aerial
images. Geological and geomorphological terrain models were
developed based on various in situ and remote sensing surveys. Moreover, a comparison was made with studies that investigated
the same areas using InSAR data from the EGMS Explorer (Euro-
pean Environment Agency 2023). The calibrated displacement
data in ascending and descending orbits from the period January
2018–September 2022 were downloaded by using the EGMStream
app (Festa and Del Soldato 2023), which facilitated the data man-
agement. For both geometries, the stability range was established
as two times the standard deviation of the data (Barra et al. 2017),
and satellite Line-Of-Sight (LOS) velocity maps were displayed. Moreover, the average time series of accumulated displacement of
the main unstable areas was extracted and analyzed. In the laboratory, aerial photography, land, and subma-
rine Digital Elevation Models (DEM), and previous geological
maps were performed and analyzed using ArcGIS 10.8.2 (ESRI®,
2022/2023-licensed “DISPEA University of Urbino”). Aerial photos
were downloaded by the National Geographic Institute (IGN) of
Spain (https://centrodedescargas.cnig.es/; https://fototeca.cnig.es/
fototeca/) resulting from photogrammetric flights conducted by
the USA over the years 1945–1946 and 1956–1957 and by Spanish
administrations since 1973; these were used to visualize the area
previously to its heavy urbanization and to define the recent pre-
urbanization landslide activity. The images were interpreted using
a stereoscope for a 3D interpretation of landforms in combination
with Google Earth optical satellite images providing a multitempo-
ral analysis. The IGN also provided base maps and the 3D LiDAR
point cloud in LAZ format; this zip file was decompressed into LAS
archives and filtered with LAStools (Isenburg 2014), generating a
DEM with a 1 m cell-size resolution. Data for bathymetric recon-
struction were downloaded from the Ministry for the Ecologic
Transition and Demographic Challenge of Spain (https://www.
miteco.gob.es/es/costas/temas/proteccion-costa/ecocartografias/
ecocartografia-granada.aspx), generating a 5 m-resolution bathy-
metric DEM. Previous geological cartography is from Avidad et al. Previous landslides studies The terrain instability studies of the Cerro Gordo and Punta de
la Mona promontories started with their urban development of
Cármenes del Mar and Marina del Este resorts. From 1977 onwards,
the first buildings were constructed, with urbanization increas-
ing very rapidly from 1997 to the 2000s (Notti et al. 2015; Mateos
et al. 2017). Signs of coastal instability in this area were firstly
described in 1988. From 2005 onwards, unpublished technical
reports, described in Chacón et al. (2019), analyzing landslide areas
were carried out, focusing on the urbanization of Cármenes del
Mar. After those reports centred on geotechnical aspects, scientific
research was developed focused on remote sensing techniques. Thus, the recent activity of landslides in both the Cerro Gordo
and Punta de la Mona promontories have been largely confirmed
by applying Differential Interferometric Synthetic Aperture Radar
(DInSAR) (Notti et al. 2015; Mateos et al. 2017; Chacón et al. 2019;
Barra et al. 2022). Regarding the Cerro Gordo promontory, the
most studied is Calaiza landslide previously reported by several
unpublished geotechnic studies, by Landslide Database of the
Spanish Geological Survey (CN IGME 2016), the inventory of
the Granada Province (Chacón et al. 2007) and by Azañón et al. (2016), Mateos et al. (2017), Chacón et al. (2019), and Barra et al. (2022). A Line-Of-Sight (LOS) displacement rate of up to 2.5 mm/yr
was obtained in the period 1997–2000, related to the Calaiza land-
slide activity (Chacón et al. 2019). Mateos et al. (2017) estimated a
maximum LOS displacement rate of − 10 mm/yr for this landslide
from May 2003 to December 2009, a period in which the first dam-
ages of the Cármenes del Mar resort appeared. These authors also
estimated displacements of up to 1.98 m in 8 years through UAV
digital photogrammetry in relation to the intense rainfall period
during 2009–2010. Regarding the Punta de la Mona promontory,
Marina del Este and Peñón del Lobo landslides were reported by
unpublished geotechnic studies, Chacón et al. (2007), CN IGME
(2016), Azañón et al. (2016) and Notti et al. (2015); an average
LOS displacement rate of − 11 mm/yr was registered on the land-
slide affecting the Marina del Este resort (Notti et al. 2015). More
recently, Barra et al. Geological and geomorphological setting La Herradura coastal sector is settled in the Alpujárride Complex,
formed by deformed metamorphic rocks belonging to the Alboran
Domain of the Betic Cordillera (Azañón et al. 1994; Azañón and
Crespo-Blanc 2000). The main structures of the Alpujárride
Complex are Alpine regional-scale anticline folds, with a mean E-W
trend and NW vergence (Simancas and Campos 1993; Azañón et al. 1997; Williams and Platt 2017). These compressive structures are
cut by top-to-the-SW low-angle normal faults and later high-angle
transtensional faults and other structures, formed since the Miocene
(Azañón et al. 1997; Ruano 2003; Ruano et al. 2004; Simancas 2018). However, a NE-SW extensional phase characterizes the whole region
at present (Azañón et al. 2015; Galindo-Zaldívar et al. 2015). g
g
p
y p
g
The plunging cliff (Sunamura 2015), which reaches a depth of
over 40 m below the sea level (Consejería de Medio Ambiente y
Ordenación del Territorio Junta de Andalucía 2015), is the main
coastal morphology along the shoreline. Alternating with the
plunging cliff, there are small coves with beach deposits and larger
pebbly and sandy beaches such as La Herradura bay. The seabed
in front of the coast consists of a continental shelf that slopes dip-
ping 1.4° to the continental escarpment zone located at about 4 km
from the coast. The promontories are dominated by small torren-
tial streams within short and narrow valleys and slope/run-off
processes in slopes. Slope processes involve prominent landslides
impacting Cármenes del Mar and Marina del Este resorts (Fig. 1). Chacón et al. (2014) reported the occurrence of landslides with
slide kinematics mostly at the contact between marble and schist
or phyllite units. The activity of these instabilities was directly The study area is settled in the tectonic unit of La Herradura,
formed by the following lithostratigraphic sequence, from bottom
to top (Azañón and Crespo-Blanc 2000): (i) Dark Schists Formation
(Fm.), dark-coloured schists and graphitic micaschists (Paleozoic),
with Migmatite Gneisses at the bottom; (ii) Light Schists Fm., light-
coloured fine-grained schists with calcschists in the uppermost
part (Permian-Triassic); (iii) Marble Fm., calcareous and dolomitic
marbles with interbedded phyllites and schists (Middle-Upper Tri-
assic). The geological structure of the coast stretch is complex and Landslides 21 • (2024) 1275 Original Paper correlated with extreme rainfall events (Notti et al. 2015; Mateos
et al. 2017; Chacón et al. 2019). Geological and geomorphological setting the rocky coastline, and to establish a relationship between slope
processes and bedrock lithology and structure. The cartography
allowed to know the landslide extent and dynamics and to elaborate
cross-sections along the main slope instabilities, as the basis for
performing a conceptual model of the slope processes previously
detected by DInSAR studies. Previous landslides studies (1973), and the Continuous Digital Geological Map of Spain per-
formed at a 1:50,000 by Marín-Lechado et al. (2009). Lineaments (related to landslide failure surfaces, faults, and/
or fractures) and landforms were identified by analyzing also
the hillshade model derived by the DEM and were later verified
by fieldwork carried out from September to December 2022. The
landslide mechanisms were classified according to Cruden and
Varnes (1996) and Hungr et al. (2014). The field surveys were
novelty supported by UAV flights to visualize hard-to-reach
spots such as the rocky cliffs along the coast. The drone model
used was a DJI Mavic 2 pro equipped with a 20 MP Hasselblad
camera with a 1’’ CMOS sensor size; the camera is fastened on a
3-axis gimbal for image stabilization and a 28 mm lens, with a
FOV of ca. 77° and an aperture of f/2.8-f/11, allowing a 20 Mpixel
photo resolution. Furthermore, this drone is equipped with a Finally, landslides have resulted in a dramatic situation. The
authorities have currently proclaimed an emergency state after
ground movement damage forced the evacuation of 42 buildings
in the resort of Cármenes del Mar (Chacón et al. 2019). For these
reasons, all the investigations bring the La Herradura coastal sec-
tion to be one of the selected illustrative cases of the Product User
Manual of EGMS (Kotzerke et al. 2022; Crosetto and Solari 2023). Landslides in the Cerro Gordo promontory: reconfiguring the
conceptual model of slope failures Landslides in the Cerro Gordo promontory: reconfiguring the
conceptual model of slope failures Landslides in the Cerro Gordo promontory: reconfiguring the
conceptual model of slope failures GPS/Glonass system for image georeferencing. Mobile device
applications (e.g., FieldMove Clino) were also utilized to collect
data directly in digital form. GPS/Glonass system for image georeferencing. Mobile device
applications (e.g., FieldMove Clino) were also utilized to collect
data directly in digital form. Cerro Gordo promontory (343 m altitude) is mainly composed of
Marble Fm. exhibiting the typical massive morphology influenced
by the occurrence of a recumbent syncline (Simancas and Campos
1993), with a NW-SE to E-W trend. Here, bedding dips 15° to the SE
at the summit, while it is subvertical in the southern plunging cliff
of the cape. The fold shows an axial plane tectonic foliation towards
S-SE dipping 30–40°. Both Marble and Schists Fms. are partially
weathered, although the schists show a more extreme alteration. The deformation that the Dark Schists Fm. has undergone, and the
high degree of fracturing, due to the tectonics present in the area,
led to a more ductile than brittle rheology. Materials and methods The geomorphological and geological map of La Herradura
coastal section was carried out at a scale of 1:20,000 to identify
gravity-induced deposits, to recognize surface processes acting on Landslides 21 • (2024) 1276 Results a Cross-section along the active Calaiza
Cármenes del Mar resort was built on the eastern slope of Cerro Gordo promontory. An inferred shear zone associated w
tational slope deformation is also shown. b Cross-section of Las Palomas landslide that showcases the foundations of Las
th
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G
d hill Whil th
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tl i
ti
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i
ti it
b
d i it l 278
Original Paper eomorphological cross-sections along La Herradura coastal section. The legend and position of the s
om position of the aerial image in profile b can be seen in Fig. 4a. a Cross-section along the active Cala
t
b ilt
th
t
l
f C
G
d
t
A
i f
d h
i t d Fig. 3 Geological-geomorphological cross-sections along La Herradura coastal section. The legend and position of the sections are depicted
in Fig. 2 and the zoom position of the aerial image in profile b can be seen in Fig. 4a. a Cross-section along the active Calaiza landslides, where
Cármenes del Mar resort was built on the eastern slope of Cerro Gordo promontory. An inferred shear zone associated with a larger gravi-
tational slope deformation is also shown. b Cross-section of Las Palomas landslide that showcases the foundations of Las Palomas resort, at
the vicinity of Cerro Gordo hill. While the majority of this landslide is currently inactive, there is activity observed in its lower part, where Mar-
ble blocks are sliding at the present day. Aerial image of the 1957 flight displays trenches revealing the occurrence of large, slipped marble
blocks (highlighted by red ellipses). Vertical scale is ca. two times exaggerated. c Cross-section along Punta de la Mona promontory exhibit-
ing active Punta de la Mona and Marina del Este landslides Fig. 3 Geological-geomorphological cross-sections along La Herradura coastal section. The legend and position of the sections are depicted
in Fig. 2 and the zoom position of the aerial image in profile b can be seen in Fig. 4a. a Cross-section along the active Calaiza landslides, where
Cármenes del Mar resort was built on the eastern slope of Cerro Gordo promontory. An inferred shear zone associated with a larger gravi-
tational slope deformation is also shown. b Cross-section of Las Palomas landslide that showcases the foundations of Las Palomas resort, at
the vicinity of Cerro Gordo hill. Results Desk study and field investigations provided the first compre-
hensive geological-geomorphological map of La Herradura
coastal section at a scale of 1:20,000 (Fig. 2). Three landslides
(named Cantarriján, Calaiza, and Las Palomas) have been iden-
tified, surveyed, and/or studied in Cerro Gordo promontory. Additionally, four major instabilities (namely Playa, Punta de
la Mona, Marina del Este, and Peñón del Lobo landslides) have
been delimited and studied in the surroundings of Punta de la
Monta promontory. In our work, we examined Calaiza, Las Palo-
mas, Punta de la Mona, and Marina del Este landslides in detail
by means of three geological cross-sections to synthesize all
newly gathered observations in the vertical dimension (Fig. 3). The studied instabilities are affecting or could impact resorts,
infrastructures (highway, national road) and other urban areas. Subsequently, we compared the results with previous works
that have analyzed only some of these landslides, particularly
through InSAR data. The eastern side of the Cerro Gordo promontory before the
urban development is shown in Fig. 4a, and the corresponding
improved geological-geomorphological map (Fig. 4b) shows a
zoom of Fig. 2. Here, Dark Schists Fm. has been identified in areas
previously mapped as Marble Fm. in previous works. Moreover,
we observed that Paleozoic Dark Schist Fm. lies over the Marble
Fm. through a contact of tectonic origin. This evidence and the
absence of the Permian-Lower Triassic Light Schists Fm. (which
stratigraphically appears between the Marbles and the Dark Schists Fig. 2 Detailed geological and geomorphological map of La Herradura coastal section. Bedrock geology is after Avidad et al. (1973) and
Marín-Lechado et al. (2009). In the legend and in the map light-coloured features remain inactive/quiescent, dashed-line features are sup-
posed/uncertain, and barbs (in normal fault) and triangles (in thrusts) are in the hanging wall Fig. 2 Detailed geological and geomorphological map of La Herradura coastal section. Bedrock geology is after Avidad et al. (1973) and
Marín-Lechado et al. (2009). In the legend and in the map light-coloured features remain inactive/quiescent, dashed-line features are sup-
posed/uncertain, and barbs (in normal fault) and triangles (in thrusts) are in the hanging wall Landslides 21 • (2024) 1277 1278
Original Paper
Fig. 3 Geological-geomorphological cross-sections along La Herradura coastal section. The legend and position of the sect
in Fig. 2 and the zoom position of the aerial image in profile b can be seen in Fig. 4a. Results While the majority of this landslide is currently inactive, there is activity observed in its lower part, where Mar-
ble blocks are sliding at the present day. Aerial image of the 1957 flight displays trenches revealing the occurrence of large, slipped marble
blocks (highlighted by red ellipses). Vertical scale is ca. two times exaggerated. c Cross-section along Punta de la Mona promontory exhibit-
ing active Punta de la Mona and Marina del Este landslides Landslides 21 • (2024) 1278 Fig. 4 a Aerial image of 1957 exhibiting landslides and their detachment areas, where the landslides are clearly visible without anthropiza-
tion. Continuous red lines indicate landslide bodies, orange lines indicate the detachment areas, black rectangle indicates zoom in Fig. 3b; b
Zoom of the geological and geomorphological map (Fig. 2) on the Cerro Gordo promontory. The survey details each single slipped block of
marble. The legend for b is in Fig. 2; c Panoramic view of the eastern slope of Cerro Gordo promontory with the villages built on Calaiza and
Las Palomas landslides. The point of view of c is shown in a Fig. 4 a Aerial image of 1957 exhibiting landslides and their detachment areas, where the landslides are clearly visible without anthropiza-
tion. Continuous red lines indicate landslide bodies, orange lines indicate the detachment areas, black rectangle indicates zoom in Fig. 3b; b
Zoom of the geological and geomorphological map (Fig. 2) on the Cerro Gordo promontory. The survey details each single slipped block of
marble. The legend for b is in Fig. 2; c Panoramic view of the eastern slope of Cerro Gordo promontory with the villages built on Calaiza and
Las Palomas landslides. The point of view of c is shown in a Fms.; Azañón and Crespo-Blanc 2000) suggest that the contact
between Dark Schists and Marble Fms. is a thrust in line with
observation carried out by Sanz de Galdeano and López-Garrido
(2003) in Betic Cordillera. (2017). Just below the ridge, two escarpments have been discovered
using the hillshade model of 1 m resolution and later confirmed by
fieldwork (Fig. 5d). The uppermost, with an approximately 10 m
height and a N30° E mean direction can be recognized along the
entire slope (Fig. 4b). The second escarpment at lower altitudes is
definitely shorter and discontinuous. The origin of this landform
will be explored in the discussion section. Results Cantarriján landslide stands out in the western slope of the
Cerro Gordo promontory (Fig. 4). This inactive landslide is a rock
avalanche, has a minimum volume of 3 × 106 m3, and produces a
significant effect on the littoral relief and the bathymetry until
the depth of − 50 m visible in the Visor de Cartografiado Marino
(https://sig.mapama.gob.es/marino/). The landslide deposit is
quiescent/inactive, except for sporadic rock falls along the land-
slide scarp and along the cliff of the landslide deposit generated
by marine erosion. Las Palomas landslide has been discovered towards the NE of
the Calaiza landslide. It is almost masked by the urban area, and
the observation of geological and geomorphological features here
is really difficult. Specifically, the northern limit of the landslide is
now largely obscured from view, making it challenging to delimit. Fortunately, historical aerial photographs taken in 1957 (Fig. 4a)
display key morphological features to map the sliding mass. In
addition, the sea cliff face provides a clear view of the landslide
deposit, allowing for an accurate understanding of its structure
and composition. Thanks to low-altitude aerial photos captured
using a UAV, the inaccessible cliff has been examined revealing
(i) the fallen marble rocks from the landslide deposit into the sea
(Fig. 5e), which are not found anywhere else on the promontory
where landslides were not reported; (ii) the alternation of massive
marble outcrops (huge blocks on Las Palomas landslide) to the
landslide deposit. These observations were crucial for developing The eastern slope of the Cerro Gordo promontory is affected
by the Calaiza landslide, which has impacted on Cármenes del
Mar resort up to the present (Chacón et al. 2014, 2016, 2019; Notti
et al. 2015; Azañon et al. 2016; Mateos et al. 2017). The landslide
volume was estimated by Chacón et al. (2019) in ca. 8 × 105 m3, and
its cartography has been updated in our work (Figs. 2, 3, and 4). Lateral spread and block sliding of marble blocks with volumes
over 300 m3 (within and above the landslide) have been detailed
in the southernmost sector, detached from the 25 m height escarp-
ment (Fig. 5a–c), some of them already mapped by Mateos et al. Landslides 21 • (2024) 1279 1280
Original Paper
Fig. 5 a Contact between a detached marble block and the Dark Schists Fm. marked by a shear zone made of a sandy gouge. Results In the insert
frame are visible drag folds in the foot of the deformation zone; b Marble block detached from the escarpment c and slipped above the Cal-
aiza landslide deposit in the southern part; c Panoramic view of the Calaiza landslide (dashed red area) in the Cerro Gordo promontory. The
right flank escarpment of the Calaiza landslide is also visible; d Main upper escarpment (ca. 10 m height) above the Calaiza landslide; e Las
Palomas landslide body involving up to metric marble blocks, falling into the sea through marine erosive action; f Detail on the Las Palomas
landslide body, with medium-fine matrix and up to metric marble blocks Fig. 5 a Contact between a detached marble block and the Dark Schists Fm. marked by a shear zone made of a sandy gouge. In the insert
frame are visible drag folds in the foot of the deformation zone; b Marble block detached from the escarpment c and slipped above the Cal-
aiza landslide deposit in the southern part; c Panoramic view of the Calaiza landslide (dashed red area) in the Cerro Gordo promontory. The
right flank escarpment of the Calaiza landslide is also visible; d Main upper escarpment (ca. 10 m height) above the Calaiza landslide; e Las
Palomas landslide body involving up to metric marble blocks, falling into the sea through marine erosive action; f Detail on the Las Palomas
landslide body, with medium-fine matrix and up to metric marble blocks Fig. 5 a Contact between a detached marble block and the Dark Schists Fm. marked by a shear zone made of a sandy gouge. In the insert
frame are visible drag folds in the foot of the deformation zone; b Marble block detached from the escarpment c and slipped above the Cal-
aiza landslide deposit in the southern part; c Panoramic view of the Calaiza landslide (dashed red area) in the Cerro Gordo promontory. The
right flank escarpment of the Calaiza landslide is also visible; d Main upper escarpment (ca. 10 m height) above the Calaiza landslide; e Las
Palomas landslide body involving up to metric marble blocks, falling into the sea through marine erosive action; f Detail on the Las Palomas
landslide body, with medium-fine matrix and up to metric marble blocks the weathering schists and phyllites (Fig. 5f) does not fit with the
current source area of the landslide (i.e., crown area) composed
of schists. Results Two landslides are now being
analyzed that had so far not been catalogued, neither in the Land-
slide Database of the Spanish Geological Survey (CN IGME 2016)
nor in the inventory of the Granada Province (Chacón et al. 2007). Punta de la Mona landslide, with composite rock slump kinemat-
ics, affects the entire western slope and is characterized by active
superficial reactivations in its central part, exhibiting a minimum
volume of 1.5 × 106 m3. The landslide scarp is not evident, but it
would be recognizable S of the landslide body and continues along
the southern flank, coinciding with a large open fracture on the
plunging cliff (Fig. 7b). In the northern part of the western flank,
Playa landslide was recognized, which caused some damages to
the overlying buildings and roads. This active landslide has a slow-
moving flow kinematic and developed entirely on Dark Schists Fm. In the eastern sector of the promontory, the Marina del Este
landslide shows a minimum volume of about 2.5 × 106 m3 and has
been much studied in geotechnics reports and through InSAR
analysis (Notti et al. 2015 and reference therein). The landslide
escarpment follows the entire slope showing heights of up to 30 m
(Fig. 7c), vertical fractures, and detached large marble blocks up p
Landslides involve both sides of the Punta de la Mona prom-
ontory, which is heavily urbanized. Two landslides are now being
analyzed that had so far not been catalogued, neither in the Land-
slide Database of the Spanish Geological Survey (CN IGME 2016)
nor in the inventory of the Granada Province (Chacón et al. 2007). Punta de la Mona landslide, with composite rock slump kinemat-
ics, affects the entire western slope and is characterized by active
superficial reactivations in its central part, exhibiting a minimum
volume of 1.5 × 106 m3. The landslide scarp is not evident, but it
would be recognizable S of the landslide body and continues along
the southern flank, coinciding with a large open fracture on the
plunging cliff (Fig. 7b). In the northern part of the western flank,
Playa landslide was recognized, which caused some damages to
the overlying buildings and roads. This active landslide has a slow-
moving flow kinematic and developed entirely on Dark Schists Fm. Results Particularly, it is clear how the Las Palomas landslide
changed the previous coastline (as for the Cantarriján landslide),
which was about 150 m further back. a more comprehensive understanding of the processes that con-
tribute to landslides in this area. Las Palomas landslide, had a
short runout, with a general composite rock slump kinematic and
nested movements of marble block local lateral spreads and block
slides (Figs. 3b and 4b). With an estimated minimum volume of
about 6 × 106 m3, the main body involves a large part of the slope
reaching the N-340 national road. The crown, which is not very
discernible within the landscape, encompasses the two different
types of nested bodies, with the largest gravitational process that
involves the entire slopes with a very large and deep sliding surface
(Fig. 3b). The structure of the landslide with up to metric-scale
marble blocks embedded in a medium-fine matrix derived from In some cases, a reddish-brown sandy-rich sediment consisting
of fine matrix and angular centimetric marble clasts, not previously
described in the area, has been found at the contact between marble
blocks and schists (Fig. 5a). Field evidence observed in an excavated
talus reports that this sediment is probably a gouge as a result of
large marble blocks sliding process on schists (Fig. 5a). The out-
crop exhibits a marble block situated above the layer in question, Landslides 21 • (2024) 1280 related to the lower altitude of the promontory itself, which reaches
about 126 m in contrast with over 300 m of the Cerro Gordo cape. as well as significantly deformed schist displaying a drag folding
zone associated with the movement of the block (zoom in Fig. 5a). According to this, marble blocks are comparable to ploughing
blocks commonly observed in periglacial environments (Goudie
2004). These blocks exhibit faster downslope movement compared
to the underlying sediment due to solifluction processes, which
produce inner deformation within the sediment. as well as significantly deformed schist displaying a drag folding
zone associated with the movement of the block (zoom in Fig. 5a). According to this, marble blocks are comparable to ploughing
blocks commonly observed in periglacial environments (Goudie
2004). These blocks exhibit faster downslope movement compared
to the underlying sediment due to solifluction processes, which
produce inner deformation within the sediment. 3
p
Landslides involve both sides of the Punta de la Mona prom-
ontory, which is heavily urbanized. Gravitational collapse of the Punta de la Mona promontory:
redefining the landslide areas Punta de la Mona promontory (Fig. 6) shows similar lithologies
as the previous promontory, with the additional presence of spo-
radic outcrops of highly altered and fractured Migmatite Gneisses
in the eastern slope. Here too, the strata dip towards the S, and
the recumbent synclinal axis turns in an E-W direction following
the coastline. One of the regional extensional faults, with a NW-SE
direction, here cutting across the promontory and generating a par-
tially visible tectonic contact in the ridge between Marble and Dark
Schists Fms. (Fig. 7a). The main difference from the Cerro Gordo
is the scarcity of Marble Fm., which crops out in situ only in the
southernmost promontory and at the ridge (Fig. 6a). This is also Fig. 6 a Aerial image taken in 1957 exhibiting landslides and their detachment areas, which are easily recognizable in the pre-urbanized
Punta de la Mona promontory. Continuous red lines indicate landslide bodies, orange lines indicate the detachment areas, the green arrow
indicates the part of the body landslide flattened for the parking; b Zoom of the geological and geomorphological map (Fig. 2) on the Punta
de la Mona promontory. It can be seen the detail with which the landslide deposits and their shapes have been mapped. The legend of b is
shown in Fig. 2; c Panoramic view of the eastern slope of the Punta de la Mona promontory with Marina del Este resort, after which the land-
slide was named. The rock fall deposit with the up to 30 m height escarpment in the southeastern part of the promontory is clearly visible. The point of view of c is shown in a Fig. 6 a Aerial image taken in 1957 exhibiting landslides and their detachment areas, which are easily recognizable in the pre-urbanized
Punta de la Mona promontory. Continuous red lines indicate landslide bodies, orange lines indicate the detachment areas, the green arrow
indicates the part of the body landslide flattened for the parking; b Zoom of the geological and geomorphological map (Fig. 2) on the Punta
de la Mona promontory. It can be seen the detail with which the landslide deposits and their shapes have been mapped. The legend of b is
shown in Fig. 2; c Panoramic view of the eastern slope of the Punta de la Mona promontory with Marina del Este resort, after which the land-
slide was named. Gravitational collapse of the Punta de la Mona promontory:
redefining the landslide areas The rock fall deposit with the up to 30 m height escarpment in the southeastern part of the promontory is clearly visible. The point of view of c is shown in a Fig. 6 a Aerial image taken in 1957 exhibiting landslides and their detachment areas, which are easily recognizable in the pre-urbanized
Punta de la Mona promontory. Continuous red lines indicate landslide bodies, orange lines indicate the detachment areas, the green arrow
indicates the part of the body landslide flattened for the parking; b Zoom of the geological and geomorphological map (Fig. 2) on the Punta
de la Mona promontory. It can be seen the detail with which the landslide deposits and their shapes have been mapped. The legend of b is
shown in Fig. 2; c Panoramic view of the eastern slope of the Punta de la Mona promontory with Marina del Este resort, after which the land-
slide was named. The rock fall deposit with the up to 30 m height escarpment in the southeastern part of the promontory is clearly visible. The point of view of c is shown in a Landslides 21 • (2024) 1281 1282
Original Paper Original Paper Fig. 7 a Contact between Marble and Dark Schists Fms. that is associated with a tectonic shear zone composed by brecciated and well-con-
solidated material. Here, one of the extensional faults cuts across the promontory, exhibiting this tectonic contact in the ridge; b Plunging
cliffs of Punta de la Mona promontory, obtained from a drone video of the Inmobiliaria de La Cuesta. Indicated by a red arrow is an open
fracture that coincides with the escarpment (dashed orange line) of the landslide affecting the western slope; c The escarpment (30 m height)
of Marina del Este landslide showing vertical open fractures (red arrow) related to the detachment of marble blocks; d Peñón de las Caballas
rock, a huge marble block slipped into the sea, where the harbour of Marina del Este was built Fig. 7 a Contact between Marble and Dark Schists Fms. that is associated with a tectonic shear zone composed by brecciated and well-con-
solidated material. Here, one of the extensional faults cuts across the promontory, exhibiting this tectonic contact in the ridge; b Plunging
cliffs of Punta de la Mona promontory, obtained from a drone video of the Inmobiliaria de La Cuesta. Gravitational collapse of the Punta de la Mona promontory:
redefining the landslide areas Indicated by a red arrow is an open
fracture that coincides with the escarpment (dashed orange line) of the landslide affecting the western slope; c The escarpment (30 m height)
of Marina del Este landslide showing vertical open fractures (red arrow) related to the detachment of marble blocks; d Peñón de las Caballas
rock, a huge marble block slipped into the sea, where the harbour of Marina del Este was built EGMS InSAR data in La Herradura coastal section to 100 m in diameter such as the Peñón de las Caballas block in
the marina (Fig. 7d).l Looking at the aerial images of the 1957 flight, it is clear how
the promontory was modified when the resorts were constructed
(Fig. 6a). For instance, the bottom of the Marina del Este landslide
was flattened for the construction of the harbour car park (green
arrow in Fig. 6a) or the innumerable gullies engraving the landslide
body. Furthermore, as in the case of Las Palomas landslide, huge
slipped marble blocks were found along the coastline and on the
landslide deposit along the slope, mapped in detail in the geological-
geomorphological map (Fig. 6b). In this context, it is noteworthy that
an accumulation of marble rocks can be observed at the bottom of
the southeastern slope of the promontory, just situated beneath the
crown scarp. Based on their distribution pattern, it is possible to
infer that the rocks have been dislodged and fallen into the sea as a
result of a topple or rockfall event, rather than through sliding over
the underlying schist. This inference is supported by the occurrence
here of marble outcrops without preserved marble blocks inland. Figure 8 shows the InSAR calibrated data in ascending and
descending orbit, extracted from the EGMS, at the Cerro Gordo
(Fig. 8a, b) and Punta de la Mona (Fig. 8c, d) promontories. The
stability range was settled from 2.5 to − 2.5 mm/yr for both geom-
etries. All the landslides exhibit ground motion through at least
one geometry, with the exception of Cantarriján, Las Palomas, and
Peñón del Lobo landslides where clear ground displacement was
not captured. The LOS maximum velocity registered in ascend-
ing orbit is 14 mm/yr in the Calaiza landslide (Fig. 8a), while in
descending geometry, LOS velocities reach 15.3 mm/yr in the Punta
de la Mona landslide (Fig. 8d). The average velocities of the Calaiza,
Punta de la Mona, and Marina del Este landslides range from 3.5
to 8.1 mm/yr (absolute values), while the Playa landslide shows a
lower mean LOS velocity of − 2.8 mm/yr. Moreover, the displace-
ment pattern provided by EGMS in these four landslides follows
a linear and constant trend during the measured period of time Landslides 21 • (2024) 1282 1283
Fig. EGMS InSAR data in La Herradura coastal section 10a) although
this is not evident in Punta de la Mona promontory. According to
this, the contact here is represented by a vertical fault in Fig. 10b. In general, the geological structure of the bedrock favoured the
primary development of landslides on the eastern hillsides, creat-
ing an apparent suitable smooth area for building. The landslides
are really complex and involve three main clear movements: (i) a
deepest movement characterized by rock slump kinematics at a
40 m depth in Cerro Gordo promontory (Mateos et al. 2017) and
20 to 25 m depth in Punta la Mona Promontory (Notti et al. 2015);
(ii) superficial movements composed of a slow-moving earthflow
in combination with lateral spreads and sliding of large marble
blocks, and (iii) local toppling and rockfall processes on scarps
and detached marble blocks, confined in areas proximal to escarp-
ments and cliffs. Another potential main movement is related to
the escarpments recognized at the top of Cerro Gordo promontory
and a hypothetic shear zone in depth (Fig. 10a). The scarps would
be formed by a gravitational process, and it is related to one of the
most persistent joint family with a NE-SW orientation (Mateos et al. 2017). This joint family is also correlated with the NNE-SSW exten-
sional tectonic structures that characterize the Alpujarride complex
(Azañón et al. 1997; Simancas 2018). The presence of enormous,
detached marble blocks and the mentioned escarpment suggests
that the entire eastern slope of Cerro Gordo promontory is affected
by a complex and old gravitational movement. The morphological
features resulting from this gravitational process appear to have
been largely obliterated by watershed erosion, which implies that
the development of such phenomena has been notably slow and
over a long period of time. Marine erosive action may have played a key role in the main land-
slide activities. In fact, the highest concentration of landslide phenom-
ena is found on the eastern slopes, where the prevailing waves and
storm waves with the highest frequency are active (Fig. 1). In relation to the existing mapping, that is the BD-MOVES cata-
logue of the Geological and Mining Institute of Spain (CN IGME
2016), the total landslide areas in the La Herradura coastal stretch
would be 2 × 105 m2. EGMS InSAR data in La Herradura coastal section Again, the landslides that
are highlighted in the literature are only the active bodies. From
the morphological evidence, the eastern side, where Marina del
Este is located, was completely involved in a very extensive mass
movement, with only the central portion currently active, above
which the Marina del Este resort was built. From the bathymetric
trend, it is visible that the seabed slopes more gently than on the
western side of the promontory, most likely due to the transport
of sediments from the landslide deposit to the seabed close to the
shoreline. As a further indication of the above, the − 50 m isobath
also has an extension in the area below the slope (Fig. 6b). The west-
ern side is also entirely affected by gravitational processes, which
activity was recently displayed by Barra et al. (2022) and mapped
in our research for the first time. As can be seen, the evolution of both promontories is very simi-
lar, with equal landslide kinematics and quite similar sliding sur-
face depths. Surface movements, detected by InSAR, are nothing
more than reactivations of previous landslide deposits, caused by
a combination of exceptional rainfall events and rapid and mas-
sive urban development. Another important common feature is the
presence of marble blocks of varying size (from metric to decamet-
ric scale) that lie along the slope or on the coastline (Figs. 4 and 6). Due to the development of major discontinuities (Fig. 7c) within the
marbles, with an approximately NNE-SSW trend, the detachment of
blocks, even large ones, occurs through a process similar to lateral
spreading. The weathering of the schists and the landslide depos-
its means that the block can slide, thus highlighting the evolution
from lateral spreading to block sliding (Fig. 10). Examples of this
type of kinematics have already been studied on Mediterranean
coasts made of sedimentary rocks (Mantovani et al. 2013; Devoto
et al. 2021). In the La Herradura coastal section, we present one of
the few comprehensible examples of an Alpine metamorphic set-
ting, highlighted just by few contributions until now in other areas
(Poisel et al. 2009). The new landslide conceptual model of Cerro Gordo and Punta
de la Mona promontories is shown in Fig. 10. In both cases, the gen-
eral attitude of the strata dips to the S-SE. The contact between the
geological formations would be an Alpine thrust (Fig. EGMS InSAR data in La Herradura coastal section 8 Line-Of-Sight (LOS) velocity maps in ascending (a) and descending (b) orbits in the Cerro Gordo promontory; and in ascending (c) and
descending (d) orbits in the Punta de la Mona promontory (data downloaded from https://egms.land.copernicus.eu/). The main landslide
boundaries delimited in this research (Fig. 2) are also indicated in order to compare current active areas according to EGMS with the entire
area of landslides Fig. 8 Line-Of-Sight (LOS) velocity maps in ascending (a) and descending (b) orbits in the Cerro Gordo promontory; and in ascending (c) and
descending (d) orbits in the Punta de la Mona promontory (data downloaded from https://egms.land.copernicus.eu/). The main landslide
boundaries delimited in this research (Fig. 2) are also indicated in order to compare current active areas according to EGMS with the entire
area of landslides LOS accumulated displacement is up to − 30 mm in the Calaiza
(Fig. 9a) and Punta de la Mona (Fig. 9b) landslides, in ascending
and descending orbit, respectively. (from January 2018 to September 2022), as evidenced by the time
series of accumulated displacement (Fig. 9). There is no significant
acceleration of the movement in any of the landslides, and the total Fig. 9 Times series of accumulated displacement, measured along the satellite Line-Of-Sight (LOS), of the Calaiza and Marina del Este land-
slides in ascending geometry (a) and Punta de la Mona and Playa landslides in descending orbit (b). In both graphs, daily precipitation
recorded by the closer meteorological station of the Spanish State Meteorological Agency (Station Salobreña 6267X, 36°44′54″ N 3°34′43″ W)
to the study area is represented. No clear accelerations of landslide displacements are observed in relation to daily rainfall peaks or periods of
prolonged rainfall in the timeframe analyzed Fig. 9 Times series of accumulated displacement, measured along the satellite Line-Of-Sight (LOS), of the Calaiza and Marina del Este land-
slides in ascending geometry (a) and Punta de la Mona and Playa landslides in descending orbit (b). In both graphs, daily precipitation
recorded by the closer meteorological station of the Spanish State Meteorological Agency (Station Salobreña 6267X, 36°44′54″ N 3°34′43″ W)
to the study area is represented. No clear accelerations of landslide displacements are observed in relation to daily rainfall peaks or periods of
prolonged rainfall in the timeframe analyzed Landslides 21 • (2024) 1283 Original Paper Internal discontinuity planes of the marble bedrock manifested
as bedding, tectonic foliation, and joint families, constrained the
mobilized blocks. EGMS InSAR data in La Herradura coastal section would act as a sliding layer for marble blocks,
leading to their eventual mingling with the underlying weathered
and slid-down Dark Schists mass. In addition, the Dark Schists Fm. is of low permeability and concentrated groundwater on its top,
favouring landslide movements. This agrees with the InSAR moni-
toring that reordered higher ground movement velocities during
wet periods (Notti et al. 2015; Mateos et al. 2017; Chacón et al. 2019). Landslides affected both sides of the Punta de la Mona promon-
tory (Fig. 10b) according to Notti et al. (2015) and Barra et al. (2022),
showing detached large marble boulders. Again, the landslides that
are highlighted in the literature are only the active bodies. From
the morphological evidence, the eastern side, where Marina del
Este is located, was completely involved in a very extensive mass
movement, with only the central portion currently active, above New landslide conceptual model of La Herradura coastal section
The field survey developed in the present investigation has cor-
roborated that the evolution of the eastern slope of the Cerro
Gordo promontory was undoubtedly influenced by the outcrop-
ping Dark Schists Fm. as previous investigations had highlighted. Notwithstanding, the new geological-geomorphological map
(Fig. 2) and cross-sections (Fig. 3a, b) have yielded dissimilar
results compared to earlier works, which were based on the geo-
logical map of Avidad et al. (1973). This map was created prior to
significant advancements in tectonics during the 1980s (a period
when, for instance, the conceptual understanding of thrust sys-
tems underwent significant development) and suggested that
the promontory has a core of dark schists covered by the marble
unit. Our investigation conducted at a scale of 1:20,000 (utilizing
high-resolution aerial images, LiDAR DEM, and an extensive field
survey supported by UAV technology) unveiled the occurrence of
a NW-direct thrust dipping to the SE. This geological structure
is parallel to the eastern slope of Cerro Gordo promontory and,
therefore, would influence widely the slope processes here. These
novel insights and new geomorphological evidence allowed us to
redefine the geological and geomorphological conception of the
study area and subsequently to revise the local landslide concep-
tualization made by Notti et al. (2015), Mateos et al. (2017), and
Chacón et al. (2019). Landslides affected both sides of the Punta de la Mona promon-
tory (Fig. 10b) according to Notti et al. (2015) and Barra et al. (2022),
showing detached large marble boulders. EGMS InSAR data in La Herradura coastal section Meanwhile, the presence of schist interbedded
into the Marble Fm. would act as a sliding layer for marble blocks,
leading to their eventual mingling with the underlying weathered
and slid-down Dark Schists mass. In addition, the Dark Schists Fm. is of low permeability and concentrated groundwater on its top,
favouring landslide movements. This agrees with the InSAR moni-
toring that reordered higher ground movement velocities during
wet periods (Notti et al. 2015; Mateos et al. 2017; Chacón et al. 2019). Internal discontinuity planes of the marble bedrock manifested
as bedding, tectonic foliation, and joint families, constrained the
mobilized blocks. Meanwhile, the presence of schist interbedded
into the Marble Fm. would act as a sliding layer for marble blocks,
leading to their eventual mingling with the underlying weathered
and slid-down Dark Schists mass. In addition, the Dark Schists Fm. is of low permeability and concentrated groundwater on its top,
favouring landslide movements. This agrees with the InSAR moni-
toring that reordered higher ground movement velocities during
wet periods (Notti et al. 2015; Mateos et al. 2017; Chacón et al. 2019). Landslides affected both sides of the Punta de la Mona promon-
tory (Fig. 10b) according to Notti et al. (2015) and Barra et al. (2022),
showing detached large marble boulders. Again, the landslides that
are highlighted in the literature are only the active bodies. From
the morphological evidence, the eastern side, where Marina del
Este is located, was completely involved in a very extensive mass
movement, with only the central portion currently active, above
which the Marina del Este resort was built. From the bathymetric
trend, it is visible that the seabed slopes more gently than on the
western side of the promontory, most likely due to the transport
of sediments from the landslide deposit to the seabed close to the
shoreline. As a further indication of the above, the − 50 m isobath
also has an extension in the area below the slope (Fig. 6b). The west-
ern side is also entirely affected by gravitational processes, which
activity was recently displayed by Barra et al. (2022) and mapped
in our research for the first time. Internal discontinuity planes of the marble bedrock manifested
as bedding, tectonic foliation, and joint families, constrained the
mobilized blocks. Meanwhile, the presence of schist interbedded
into the Marble Fm. EGMS InSAR data in La Herradura coastal section According to our surveys and to the new land-
slide mapping, the landslide area would amount to about 1 × 106 m2,
five times more extension than the previously mapped landslides
(Fig. 11). It is important to clarify that not all the areas affected
by landslides are presently exhibiting clear signs of instability. Landslides 21 • (2024) 1284 10 Conceptual landscape model. 3D illustrations show the morphodynamic style that characterizes the promontories of Cerro Go
Punta de la Mona b. In addition to the large landslides present, the process of lateral spreading and block sliding is highlighted. For
ures (such as marble blocks or detachment areas) vertical scale is exaggerated more or less two times for a better view of the single b Fig. 10 Conceptual landscape model. 3D illustrations show the morphodynamic style that characterizes the promontories of Cerro Gordo
and Punta de la Mona b. In addition to the large landslides present, the process of lateral spreading and block sliding is highlighted. For som
features (such as marble blocks or detachment areas) vertical scale is exaggerated more or less two times for a better view of the single block Fig. 10 Conceptual landscape model. 3D illustrations show the morphodynamic style that characterizes the promontories of Cerro Gordo a
and Punta de la Mona b. In addition to the large landslides present, the process of lateral spreading and block sliding is highlighted. For some
features (such as marble blocks or detachment areas) vertical scale is exaggerated more or less two times for a better view of the single block Classical methods offer fresh insights in areas extensively
explored by advanced technologies This observation can
be attributed to the fact that all investigations thus far have been
limited to the damaged area of Cármenes del Mar resort, without
any broader research being undertaken in the region. Furthermore,
in the historical images, it can be recognized that the lower part of
the landslide shows two large marble blocks affected by an internal
process of lateral spread and block sliding provoked by the coastal
erosion (zoom of the aerial image in Fig. 3b). Nowadays, this zone is
covered by urban areas which prevents us from observing these fea-
tures. These features suggest an active movement in the date when
those photographs were taken. Currently, the landslide seems to be
inactive, which is also indicated by the calibrated EGMS InSAR data
(Fig. 8), as movement has not been detected in that area up to now. However, this should be treated with caution because the InSAR
data cover a limited range of time and ground movements (few
millimetres), and the technique could be blind for movements with
N-S orientations. Another feature worth mentioning in the area
of the Las Palomas landslide is the perturbation of the drainage
network caused by this landslide. The path of the main impluvium
of the slope is deflected showing a sharp bend. In the longitudinal
profile of the ravine, it is clear how there is an anomaly, in part
certainly due to the anthropic component, but with a change in
convexity downstream of the anomaly (Fig. 12). This could indicate
a diversion of the ravine due to lithological contrast between schist and marbles, due to the existence of a slipped marble block, or the
recent advance of the landslide body, in a centennial temporal scale. The impluvium, in the section previous to the anomaly, engraved
the main rock slump landslide deposit by crossing it and is diverted
due to the subsequent reactivation of the deposit and lithological
change of the marble block. Thanks to the geological and geomorphological field survey, the
use of multi-temporal aerial images and InSAR data, it was possible
to give a complete evolutionary picture of the La Herradura coastal
section. In Table 1, the present work is compared with the previous
scientific papers, which describe researches in this coastal section
apply advanced technologies, through the methods used, work
products, and results obtained. Notti et al. Classical methods offer fresh insights in areas extensively
explored by advanced technologies Nevertheless, it should be noted that landslide deposits typically
lack consolidation, and as such, an area currently deemed stable,
such as those discernible by InSAR, may undergo reactivation in the
future. This is particularly true during periods of exceptional rain-
fall events or earthquakes, which are common in the region. These
extraordinary events could also alter the linear constant trend of the
active landslides (Fig. 9) and trigger catastrophic accelerations of
these movements as it has already occurred in the extraordinary wet
period between 2009 and 2010 (Notti et al. 2015; Chacón et al 2019). Calaiza landslide is one of the most studied landslides in Spain
because of the countless significant damages to the overlying build-
ings and the forced evacuation of 42 dwellings (Chacón et al. 2019). This led to analyzing the activity, speed, and extent of landslide
displacement with all the latest techniques, particularly remotely
and from the geotechnical point of view. By concentrating only on Landslides 21 • (2024) 1285 1286
Original Paper
Fig. 11 Comparison of landslide boundaries defined by this study (red lines) and previous works (blue lines Notti et al. 2015; orange lines
Mateos et al. 2017; green lines Chacón et al. 2019) in both Cerro Gordo (a) and Punta de la Mona (b) promontories. It is clearly visible how the
use of different techniques leads to a much more defined picture of an area, mapping not only the active landslide portions but also those
that could reactivate Fig. 11 Comparison of landslide boundaries defined by this study (red lines) and previous works (blue lines Notti et al. 2015; orange lines
Mateos et al. 2017; green lines Chacón et al. 2019) in both Cerro Gordo (a) and Punta de la Mona (b) promontories. It is clearly visible how the
use of different techniques leads to a much more defined picture of an area, mapping not only the active landslide portions but also those
that could reactivate the analysis of the abovementioned things and not carrying out a
detailed geological and geomorphological survey at the scale of the
entire slope, the basis on which all the following analyses can then
be carried out has been lacking. This is also partly demonstrated
by the Las Palomas landslide. Classical methods offer fresh insights in areas extensively
explored by advanced technologies It is noteworthy that photointer-
pretation of historical images allowed the novel identification of
the latter landslide, which with a short runout, a large part of the
landslide body is mainly lying on the slope. This observation can
be attributed to the fact that all investigations thus far have been
limited to the damaged area of Cármenes del Mar resort, without
any broader research being undertaken in the region. Furthermore,
in the historical images, it can be recognized that the lower part of
the landslide shows two large marble blocks affected by an internal
process of lateral spread and block sliding provoked by the coastal
erosion (zoom of the aerial image in Fig. 3b). Nowadays, this zone is
covered by urban areas which prevents us from observing these fea-
tures. These features suggest an active movement in the date when
those photographs were taken. Currently, the landslide seems to be
inactive, which is also indicated by the calibrated EGMS InSAR data
(Fig. 8), as movement has not been detected in that area up to now. However, this should be treated with caution because the InSAR
data cover a limited range of time and ground movements (few
millimetres), and the technique could be blind for movements with
N-S orientations. Another feature worth mentioning in the area
of the Las Palomas landslide is the perturbation of the drainage
network caused by this landslide. The path of the main impluvium
of the slope is deflected showing a sharp bend. In the longitudinal
profile of the ravine, it is clear how there is an anomaly, in part
certainly due to the anthropic component, but with a change in
convexity downstream of the anomaly (Fig. 12). This could indicate
a diversion of the ravine due to lithological contrast between schist the analysis of the abovementioned things and not carrying out a
detailed geological and geomorphological survey at the scale of the
entire slope, the basis on which all the following analyses can then
be carried out has been lacking. This is also partly demonstrated
by the Las Palomas landslide. It is noteworthy that photointer-
pretation of historical images allowed the novel identification of
the latter landslide, which with a short runout, a large part of the
landslide body is mainly lying on the slope. Classical methods offer fresh insights in areas extensively
explored by advanced technologies (2015) have analyzed
landslides in Punta de la Mona promontory using Permanent Scat-
terers (PS)InSAR technique, mapping all the active processes and
made a building damages assessment; furthermore, they compared
recent photos with historical pre-urbanization images but focaliz-
ing only on the active portion of Marina del Este landslide. Mateos
et al. (2017) have examined the Calaiza landslide on Cerro Gordo
promontory combining PSInSAR and UAV photogrammetry; they
mapped the active landslide deposits and smaller, shallower mar-
ble blocks, studied the recent reactivations of the landslide body
in relation to exceptional rainfall events, and compiled a build-
ing damages inventory. Chacón et al. (2019) focused on the Calaiza
landslide, meticulously describing all the interventions carried
out to stabilize the slope over the years and compiling an inven-
tory of damages. Barra et al. (2022) chose the two promontories
as study areas, starting from the PSInSAR data and providing a
map of damages for the Calaiza, Punta de la Mona, and Marina
del Este landslides while always considering recent activity. The
application of a large variety of remote sensing techniques but Landslides 21 • (2024) 1286 1287
Fig. 12 Longitudinal profile of a ravine perturbated by Las Palomas landslide. The red arrow shows a relief anomaly (sharp slope) defined by
a profile-changing curvature. Other relief anomalies are related to anthropic works. In the aerial image, the diverted path of the impluvium is
clearly visible (red circle) Fig. 12 Longitudinal profile of a ravine perturbated by Las Palomas landslide. The red arrow shows a relief anomaly (sharp slope) defined by
a profile-changing curvature. Other relief anomalies are related to anthropic works. In the aerial image, the diverted path of the impluvium is
clearly visible (red circle) problems, and the presence of the sea are some of the aspects that
make classical field surveys difficult on rocky coasts, as in the case
study described. For this reason, remote surveys are widely used in
these environments, both for their convenience and their lower cost. Furthermore, they have, for example, taken advantage of UAVs and
Land Surface Quantitative (LSQ) analysis based on high-resolution
DEMs, in particular when studying gravitational processes (Devoto
et al. 2020; Troiani et al. 2020; Piacentini et al. 2021). In our case,
the coastal stretch of La Herradura revealed the important role
of UAVs in the exploration of cliff areas, as well as in providing
additional perspectives on the ground. Classical methods offer fresh insights in areas extensively
explored by advanced technologies In addition, with the help
of high-resolution DEM, we were able to discern geological and
geomorphological features and understand the landscape from dif-
ferent points of view. Thanks to InSAR techniques, researchers in
previous works were able to identify active zones where impercep-
tible movements developed. In this sense, active landslides can be
remotely analyzed, monitored, and mapped using InSAR data and
nowadays, more easily through web-based digital platforms that
provide already processed data (Galve et al. 2017; EGMS 2023). By
exploiting the InSAR data from the EGMS Explorer (Fig. 8), it can
be seen that ground displacement is registered in the most impor-
tant landslides described in this work: Calaiza, Playa, Punta de la
Mona, and Marina del Este. Notice that the detection sensitivity
varies between the ascending and descending orbit data, and dis-
placement is not equally captured in both geometries for all land-
slides. In this regard, the availability of InSAR data in the two geom-
etries of the EGMS was truly valuable, preventing the oversight of
active landslides that could be undetected using a single geometry. However, as demonstrated by this study, all the aforementioned
techniques are complementary. Each one provides information at without the knowledge provided by a more extensive survey (Notti
et al. 2015; Mateos et al. 2017; Chacón et al. 2019; Barra et al. 2022)
allowed to describe in detail only 40% of the existing landslides
in La Herradura coastal section (Fig. 11). All the landslides previ-
ously reported correspond to active instabilities, which occurrence
is also evidenced by damages observed in urban areas. However,
the geological and geomorphological mapping at the 1:20,000-scale
conducted in our work has enabled the identification of additional
landslide bodies in the same area. It is crucial to consider the
occurrence of a priori inactive landslides in land management as
they have the potential to be reactivated by human activities (e.g.,
excavations, new constructions, drainage network modifications). Consequently, their reactivation could significantly impact urban
areas and infrastructures. In addition, the meticulous field survey-
ing has led to the recognition of novel instability processes, includ-
ing the lateral-spreading and sliding of marble blocks. The presence
of these boulders has been previously documented by Notti et al. (2015) and Mateos et al. (2017), but these researches do not link
these blocks with the landslides’ dynamics. Classical methods offer fresh insights in areas extensively
explored by advanced technologies Two escarpments have
been also discovered in Cerro Gordo promontory through field-
work, suggesting the development of a major potential instability
that affects the entire slope. New technologies supporting classical methods and their synergies In the previous section, the advantages of carrying out geomor-
phological and geological surveys as a complement to remote
sensing surveys have been outlined. However, it is also important
to underline the importance of remote sensing techniques to sup-
port classical methods. For example, site accessibility, logistical Landslides 21 • (2024) 1287 Table 1 Comparison table between the present work and previous works in the La Herradura coastal section. Only 40% of the landslides
evidence and processes were detected and mapped by previous works, even those that had not been identified because they showed in the
present day no activity
a InSAR data produced by the authors
b Peñón del Lobo landslide was already mapped by Chacón et al. (2007) in their inventory of the Province of Granada
Notti
et al. (2015)
Mateos
et al. (2017)
Chacón
et al. (2019)
Barra
et al. (2022)
This work
Methods
Interferometry
InSARa
x
x
x
Photointerpretation
Recent aerial or
satellite images
x
x
x
x
Historical images
x
x
x
x
UAV (drone) images
x
x
Field surveying
Geological mapping
x
x
x
x
Geomorphological
mapping
x
x
Damages inspection
x
x
x
Landslides activity
Active processes
x
x
x
x
x
No evidence of
active processes
x
Products
Products
Geomorphological
assessment
x
Geological map
x
x
Geomorphological
map
x
x
Building damages
inventory
x
x
x
x
Results
Landforms
Landslides
Cerro Gordo
promontory
Cantarriján
x
x
x
Calaiza
x
x
x
x
Las Palomas
x
Punta de
la Mona
promontory
Playa
x
Punta de la
Mona
x
x
Marina del Este
x
x
x
Peñón del
Lobob
x
Detached large
marble blocks
x
x
x
Upper scarps of
Cerro Gordo
promontory
x
Types of instability
processes
Rock slump
x
x
x
x
Superficial slow-
moving earthflow
x
x
x
x
Superficial lateral-
spreading and
block-sliding
x
Rock falls
x Table 1 Comparison table between the present work and previous works in the La Herradura coastal section. Only 40% of the landslides
evidence and processes were detected and mapped by previous works, even those that had not been identified because they showed in the
present day no activity evidence and processes were detected and mapped by previous works, even those that had not been identified because they showed in the
present day no activity
a InSAR data produced by the authors
b Peñón del Lobo landslide was already mapped by Chacón et al. New technologies supporting classical methods and their synergies (2007) in their inventory of the Province of Granada
Notti
et al. (2015)
Mateos
et al. (2017)
Chacón
et al. (2019)
Barra
et al. (2022)
This work
Methods
Interferometry
InSARa
x
x
x
Photointerpretation
Recent aerial or
satellite images
x
x
x
x
Historical images
x
x
x
x
UAV (drone) images
x
x
Field surveying
Geological mapping
x
x
x
x
Geomorphological
mapping
x
x
Damages inspection
x
x
x
Landslides activity
Active processes
x
x
x
x
x
No evidence of
active processes
x
Products
Products
Geomorphological
assessment
x
Geological map
x
x
Geomorphological
map
x
x
Building damages
inventory
x
x
x
x
Results
Landforms
Landslides
Cerro Gordo
promontory
Cantarriján
x
x
x
Calaiza
x
x
x
x
Las Palomas
x
Punta de
la Mona
promontory
Playa
x
Punta de la
Mona
x
x
Marina del Este
x
x
x
Peñón del
Lobob
x
Detached large
marble blocks
x
x
x
Upper scarps of
Cerro Gordo
promontory
x
Types of instability
processes
Rock slump
x
x
x
x
Superficial slow-
moving earthflow
x
x
x
x
Superficial lateral-
spreading and
block-sliding
x
Rock falls
x a InSAR data produced by the authors AR data produced by the authors
ón del Lobo landslide was already mapped by Chacón et al. (2007) in their inventory of the Province of Granada InSAR data produced by the authors
b Peñón del Lobo landslide was already mapped by Chacón et al. (2007) in their inventory of the Province of Granada Peñón del Lobo landslide was already mapped by Chacón et al. (2007) in their inventory of the Province of Granada Landslides 21 • (2024) 1288 varying spatial and temporal scales with precisions that collectively
enable a more certain diagnosis of slope conditions. urbanized. The occurrence of these inactive or quiescent landslides
must be considered in land management due to the potential for
reactivation resulting from anthropic activities or extreme rainfalls. In conclusion, the present work shows the immense value of
traditional geomorphological and geological survey approaches
that complement novel techniques and facilitate multidisciplinary
investigations, as well as the great advances made in mapping tech-
niques assisted by remote sensing technologies. The accessibility
of InSAR data through EGMS has provided widespread access to
this valuable information. However, it is essential to emphasize that
detailed geological and geomorphological investigations combin-
ing fieldwork and remote sensors are crucial to avoid misinterpre-
tations. New technologies supporting classical methods and their synergies These investigations play a critical role in understanding
ground motions detected by InSAR techniques and developing
accurate conceptual models of slope instabilities. Furthermore,
geological maps typically prioritize tectonics and stratigraphy
and may not specifically address slope instability investigations. Therefore, it is necessary to conduct a thorough review of previous
geological data at the local scale to check them as the first step to
gain a comprehensive understanding of slope processes and enable
effective risk assessment. By incorporating these investigations, we
can ensure a more robust and reliable analysis of slope instabilities. In summary, we illustrate the importance of thorough geological
and geomorphological studies focused on understanding the con-
text of landslides in ensuring an accurate interpretation of remotely
sensed information. This work serves as a call to action for geolo-
gists and geomorphologists to meticulously review existing map-
ping and update it as needed, thereby enhancing the reliability of
terrain information and instilling greater confidence in the inter-
pretation of remotely sensed data. It also highlights the growing
reliance on InSAR and other advanced technologies, which may
lead to a focus solely on areas in motion during data acquisition,
potentially underestimating the true extent of landslides as exem-
plified in the described case study. In this regard, the incorporation
of qualitative geological and geomorphological information can
prevent misinterpretations, ensuring the effectiveness of landslide
risk assessment. Acknowledgements We would like to thank Inmobiliaria de La Cuesta for providing a
UAV video of a part of Punta de La Mona’s rocky coastline. Con-
sejería de Sostenibilidad, Medio Ambiente y Economía Azul (Junta
de Andalucía) authorized the research within the Special Area of
Conservation: Natural Site of Maro-Cerro Gordo Cliffs (ES6170002)
and Cliff and Seabed of Punta de la Mona cape (ES6140016). Conclusion A new comprehensive conceptual model has been developed for
the La Herradura coastal section, which serves as an example
case in the landslide paragraph of the Product User Manual of
the EGMS. The model incorporates instability mechanisms and
their extension in relation to the lithology and structure of the
bedrock. The conceptual model identifies three main types of
instabilities: (i) a deep rock slump movement occurring along
a failure surface at a depth of 20–40 m, (ii) surface movements
resulting from slow-moving earth flows, lateral spreads, and sliding
of large marble blocks resembling ploughing boulders found in
periglacial environments, and (iii) local toppling and rockfall pro-
cesses involving scarps and detached marble blocks. Furthermore,
a potential major movement affecting the entire slope has also
been deducted. All these landslides are associated with the tectonic
contact between Triassic marbles and Permian-Triassic schists. Intensive schist weathering has resulted in a surface deposit with
a more plastic behaviour, facilitating the sliding of marble blocks. These blocks were detached following the natural bedding, tec-
tonic foliation, and fissures of the marble, which derived from an
intense tectonic deformation. Data availability The data employed in this work are available on request from the
corresponding authors. The development of a new comprehensive model was made
possible through an in-depth geological and geomorphological
investigation supported by fieldwork, historical and recent aer-
ial photography (1956–2022), a LiDAR 1-m resolution DEM, and
advanced technologies such as unmanned aerial vehicle (UAV)
imagery and InSAR. The geological map was meticulously revised
with the study objective in mind, and the geomorphological map-
ping focused specifically on slope processes. These techniques have
led to the discovery of previously unknown landslides along the
La Herradura coast, which were not detected using remote sens-
ing alone over the past two decades. Remote sensing methods only
identified approximately 40% of the existing landslides, whereas
their actual extent is five times greater than previously known. The
detailed geological and geomorphological survey also revealed the
presence of apparently inactive landslides, some of which have been Funding Funding for open access publishing: Universidad de Granada/
CBUA. Funding for open access publishing: Universidad de Gra-
nada/CBUA. The research was supported by the following funds: the
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app10144793 Davide Torre · Marco Menichetti
Department of Pure and Applied Sciences, University of Urbino
“Carlo Bo”, Via Aurelio Saffi 2, 61029 Urbino, Italy Davide Torre · Marco Menichetti
Department of Pure and Applied Sciences, University of Urbino
“Carlo Bo”, Via Aurelio Saffi 2, 61029 Urbino, Italy Jorge Pedro Galve (*) · Cristina Reyes‑Carmona ·
David Alfonso‑Jorde · José Miguel Azañón
Department of Geodynamics, University of Granada, Avenida del
Hospicio s/n, 18010 Granada, Spain
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based mapping in engineering geological surveys: considerations
for optimum results. Eng Geol 232:12–21. https://doi.org/10.1016/j.
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Lacruz J, Beguería S, Morán-Tejeda E, El Kenawy A (2011) Extreme
winter precipitation in the Iberian Peninsula in 2010: anomalies, driv-
ing mechanisms and future projections. Clim Res 46:51–65. https:// Daniel Ballesteros Daniel Ballesteros Department of Earth Sciences and Condensed Matter Physics,
University of Cantabria, Avenida de los Castros s/n 39005 Santander,
Spain g
Williams JR, Platt JP (2017) Superposed and refolded metamorphic iso-
grads and superposed directions of shear during late orogenic exten-
sion in the Alborán Domain, southern Spain. Tectonics 36:756–786. https://doi.org/10.1002/2016TC004358 Williams JR, Platt JP (2017) Superposed and refolded metamorphic iso-
grads and superposed directions of shear during late orogenic exten-
sion in the Alborán Domain, southern Spain. Tectonics 36:756–786. https://doi.org/10.1002/2016TC004358 Daniela Piacentini · Francesco Troiani
Department of Earth Sciences, Sapienza University of Rome, P.le Aldo
Moro, 00185 Rome, Italy Daniela Piacentini · Francesco Troiani
Department of Earth Sciences, Sapienza University of Rome, P.le Aldo
Moro, 00185 Rome, Italy 1292
Landslides 21 • (2024) 1292
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ARTICLE 1 Institute for Biology, Experimental Biophysics, Humboldt-Universität zu Berlin, 10115 Berlin, Germany. 2 Department of Physics and Astronomy, Faculty of
Science, Vrije Universiteit Amsterdam, De Boelelaan 1081, 1081 HV Amsterdam, The Netherlands. 3 Fritz Haber Center for Molecular Dynamics, Institute of
Chemistry, The Hebrew University of Jerusalem, 9190401 Jerusalem, Israel. 4 Molecular Sensory Systems, Center of Advanced European Studies and
Research (caesar), Ludwig-Erhard-Allee 2, 53175 Bonn, Germany. ✉email: matthias.broser@hu-berlin.de NeoR, a near-infrared absorbing rhodopsin Matthias Broser
1✉, Anika Spreen1, Patrick E. Konold2, Enrico Peter
1, Suliman Adam
Igor Schapiro
3, Reinhard Seifert4, John T. M. Kennis
2, Yinth Andrea Bernal Sierra Matthias Broser
1✉, Anika Spreen1, Patrick E. Konold2, Enrico Peter
1, Suliman Adam
3, Veniamin Borin
3,
Igor Schapiro
3, Reinhard Seifert4, John T. M. Kennis
2, Yinth Andrea Bernal Sierra
1 & Peter Hegemann
1 The Rhizoclosmatium globosum genome encodes three rhodopsin-guanylyl cyclases (RGCs),
which are predicted to facilitate visual orientation of the fungal zoospores. Here, we show
that RGC1 and RGC2 function as light-activated cyclases only upon heterodimerization with
RGC3 (NeoR). RGC1/2 utilize conventional green or blue-light-sensitive rhodopsins (λmax =
550 and 480 nm, respectively), with short-lived signaling states, responsible for light-
activation of the enzyme. The bistable NeoR is photoswitchable between a near-infrared-
sensitive (NIR, λmax = 690 nm) highly fluorescent state (QF = 0.2) and a UV-sensitive non-
fluorescent state, thereby modulating the activity by NIR pre-illumination. No other rhodopsin
has been reported so far to be functional as a heterooligomer, or as having such a long
wavelength
absorption
or
high
fluorescence
yield. Site-specific
mutagenesis
and
hybrid quantum mechanics/molecular mechanics simulations support the idea that the
unusual photochemical properties result from the rigidity of the retinal chromophore and a
unique counterion triad composed of two glutamic and one aspartic acids. These findings
substantially expand our understanding of the natural potential and limitations of spectral
tuning in rhodopsin photoreceptors. 1 Institute for Biology, Experimental Biophysics, Humboldt-Universität zu Berlin, 10115 Berlin, Germany. 2 Department of Physics and Astronomy, Faculty of
Science, Vrije Universiteit Amsterdam, De Boelelaan 1081, 1081 HV Amsterdam, The Netherlands. 3 Fritz Haber Center for Molecular Dynamics, Institute of
Chemistry, The Hebrew University of Jerusalem, 9190401 Jerusalem, Israel. 4 Molecular Sensory Systems, Center of Advanced European Studies and
Research (caesar), Ludwig-Erhard-Allee 2, 53175 Bonn, Germany. ✉email: matthias.broser@hu-berlin.de 1 NATURE COMMUNICATIONS | (2020) 11:5682 | https://doi.org/10.1038/s41467-020-19375-8 | www.nature.com/naturecommunicati TURE COMMUNICATIONS | (2020) 11:5682 | https://doi.org/10.1038 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 R
h
t
v from distinct families revealed that RGC1/2 and RGC3(NeoR)
from R. globosum separate as two distinct phylogenetic branches
(Fig. 1a and Supplementary Fig. 1). In contrast the coiled-coil
linker and the cyclase domain are highly conserved among all
three proteins (Supplementary Fig. 2). R
hodopsins are widely distributed sensory photoreceptors
that, among other functions, promote different levels of
vision in prokaryotes, algae, and animals1,2. Results
F
i Functional characterization of R. globosum RGCs. Phylogenetic
analysis and multiple sequence alignment of the three R. globo-
sum RGC rhodopsin modules with other microbial rhodopsins Normalized Photoresponse
0
0.5
1
λ (nm)
400
500
600
700
Absorbance
(RGC2)
Actionspectrum
(NeoR/RGC2)
0
0.5
1
Normalized absorbance
10 s
200 nA
RGC1 + NeoR
RGC2 + NeoR
NeoR
RGC1 + RGC2
0
–0.3
–0.6
–0.9
–1.2
Initial slope nA/s
RGC1
+
NeoR
RGC2
+
NeoR
RGC1
+
RGC2
RGC1
RGC2
NeoR
N=8
N=15
N=23
N=20
N=10
N=18
a
b
Tree scale: 1
Enzymerhodopsins
RhoPDE
RGC
HKR
HR
PR
BR
NaR
ACR
MerMAIDs
CCR
Ion-pumping
rhodopsins
Channelrhodopsins
RGC2 (R. globosum)
RGC1 (R. globosum)
NeoR (
NeoR (R. globosum
R. globosum)
c
d
e
1
10
0
200
400
600
800
1000
1200
1400
Photocurrent (pA)
660 nm cwi
(N=8)
Light intensity (mW·mm–2)
EC50 = 4.60 mW·mm-2
100 pA
10 s
Dark background
(N=7)
EC50 = 4.64 mW·mm-2
NeoR
RGC1/2
GTP
cGMP
Fig. 1 Phylogeny, model, and activity of the Rhizoclosmatium globosum rhodopsin-guanylyl cyclases (RGCs). a Unrooted phylogenetic tree of microbial
hodopsins, with red circles indicating bootstrap values >90%; the scale bar represents average amino acid substitutions per site. b Model of R. globosum
heterodimeric RGCs: rhodopsins, magenta (RGC1/2) and cyan (NeoR); cyclase, blue; and linker, yellow. c Representative currents from Xenopus oocytes
expressing RGC1/2 and NeoR individually or in combination, in response to a 2 s light pulse (yellow box); initial photocurrent slopes are plotted as mean ±
standard error (s.e.m.); N = number of biological replicates. d Photocurrent action spectrum (red squares; means ± standard deviation (s.d.), derived from
hree biological replicates) of RGC2/NeoR in ND7/23 cells, normalized to the maximum current underlayed by the RGC2 absorption. e Photocurrents
means ± s.e.m., with N = number of biological replicates) of RGC2/NeoR heterodimers generated by 10 ms blue-light (490 nm) flashes of different
ntensities (as visualized in the inset) in the absence (blue cycles) or presence (red cycles) of 660 nm background light (continuous wave illumination
cwi)). 10 s
200 nA
RGC1 + NeoR
RGC2 + NeoR
NeoR
RGC1 + RGC2
0
–0.3
–0.6
–0.9
–1.2
Initial slope nA/s
RGC1
+
NeoR
RGC2
+
NeoR
RGC1
+
RGC2
RGC1
RGC2
NeoR
N=8
N=15
N=23
N=20
N=10
N=18
c a
Tree scale: 1
Enzymerhodopsins
RhoPDE
RGC
HKR
HR
PR
BR
NaR
ACR
MerMAIDs
CCR
Ion-pumping
rhodopsins
Channelrhodopsins
RGC2 (R. globosum)
RGC1 (R. NeoR, a near-infrared absorbing rhodopsin Although
rhodopsins have been color tuned over a wide spectral range
during evolution, as well as by molecular engineering3, the limits
of detection towards both ends of the spectrum into the ultra-
violet (UV) and far-red ranges have not been systematically
explored experimentally or by theoretical approaches4. To characterize their function, we first expressed the three
putative RGCs of R. globosum in Xenopus laevis oocytes, in
conjunction with the cGMP-activated cyclic nucleotide-gated
(CNG)-A2 ion channel from rat olfactory neurons7. Photocur-
rents were exclusively observed when RGC1 or RGC2 were co-
expressed with NeoR and CNG-A2, while neither the combina-
tion of RGC1 with RGC2 nor individually expressed constructs
showed any light response (Fig. 1c). This suggested that both
RGC1 and RGC2 are only functional after forming heterodimers
with NeoR (RGC1/NeoR and RGC2/NeoR; Fig. 1b). To our
knowledge, heterodimerization has not been reported for any
rhodopsin, although it does occur with the rhodopsin-related
odorant
receptors
(ORs)
in
Drosophila
olfactory
sensory
neurons8. Next,
we
expressed
RGC1,
RGC2,
and
NeoR
individually and in different combinations together with an
engineered cGMP-gated potassium-selective channel in mamma-
lian hybrid cells (ND7/23). Once again, neither RGC1, RGC2, nor
NeoR alone were able to produce any photocurrents when
co-expressed with the channel in ND7/23 cells. In contrast, In several flagellated fungal zoospores, photoorientation is
mediated by homodimeric rhodopsin cyclases (termed RhGCs or
simply RGCs; Fig. 1a), in which rhodopsins are directly linked to
type III guanylyl cyclases for cyclic GMP (cGMP) upregulation
upon illumination (cartoon in Fig. 1b)5. Here, we describe two
RGCs (RGC1 and RGC2) of the fungus Rhizoclosmatium globo-
sum6, from the phylum Chytridiomycota (Fig. 1a and Supple-
mentary Fig. 1), each containing a classic blue-green absorbing
rhodopsin, which heterodimerize with another uncharacterized
rhodopsin, RGC3 or neorhodopsin (NeoR), that we show has
sensitivity in the near-infrared (NIR) spectrum. Results
F
i NATURE COMMUNICATIONS | (2020) 11:5682 | https://doi.org/10.1038/s41467-020-19375-8 | www.nature.com/naturecommunicatio 2 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 RGC2/NeoR displayed photocurrents with maximal sensitivity in
the blue, that were graded with the light-intensity with half-
saturation EC50 = 4.6 mW mm−2 (Fig. 1d, e). Although the
action spectrum shows no photoresponse in the red spectral
range (Fig. 1d), continuous background-illumination with 660
nm
light
resulted
in
significantly
increased
photocurrent
amplitudes evoked by the application of 490 nm light flashes in
a light titration experiment, while the light saturation behavior of
the signal remained unaffected (Fig. 1e red dots, Supplementary
Fig. 3a). Enlarged photocurrent amplitudes were also observed in
single cell experiments upon pre-illumination with a 660 nm light
pulse for 15 s (Supplementary Fig. 3b, c). RGC1/NeoR tended to
precipitate in large intracellular clusters and were only poorly
targeted to the plasma membrane (Supplementary Fig. 4a), with
the consequence that no photoresponses were observed in ND7/
23 cells. known animal vision11. However, these photoreceptor proteins
remain uncharacterized, and their light-sensitive cofactors are
unknown. Notably, the used R. globosum strain JEL800 was ori-
ginally isolated from purified shrimp chitin, although the sig-
nificance of this correlation is unclear12. NeoR is a photochromic bistable rhodopsin with a highly
fluorescent NIR-state. We further found that the NeoR main
absorption band disappears upon illumination with far-red light
and gives rise to short-wavelength absorption, with a maximum
at 367 nm (Fig. 2b). This UV-absorbing state is also thermally
stable but can be completely reconverted into the NIR state by
illumination with UV light (Fig. 2c, d), thereby disclosing that
NeoR is a photochromic bistable rhodopsin, i.e., a rhodopsin with
two thermally stable states that are spectrally distinct2,13. The
spectral properties are similar for the NeoR full-length protein
and the rhodopsin fragment in detergent and protein/lipid
nanodiscs (Supplementary Fig. 5a–c). According to these results,
the increased photocurrents observed for RGC2/NeoR hetero-
dimers in ND7/23 cells by illumination with far-red light may be
assigned to NeoR that is switched between the two states NeoR690
and NeoR367. However, the application of UV light (365 nm)
required for reconversion to RGC2/NeoR690 leads to strong
enzyme activation and reduced patch quality, which hindered us
from further investigating the reversibility of photocurrent
modulation. Spectral properties of the rhodopsin domains. To better
understand the spectral properties of the R. Results
F
i globosum RGCs, we
expressed the rhodopsin fragments of all three proteins in human
embryonic kidney cells (HEK-T) and insect cells (Sf21). The
recombinant RGC1 (from HEK-T) and RGC2 (from Sf21) frag-
ments were purified with low yield as red and yellow proteins
with typical rhodopsin spectra showing maxima at 550 and 480
nm, respectively, the latter corresponding to the RGC2/NeoR-
dimer action spectra measured in ND7/23 cells (Figs. 1e and 2a). NeoR expressed well in both systems and purified recombinant
NeoR appeared turquoise or cyan (Inset Fig. 2a), with the main
narrow band displaying an absorption maximum at 690 nm, a
shoulder at 640 nm, and a second lower visible absorption around
400 nm. No other naturally occurring microbial rhodopsin ever
showed a peak absorption beyond 610 nm9, and the spectra from
only a few animal rhodopsins have been predicted as such,
including the goldfish and salamander red cones (λmax = 617 nm
and 615 nm, respectively), both incorporating 3,4-dehydroretinal
(A2-retinal) as chromophore10. Some of the many rhodopsins
from crustacean shrimps, however, may have indeed maxima
near 700 nm, a range that is far beyond human and any other Both, the NIR absorption and the spectral band shape resemble
phytochromes that use linear tetrapyrroles as the chromophore
(Fig. 2e). However, in the absence of retinal no functional
rhodopsin was produced when recombinant NeoR was expressed
in insect cells, whereas supplementation of the growth media with
3,4-dehydroretinal (A2-retinal) resulted a NeoR with an absorp-
tion band even further bathochromic shifted to 759 nm (A2-
NeoR; Fig. 2e) and well-preserved bimodal photoswitching. Such
a large shift of 70 nm (1317 cm−1) for A2 compared to A1 has
never been observed for a rhodopsin to our knowledge14,15. Results
F
i Similar to other retinylidene proteins, denaturation of NeoR leads
to the appearance of a 440 nm absorption band (Supplementary Normalized absorbance
0
0.5
1
λ (nm)
λ (nm)
λ (nm)
λ (nm)
λ (nm)
λ (nm)
400
500
600
700
800
690 nm
550 nm
480 nm
367 nm
Normalized absorbance
0
0.5
1
500
600
700
800
900
NeoR (A2)
NeoR (A1)
iRFP (BV)
A1-retinal
A2-retinal
BV
NH
NH
HN
N
H
S-Cys
COOH
COOH
O
O
NH+
Lys
NH+
Lys
RGC2
RGC1
NeoR690
NeoR367
Normalized Fluorescence
0
0.5
1
600
700
800
Em@720 nm
NeoR690
Ex@650 nm
NeoR690
Ex@650 nm NeoR367
690 nm
707 nm
Absorbance
NeoR690
Bleaching
640 nm
Recovery
405 nm
i)
ii)
iii)
a
b
c
d
400
500
600
700
800
-0.3
-0.2
-0.1
0
0.1
ΔAbs (OD)
NeoR690
EADS 1.1 ns
465 nm
excited state
absorption
Stimulated
emission
708 nm
762 nm
e
f
0
1
2
3
Delay / ns
-0.2
0
ΔAbs / OD
708 nm
fit
Absorbance at 690 nm
0.3
0.4
0.5
Time (s)
0
1.000
2.000
3.000
680 nm
375 nm
Absorbance
0
0.1
0.2
0.3
300
400
500
600
700
800
NeoR690
NeoR690 60 s
NeoR690 120 s
NeoR690 240 s
NeoR690 420 s
367 nm
690 nm
Absorbance
0
0.1
0.2
0.3
300
400
500
600
700
800
NeoR367
NeoR367 10 s
NeoR367 20 s
NeoR367 60 s
NeoR367 180 s
367 nm
690 nm
Illumination with 680 nm
Illumination with 375 nm
g
h
Fig. 2 Spectral properties of purified rhodopsin domains from the R. globosum RGCs. a Normalized absorption spectra of the purified recombinant
rhodopsin domains from RGC1, RGC2, and NeoR (red and UV-form); picture of the purified NeoR sample, inset. b Reversible bleaching of NeoR690 with
680 nm light. c Reversible bleaching of NeoR367 with 375 nm light. d Kinetic traces of NeoR bleaching with 680 nm light and subsequent recovery by 375
nm illumination. e Absorption spectra of purified NeoR expressed in media supplemented with A1-retinal or 3,4-dihydro-retinal (A2), as compared to those
from biliverdin (BV)-containing iRFP50. f Fluorescence spectra of NeoR690: excitation (dots) overlaid with the absorbance (red) and emission (green). g Evolution-associated difference spectra (EADS) of fs–ns transient absorption spectra derived from pump-probe experiments, time trace at 708 nm, inset
h Representative confocal images of NeoR fluorescence (red) and the C-terminal eGFP tag (green) in ND7/23 cells. Results
F
i globosum)
NeoR (
NeoR (R. globosum
R. globosum) a c Normalized Photoresponse
0
0.5
1
λ (nm)
400
500
600
700
Absorbance
(RGC2)
Actionspectrum
(NeoR/RGC2)
0
0.5
1
Normalized absorbance
NeoR
NeoR
RGC2
b
d
e
1
10
0
200
400
600
800
1000
1200
1400
Photocurrent (pA)
660 nm cwi
(N=8)
Light intensity (mW·mm–2)
EC50 = 4.60 mW·mm-2
100 pA
10 s
Dark background
(N=7)
EC50 = 4.64 mW·mm-2
NeoR
RGC1/2
GTP
cGMP Normalized Photoresponse
0
0.5
1
λ (nm)
400
500
600
700
Absorbance
(RGC2)
Actionspectrum
(NeoR/RGC2)
0
0.5
1
Normalized absorbance
d
e
1
10
0
200
400
600
800
1000
1200
1400
Photocurrent (pA)
660 nm cwi
(N=8)
Light intensity (mW·mm–2)
EC50 = 4.60 mW·mm-2
100 pA
10 s
Dark background
(N=7)
EC50 = 4.64 mW·mm-2
P Normalized Photoresponse
0
0.5
1
λ (nm)
400
500
600
700
Absorbance
(RGC2)
Actionspectrum
(NeoR/RGC2)
0
0.5
1
Normalized absorbance
d b
NeoR
RGC1/2
GTP
cGMP e
1
10
0
200
400
600
800
1000
1200
1400
Photocurrent (pA)
660 nm cwi
(N=8)
Light intensity (mW·mm–2)
EC50 = 4.60 mW·mm-2
100 pA
10 s
Dark background
(N=7)
EC50 = 4.64 mW·mm-2 d b e e Light intensity (mW·mm–2) Fig. 1 Phylogeny, model, and activity of the Rhizoclosmatium globosum rhodopsin-guanylyl cyclases (RGCs). a Unrooted phylogenetic tree of microbial
rhodopsins, with red circles indicating bootstrap values >90%; the scale bar represents average amino acid substitutions per site. b Model of R. globosum
heterodimeric RGCs: rhodopsins, magenta (RGC1/2) and cyan (NeoR); cyclase, blue; and linker, yellow. c Representative currents from Xenopus oocytes
expressing RGC1/2 and NeoR individually or in combination, in response to a 2 s light pulse (yellow box); initial photocurrent slopes are plotted as mean ±
standard error (s.e.m.); N = number of biological replicates. d Photocurrent action spectrum (red squares; means ± standard deviation (s.d.), derived from
three biological replicates) of RGC2/NeoR in ND7/23 cells, normalized to the maximum current underlayed by the RGC2 absorption. e Photocurrents
(means ± s.e.m., with N = number of biological replicates) of RGC2/NeoR heterodimers generated by 10 ms blue-light (490 nm) flashes of different
intensities (as visualized in the inset) in the absence (blue cycles) or presence (red cycles) of 660 nm background light (continuous wave illumination
(cwi)). Results
F
i NeoR is reversibly bleached by
illumination with 640- and 405 nm light. The reversible bleaching of NeoR fluorescence in single cells was repeated in three independent experiments
using five fields of view each. Scale bar, 100 µm. d
Absorbance at 690 nm
0.3
0.4
0.5
Time (s)
0
1.000
2.000
3.000
680 nm
375 nm λ (nm)
b
Absorbance
0
0.1
0.2
0.3
300
400
500
600
700
800
NeoR690
NeoR690 60 s
NeoR690 120 s
NeoR690 240 s
NeoR690 420 s
367 nm
690 nm
Illumination with 680 nm Normalized absorbance
0
0.5
1
λ (nm)
400
500
600
700
800
690 nm
550 nm
480 nm
367 nm
RGC2
RGC1
NeoR690
NeoR367
a λ (nm)
c
Absorbance
0
0.1
0.2
0.3
300
400
500
600
700
800
NeoR367
NeoR367 10 s
NeoR367 20 s
NeoR367 60 s
NeoR367 180 s
367 nm
690 nm
Illumination with 375 nm b c a d λ (nm)
Normalized Fluorescence
0
0.5
1
600
700
800
Em@720 nm
NeoR690
Ex@650 nm
NeoR690
Ex@650 nm NeoR367
690 nm
707 nm
Absorbance
NeoR690
f λ (nm)
400
500
600
700
800
-0.3
-0.2
-0.1
0
0.1
ΔAbs (OD)
NeoR690
EADS 1.1 ns
465 nm
excited state
absorption
Stimulated
emission
708 nm
762 nm
0
1
2
3
Delay / ns
-0.2
0
ΔAbs / OD
708 nm
fit
g λ (nm)
Normalized absorbance
0
0.5
1
500
600
700
800
900
NeoR (A2)
NeoR (A1)
iRFP (BV)
A1-retinal
A2-retinal
BV
NH
NH
HN
N
H
S-Cys
COOH
COOH
O
O
NH+
Lys
NH+
Lys
e h f g Bleaching
640 nm
Recovery
405 nm
i)
ii)
iii)
h e Fig. 2 Spectral properties of purified rhodopsin domains from the R. globosum RGCs. a Normalized absorption spectra of the purified recombinant
rhodopsin domains from RGC1, RGC2, and NeoR (red and UV-form); picture of the purified NeoR sample, inset. b Reversible bleaching of NeoR690 with
680 nm light. c Reversible bleaching of NeoR367 with 375 nm light. d Kinetic traces of NeoR bleaching with 680 nm light and subsequent recovery by 375
nm illumination. e Absorption spectra of purified NeoR expressed in media supplemented with A1-retinal or 3,4-dihydro-retinal (A2), as compared to those
from biliverdin (BV)-containing iRFP50. f Fluorescence spectra of NeoR690: excitation (dots) overlaid with the absorbance (red) and emission (green). ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 Fig. 6a–d), resembling the absorption of the protonated retinal
Schiff base (RSBH+) in water. RSBH+) from 440 nm in solution to 690 nm, corresponding to an
opsin shift of 250 nm (8235 cm−1). Shortly after discovery of the
light-driven proton pump bacteriorhodopsin as the first microbial
rhodopsin (BR, λmax = 568 nm), Warshel as well as Honig and
coworkers proposed a point charge model to explain the 128 nm
(5121 cm−1) BR opsin shift, which was considered large at that
time. This model involves two negative charges, one of which
operates as a counterion near the RSBH+ and the other one near
the β-ionone ring24–26. Upon excitation an intramolecular charge
transfer occurs between the Schiff base nitrogen and the β-ionone
ring. Translocation of the charge has differential effects on the
electronic ground- and excited-state energy levels, which pro-
vided a qualitative explanation for the origin of the opsin shift. While the proposed negatively charged residue close to the β-
ionone ring was not found in any microbial rhodopsin, it is
widely accepted that increasing the polarity near the ring still
promotes opsin shifts4,27,28. (
)
A further atypical property for a rhodopsin is the strong
fluorescence of NeoR690 with an emission maximum at 707 nm, a
quantum yield of ΦF = 0.2 (20%) and a small Stokes shift of only
350 cm−1 (17 nm, Fig. 2f and Supplementary Fig. 7). The small
Stokes shift as well as the pronounced mirroring vibrational
structure of the emission and absorption spectra indicate a close
proximity between the Frank-Condon region and the minimum
of the S1 potential energy surface. This proximity implies that the
chromophore is undergoing only a small geometrical or structural
relaxation. Hence, we conclude that the presence of a barrier in
the
S1
excited
state
prevents
the
photoisomerisation
and
promotes the excited-state lifetime to the nanosecond range16. We further investigated the excited-state dynamics of NeoR using
pump-probe experiments and confirmed a long excited-state
lifetime of τ = 1.1 ns (Fig. 2g). In contrast, all other known
rhodopsins have a negligible fluorescence, with ΦF values in the
order of 10−5 for bovine rhodopsin and HKR117,18 up to 9 × 10−4
for the Arch19 and proteorhodopsin20 proton pumps correspond-
ing to excited-state lifetimes in the range of 100 fs to a few ps. ARTICLE Additionally, substantial bioengineering efforts to increase the
fluorescence of microbial rhodopsins as voltage sensors or
incorporation of retinal analogs have yielded maximal ΦF values
of 3.3%21–23. Here, we note that although we have not yet been
able to observe a voltage dependency of NeoR fluorescence in
mammalian cells, the NIR fluorescence can be utilized for
monitoring RGC/NeoR expression in host cells, and this
fluorescence may be switched on and off by alternating UVA
and far-red light (Fig. 2h and Supplementary Fig. 4a, b). The great
fluorescence brightness, which is the product of the large
extinction coefficient, ε690 = 129000 M−1 cm−1 (Supplementary
Fig. 6a), and high quantum yield ΦF (0.2) suggests NeoR to be
suitable for fluorescence-imaging in the NIR spectral range. p
p
In order to understand how NeoR enables NIR-light absorp-
tion, we generated a homology model of the protein. Since no
structure with more than 17% sequence identity was available,
we combined multiple crystal structures of various microbial
rhodopsins matching different regions of NeoR (see SI for details). Despite the low-overall sequence similarity, many of the conserved
residues that constitute the chromophore binding pocket in other
microbial rhodopsins (e.g., BR) were also present in NeoR. Thus, we did not detect any obvious clues to immediately explain
the NIR absorption of NeoR. Therefore, to further elucidate the
molecular basis for the large NeoR opsin shift, we mutated
the amino acid residues within a radius of ~5 Å from the retinal
(Fig. 3a) by changing the polarity with only modest alteration of
the structure and referring to analogous mutations carried out in
BR (Supplementary Table 1). We found that mutation of residues
along the polyene chain that are predicted to increase the
polarizability of the NeoR retinal-binding pocket, namely H134Y,
E141C/Q, and M192L, induce only small spectral shifts of <10 nm
(Supplementary Table 1). More significant spectral shifts to the
blue (up to ~30 nm) and reduction of fluorescence are achieved by
mutation of S191A and T238P/A, which are located near the β-
ionone ring (Fig. 3b–e). These effects are additive, with a 65 nm
blue shift observed in the double mutant (S191A, T238A). The molecular basis of NeoR NIR absorption maximum. ARTICLE The
unique photochemical properties raise the question of how the
protein environment in NeoR can shift absorption of the proto-
nated retinyl imine (also named protonated retinal Schiff base, NeoR
mutations
max /
nm
max /
nm
sw
WT
690
+
20
W110Y
677
-13
+
E136Q
420
-270
W137F
677
-13
+
D140N
686
-4
+
D140C
676
-14
+
13
D140T
630
-60
+
E141C
697
+7
+
S191A
675
-15
+
15
W234F
693
+3
+
T238P
662
-28
+
T238A
664
-26
+
10
W241H
686
-4
+
E262Q
394
-296
dp
D140C. S191A
643
-47
+
5
T238A. S191A
625
-65
+*
F /
%
dp
5
a
b
c
d
e
W241
W137
W234
E141
T238
I237
H134
S191
M192
D140
E136
E262
R133
Y195
(K265)
W110
Normalized absorbance
0
1
2
3
4
5
(nm)
500
600
700
800
NeoR
NeoR T238A
NeoR D140T
Normalized fluorescence
0
0.5
1
600
650
700
Normalized fluorescence
0
0.5
1
(nm)
(nm)
700
750
800
NeoR
D140C
S191A
T238A
D140T
Fig. 3 Molecular model and spectral features of NeoR mutants. a Homology model of the NeoR retinal-binding pocket, with the amino acids targeted by
mutagenesis drawn as sticks. b Absorption spectra of NeoR mutants; spectra are normalized to the respective UV-form. c Spectral features of NeoR
mutants; sw, bimodal switchable; dp, depronotated chromophore; ФF, fluorescence quantum yield (in %). d Emission spectra (at 650 nm), and e excitation
spectra (at 720 nm) of wild-type (WT) NeoR and NeoR mutants. 4
NATURE COMMUNICATIONS | (2020)11 5682 | htt
//d i
/10 1038/ 41467 020 19375 8 |
t
/
t
i
ti NeoR
mutations
max /
nm
max /
nm
sw
WT
690
+
20
W110Y
677
-13
+
E136Q
420
-270
W137F
677
-13
+
D140N
686
-4
+
D140C
676
-14
+
13
D140T
630
-60
+
E141C
697
+7
+
S191A
675
-15
+
15
W234F
693
+3
+
T238P
662
-28
+
T238A
664
-26
+
10
W241H
686
-4
+
E262Q
394
-296
dp
D140C. S191A
643
-47
+
5
T238A. Results
F
i g Evolution-associated difference spectra (EADS) of fs–ns transient absorption spectra derived from pump-probe experiments, time trace at 708 nm, inset. h Representative confocal images of NeoR fluorescence (red) and the C-terminal eGFP tag (green) in ND7/23 cells. NeoR is reversibly bleached by
illumination with 640- and 405 nm light. The reversible bleaching of NeoR fluorescence in single cells was repeated in three independent experiments
using five fields of view each. Scale bar, 100 µm. NATURE COMMUNICATIONS | (2020) 11:5682 | https://doi.org/10.1038/s41467-020-19375-8 | www.nature.com/naturecommunications 3 3 NATURE COMMUNICATIONS | (2020) 11:5682 | https://doi.org/10.1038/s41467-020-19375-8 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 Nevertheless, the spectral changes are in the range of analogous
mutations in many other microbial rhodopsins or even smaller
and do not explain the NIR absorption of NeoR3,22,27–32. QM region. The treatment of the carboxylates by a quantum
chemical method allowed to include polarization effects which is
an improvement compared to the static point charges typically
chosen in the MM region. Further, it provides a flexibility with
respect to the protonation state because a proton can be trans-
ferred among the titratable residues in the QM region. Since the
protonation states of these three titratable residues could be
decisive for the spectral tuning, we systematically studied four
scenarios where the three potential counterions have a total
charge of 0, −1, −2, and −3 (Fig. 4a). Irrespective of the pro-
tonation patterns, decreasing the number of charged carboxylates
systematically red-shifted the spectrum (Fig. 4a). Notably, the
excited-state energy decreased substantially upon reducing the
number of negatively charged carboxylates from 2 to 1, while only
a small further red shift was observed for the protonation of all
three carboxylates (Fig. 4a). The latter, fully protonated config-
uration, however, turned out to be unstable during molecular
dynamics (MD) simulations of the entire protein embedded in
the membrane. In contrast, the models derived from QM/MM
with only one carboxylate, either E136 or E262 deprotonated
(systems 5 and 6/7, Fig. 4) were stable during long MD runs of
300 ns. Hence, the strong red shift obtained from QM/MM
simulations as well as the stability during a classical MD simu-
lation points towards a single deprotonated glutamate. We found the active site, defined by the RSBH+ and its direct
protein- and possibly water-environment to be by far the most
critical region for the far-red shifted absorption in NeoR. The two
RSBH+ aspartate counterions, D85 and D212, in BR are replaced
by glutamates, E136 and E262, in NeoR. Mutation of either one of
these to Gln results in chromophore deprotonation (Fig. 3c),
whereas Asp substitution completely prevents retinal binding in
both cases (Supplementary Table 1). In contrast, when the unique
third Asp, D140, which is predicted to interact with E136, is
replaced by Thr (T89 in BR), the spectrum becomes broad and
strongly blue shifted by 60 nm (Fig. 3b), while the photoreceptor
retains its bistability. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 Protonation
nm
1
2
x
3
x
4
x
5
x
x
6
x*
x
7
x
x
8
x
x
x
3.21
2.33
2.08
2.36
1.79
1.82
1.82
1.74
eV
386
533
597
524
693
682
681
712
E136 D140 E262
-3
-2
-2
-2
-1
-1
-1
0
#
Charge
MAX
*QM/MM optimization moves the proton
to D140
System 5
System 6/7
D140
D140
E136
E136
E262
E262
D140
E136
E262
System 6/7
D140
E136
E262
System 5
a
b
c
Fig. 4 QM/MM Modeling of NeoR. a Overview of QM/MM excitation energy calculations of eight systems (#1–8) with varying protonation of E136, D140
and E262 as indicated. The total charge of the three carboxylates in each system is given. λMAX refers to the absorption maxima as derived from excited-
state energy calculation. b Active site from QM/MM-optimized models, with hydrogen bonds represented as dashed lines. c Water intrusion into NeoR as
observed during subsequent 300 ns MD simulations with water densities visualized as red meshes. The retinal and amino acid sidechains are taken from
the initial structure of the MD simulations. Protonation
nm
1
2
x
3
x
4
x
5
x
x
6
x*
x
7
x
x
8
x
x
x
3.21
2.33
2.08
2.36
1.79
1.82
1.82
1.74
eV
386
533
597
524
693
682
681
712
E136 D140 E262
-3
-2
-2
-2
-1
-1
-1
0
#
Charge
MAX
*QM/MM optimization moves the proton
to D140
a b System 5
D140
E136
E262
b a System 5
System 6/7
D140
D140
E136
E136
E262
E262
D140
E136
E262
System 6/7
D140
E136
E262
System 5
c c D140
E136
E262
System 5
c Fig. 4 QM/MM Modeling of NeoR. a Overview of QM/MM excitation energy calculations of eight systems (#1–8) with varying protonation of E136, D140
and E262 as indicated. The total charge of the three carboxylates in each system is given. λMAX refers to the absorption maxima as derived from excited-
state energy calculation. b Active site from QM/MM-optimized models, with hydrogen bonds represented as dashed lines. c Water intrusion into NeoR as
observed during subsequent 300 ns MD simulations with water densities visualized as red meshes. The retinal and amino acid sidechains are taken from
the initial structure of the MD simulations. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 y
The D140 homolog position occupied by Thr in many microbial
rhodopsins has been widely disregarded by experimentalists but
was suggested by theoreticians to contribute to the proton transfer
from RSBH+ to the acceptor Asp or Glu in rhodopsin pumps and
channels33–35. Moreover, replacement of this Thr in the proton
pump Arch to Cys, T99C, in combination with the D95E mutation
of the primary proton acceptor shifted the absorption from 556 nm
to 626 nm thus creating the largest bathochromic color shift and
the
most
red-shifted
microbial
rhodopsin
which,
however,
remained unexplained21. Previous studies on the Chrimson
channelrhodopsin have also demonstrated the importance of
residues at the D140 homologous position by inducing color shifts
beyond 600 nm upon modification of this location31. The most
extended color tuning study on a retinal protein was carried on the
human cellular retinol binding protein II (hCRBPII) that was
converted into a retinal binder36. Mutagenesis of the retinal-
binding pocket lead to a protein with absorption at 644 nm37,38, a
strong bathochromic shift that depends on the even distribution of
the electrostatic potential across the entire polyene. However, one
has to point out that hCRBPII is missing any RSBH+ counterion
and our data demonstrate that the situation is clearly different in
NeoR with low importance of the binding pocket and a main
contribution of the active site. Analysis of the QM/MM optimized geometries shows that the
negative charge is located relatively far from the RSBH+ (Fig. 4b). Hence, the ground state energy is less stabilized with respect to
the electronically excited state, in accordance with the point
charge model. All active-site models (system 1–8) have been subjected to
extended MD simulations with the protein embedded in the
membrane. Interestingly, low water density was found close to the
RSBH+ for models with one deprotonated counterion (system
5−7, Fig. 4c), but significant water content was present in models
of higher total charge (system 1–4). As water promotes extensive
ground state dynamics in other microbial rhodopsins39, its
absence would explain the narrow spectrum observed for NeoR
and thus support an active site model with only one charged
carboxylate. Hybrid quantum mechanics/molecular mechanics simulations
of NeoR. The contribution of the critical E136, D140, and E262 to
the spectral properties of NeoR was further investigated by a
hybrid quantum mechanics/molecular mechanics (QM/MM)
approach, with the retinal and all three sidechains included in the ARTICLE S191A
625
-65
+*
F /
%
dp
5
c
d
e
Normalized fluorescence
0
0.5
1
600
6
Normalized fluorescence
0
0.5
1
(nm)
700
750 NeoR
mutations
max /
nm
max /
nm
sw
WT
690
+
20
W110Y
677
-13
+
E136Q
420
-270
W137F
677
-13
+
D140N
686
-4
+
D140C
676
-14
+
13
D140T
630
-60
+
E141C
697
+7
+
S191A
675
-15
+
15
W234F
693
+3
+
T238P
662
-28
+
T238A
664
-26
+
10
W241H
686
-4
+
E262Q
394
-296
dp
D140C. S191A
643
-47
+
5
T238A. S191A
625
-65
+*
F /
%
dp
5
c a
b
W241
W137
W234
E141
T238
I237
H134
S191
M192
D140
E136
E262
R133
Y195
(K265)
W110
Normalized absorbance
0
1
2
3
4
5
(nm)
500
600
700
800
NeoR
NeoR T238A
NeoR D140T d
Normalized fluorescence
0
0.5
1
(nm)
700
750
800
NeoR
D140C
S191A
T238A
D140T d a c b e
Normalized fluorescence
0
0.5
1
600
650
700
(nm) e Fig. 3 Molecular model and spectral features of NeoR mutants. a Homology model of the NeoR retinal-binding pocket, with the amino acids targeted by
mutagenesis drawn as sticks. b Absorption spectra of NeoR mutants; spectra are normalized to the respective UV-form. c Spectral features of NeoR
mutants; sw, bimodal switchable; dp, depronotated chromophore; ФF, fluorescence quantum yield (in %). d Emission spectra (at 650 nm), and e excitation
spectra (at 720 nm) of wild-type (WT) NeoR and NeoR mutants. 4 4 ARTICLE Discussion Crude
membranes of NeoR-rhodopsin fragment were solubilized at room temperature for
16 h using 2% SMA (w/w) in HEPES buffer with 1 mM PMSF. After ultra-
zentrifugation at 146,550 x g for 30 min at 4 °C using a Beckman 70.1 Ti rotor, the
supernatend was applied to a Strep-Tactin®XT 4Flow® gravity flow column (IBA
GmbH, Göttingen, Germany), washed with 50 mM HEPES pH 7.4, 150 mM NaCl
and eluted with 2xBTX buffer (IBA GmbH). The formation of SMALPS was
proofed by dynamic light scattering (DynaPro NanoStar, Wyatt Technology Cor-
poration, Santa Barbara, CA 93117, USA) confirming the expected particle size of
~11 nm. Mutant screening in human embryonic kidney (HEK)-T cells. For expression in
mammalian cells, the rhodopsin domains of NeoR (UniProtKB A0A1Y2CSJ0; aa:
1-279) and RGC1/2 (UniProtKB A0A1Y2CSF8; aa: 1-320/UniProtKB
A0A1Y2CSL9; aa: 1-319, respectively), as well as the full-length proteins from
Chytriomyces confervae (NeoR1: UniProt A0A507FHL0 and RGC1: UniProt
A0A507F303) were cloned into the EGFP-C1 vector (Clonetech, Takara Bio,
Kusatsu, Shiga Prefecture, Japan) with C-terminal 1D4-tags (TETSQVAPA). Site-
directed mutagenesis was performed according to the QuikChange protocol from
Agilent, using Pfu polymerase (Agilent Technologies, Santa Clara, CA, USA) using
the primers listed in the Supplementary Data 2. For each construct, seven petri
dishes (10-cm diameter) of HEK-T (ECACC 12022001, grown in Dulbecco’s
Modified Eagle’s Medium supplemented with 1% fetal bovine serum and
Penicillin–Streptomycin (Gibco, Thermo Fisher Scientific)) cells were transfected
using TurboFect (Thermo Fisher Scientific), according to the manufacturer’s
protocol. At 2 days post transfection, cells reached >90 % confluence and were
harvested and washed with Dulbecco’s phosphate-buffered saline (DPBS; Gibco,
Thermo Fisher Scientific), containing 2X complete protease inhibitor (Merck,
Darmstadt, Germany). The cell pellets were resuspended in 1-ml binding buffer
(see above), and membrane proteins were solubilized with 1.5% DDM/0.3% CHS
for 4 h at 4 °C. Insoluble material and cell debris were separated by centrifugation
at 21,000 x g for 20 min at 4 °C; 150 µl 1D4 affinity beads (CUBE Biotech GmbH,
Monheim, Germany) were added to the supernatant, and this was incubated at 4 °C
overnight. Beads were washed three times with 1-ml washing buffer (see above),
and bound proteins were eluted in two steps with washing buffer, supplemented
first with 0.3- and then with 1 mg/ml 1D4 peptide. Discussion The supernatant of the solubilized NeoR-rhodopsin fragment was applied to
a 5 ml Strep-Tactin®XT Superflow® column (IBA GmbH, Göttingen, Germany)
and washed with ten column volumes of washing buffer. Protein was eluted with
2X BTX-buffer, containing 100 mM biotin (IBA GmbH), supplemented with 0.02%
DDM/0.004% CHS, and colored fractions were pooled and concentrated in
washing buffer (Amicon Ultra Centrifugal Filter, molecular weight cutoff (MWCO)
100 kDa, Merck Millipore, Burlington, MA, USA). g
(
pp
y
g
)
Admittedly, although we observed a promotion of photo-
currents upon pre-illumination with NIR-light, the mechanism of
how NeoR is modifying the photoreceptor response remains
unclear. We note that the NeoR690 absorption overlaps strongly
with the expected broad fluorescence spectrum of RGC1 and
RGC2 (Supplementary Fig. 10) thereby potentially allowing
Förster resonant energy transfer (FRET) from RGC1/2 to
NeoR690 within the RGC heterodimer. Such energy transfer
would reduce the photoresponse in the NeoR690 state, but would
disappear after NIR illumination and conversion of NeoR690 to
NeoR367. A FRET calculation (as detailed in the SI) indicated
energy transfer with expected lifetimes in the order of 1–10 ps
competing with the sub-ps to ps isomerization of RGC1/2. As an
alternative we could imagine an allosteric down-modulation of
the activity by NeoR690, which is relieved by conversion to
NeoR367. It is known from other heterodimeric type III cyclases
that enzyme activation can follow a complex mechanism influ-
enced by multiple stimuli, as the synergistic activation of G-
protein and Ca2+/calmodulin-binding described for mammalian
pseudo-heterodimeric
membrane-bound
adenylyl
cyclase43. Chytridiomycota fungi are ubiquitous microbes present in var-
ious aquatic habitats and show a high diversity of saprobiotic and
parasitic lifestyles44. Thus, a more complex photo-perceptive
system might be requested, which includes sensing of far-red over
UVA, whereas direct light-activation of the cyclase can be swit-
ched between green (RGC1) and blue-light (RGC2) by differential
expression. The three proteins—RGC1, RGC2, and NeoR—
together form a photosensory system that covers the entire visible
spectrum, expanding into both directions, namely UVA and NIR
(Fig. 2a) and thereby blurring the spectral boundaries between
rhodopsins and phytochromes. Protein purification in SMALPS. Styrene-maleic acid copolymer (SMA 3:1; 20%
(w/w) Xiran sl25010 s25, Polyscope Polymers B.V., 6161 CZ Geleen,The Nether-
lands) was extensivly dialyzed against 50 mM HEPES pH 7.4, 150 mM NaCl. Discussion During the last fifteen years microbial rhodopsins have attained
much attention due to their employment in optogenetic experi-
ments especially in the neurosciences for the modulation cellular
activities with light. Especially Channelrhodopsins are widely
used for neuronal stimulation with unprecedented spatial and
temporal precision. Despite the enormous impact of this opto-
genetic approach, one of the major limitations of this technique is
the low penetration depth of visual light in biological tissues. In
contrast to all known rhodopsins, both absorption and fluores-
cence of NeoR are within the NIR window (Supplementary
Fig. 11), marking this photoreceptor an excellent starting point
for developing optogenetic tools that are excited by NIR-light
with as-yet-unreached penetration depths, which will enhance
our capability for non-invasive in vivo experiments. TEVC measurements in Xenopus oocytes. For two-electrode voltage clamp
(TEVC) experiments, cRNAs coding for NeoR and RGC1/2 were synthesized from
linearized DNA (NheI), using the mMESSAGE mMACHINE TM T7 Transcription
Kit, according to the manufacturer instructions (Invitrogen). Between 2 and 15 ng
of total cRNA from either a single construct or a mixture of two were then injected
into Xenopus laevis oocytes, together with 5 ng cRNA coding for the cGMP-
sensitive cyclic nucleotide-gated (CNG)A2 ion channel from rat olfactory neurons
(gb: 6978671, NP_037060.1; K1/2cAMP = 36 μM, K1/2 cGMP = 1.3 μM)7. Oocytes
were incubated at 18 °C in Ringer’s solution, containing 96 mM NaCl, 5 mM KCl, Discussion Our data indicate that the specific spatial organization of the
RSBH+ environment, which enables an unusual delocalization of
a single negative charge, is responsible for the narrow red-shifted TURE COMMUNICATIONS | (2020) 11:5682 | https://doi.org/10.1038/s41467-020-19375-8 | www.nature.com/naturecommunications 5 5 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 absorption. We note, however, that structural data will be needed
to obtain a more detailed understanding of the chromophore-
protein interaction. The polarizability of the retinal-binding
pocket determines most of the color shift in the retinal-binding
protein hCRBPII40, but only fine tunes the spectral properties of
the chromophore in NeoR, similarly as reported from QM/MM
calculations on animal rhodopsins41. We predict that similarly
rigid chromophore constellations will be found in other enzyme
or sensory rhodopsins, but not in ion-transporting rhodopsins—
pumps or channels—for which access of water to the active site is
essential for function. Indeed, we found a similar active site
constellation in an RGC from the related fungus Chytriomyces
confervae42, which shares sequence features with the R. globosum
NeoR. This CcNeoR1 also exhibits a bistable photochromic
chromophore with an absorption maxima at 677 nm and 362 nm. It forms functional heterodimeric photorecptors with CcRGC1
from the same organism (Supplementary Fig. 9) (UniProtKB A0A1Y2CSJ0; aa: 1–279) and rhodopsin-guanylyl-cyclase (RGC)1 and
2 (UniProtKB A0A1Y2CSF8; aa: 1-320 and UniProtKB A0A1Y2CSL9; 1-319,
respectively) from Rhizoclosmatium globosum were cloned into the pFastBac1
vector (Invitrogen, Thermo Fisher Scientific, Waltham, MA, USA), with a C-
terminal strepII-tag for NeoR and His(8)-tags for RGC1/2. Further NeoR full-
length sequence (UniProtKB A0A1Y2CSJ0; aa: 1-509) was cloned into the pFast-
Bac1 vector with C-terminal His(8)-tag. Bacmid preparation, transfection, virus
production, and expression were performed following the instruction of the
manufacturer (Invitrogen)45. Crude membranes were prepared according to a
protocol developed for G-protein-coupled receptors (GPCRs)46. Membranes were
solubilized at 4 °C for at least 4 h in binding buffer, containing 50 mM HEPES (pH
7.4), 200 mM NaCl, 1 mM phenylmethylsulfonyl fluoride (PMSF), and 5 µM all-
trans retinal, with 1.5% n-dodecyl β-D-maltoside (DDM)/0.3% cholesteryl hemi-
succinate (CHS), followed by centrifugation at 30,000 x g for 15 min at 4 °C. Full-
length NeoR protein was solubilized overnight at 4 °C in a mixture of DDM/CHS/
1,2-Dimirystoyl-sn-glycerol-3-phosphocholine(DMPC)/N,N-dimethyl-n-dodecy-
lamine N-oxide (LDAO) in a final concentration of 2%/0.5%/0.01%/0.25% (w/v)45,
but otherwise handled similar as RGC1/2. Discussion For His-tagged proteins, solubilization
buffer was supplemented with 30 mM imidazole, and the proteins were purified
using 5 ml HisTrap columns (GE Healthcare, Chicago, IL, USA). Supernatants
were applied to the columns, washed with washing buffer (50 mM HEPES (pH 7.4),
200 mM NaCl, 0.02% DDM/0.004% CHS) supplemented with 50 mM Imidazole,
eluted with washing buffer with 500 mM imidazole, and concentrated in washing
buffer. The supernatant of the solubilized NeoR-rhodopsin fragment was applied to
a 5 ml Strep-Tactin®XT Superflow® column (IBA GmbH, Göttingen, Germany)
and washed with ten column volumes of washing buffer. Protein was eluted with
2X BTX-buffer, containing 100 mM biotin (IBA GmbH), supplemented with 0.02%
DDM/0.004% CHS, and colored fractions were pooled and concentrated in
washing buffer (Amicon Ultra Centrifugal Filter, molecular weight cutoff (MWCO)
100 kDa, Merck Millipore, Burlington, MA, USA). (UniProtKB A0A1Y2CSJ0; aa: 1–279) and rhodopsin-guanylyl-cyclase (RGC)1 and
2 (UniProtKB A0A1Y2CSF8; aa: 1-320 and UniProtKB A0A1Y2CSL9; 1-319,
respectively) from Rhizoclosmatium globosum were cloned into the pFastBac1
vector (Invitrogen, Thermo Fisher Scientific, Waltham, MA, USA), with a C-
terminal strepII-tag for NeoR and His(8)-tags for RGC1/2. Further NeoR full-
length sequence (UniProtKB A0A1Y2CSJ0; aa: 1-509) was cloned into the pFast-
Bac1 vector with C-terminal His(8)-tag. Bacmid preparation, transfection, virus
production, and expression were performed following the instruction of the
manufacturer (Invitrogen)45. Crude membranes were prepared according to a
protocol developed for G-protein-coupled receptors (GPCRs)46. Membranes were
solubilized at 4 °C for at least 4 h in binding buffer, containing 50 mM HEPES (pH
7.4), 200 mM NaCl, 1 mM phenylmethylsulfonyl fluoride (PMSF), and 5 µM all-
trans retinal, with 1.5% n-dodecyl β-D-maltoside (DDM)/0.3% cholesteryl hemi-
succinate (CHS), followed by centrifugation at 30,000 x g for 15 min at 4 °C. Full-
length NeoR protein was solubilized overnight at 4 °C in a mixture of DDM/CHS/
1,2-Dimirystoyl-sn-glycerol-3-phosphocholine(DMPC)/N,N-dimethyl-n-dodecy-
lamine N-oxide (LDAO) in a final concentration of 2%/0.5%/0.01%/0.25% (w/v)45,
but otherwise handled similar as RGC1/2. For His-tagged proteins, solubilization
buffer was supplemented with 30 mM imidazole, and the proteins were purified
using 5 ml HisTrap columns (GE Healthcare, Chicago, IL, USA). Supernatants
were applied to the columns, washed with washing buffer (50 mM HEPES (pH 7.4),
200 mM NaCl, 0.02% DDM/0.004% CHS) supplemented with 50 mM Imidazole,
eluted with washing buffer with 500 mM imidazole, and concentrated in washing
buffer. Protein expression and purification. For insect cell expression (Sf21 cells (Gibco,
Thermo Fisher Scientific, Waltham, MA, USA)), the rhodopsin domains of NeoR ARTICLE 10.7 (Molecular Devices). A similar experimental approach was
used to investigate the functioning of CcNeoR1 and CcRGC1 from Chytriomyces
confervae. The protocols for animal maintenance and oocyte harvesting were
approved by the Federation of European Laboratory Animal Science Associations
(Berlin, Germany). UV–Vis absorption and fluorescence spectroscopy of purified protein. Absorption spectra of purified proteins (expressed either in insect cells or in HEK-
T cells) were obtained in buffer containing 50 mM HEPES (pH 7.4), 200 mM NaCl,
and 0.02% DDM/0.004% CHS, with 2% (w/v) (final concentration f.c.) sodium
dodecyl sulfate (SDS) or 100 mM HCl (f.c.) added for protein denaturation, using a
Shimadzu UV-2000 photospectrometer with UVProbe v2.34 (Shimadzu Cor-
poration, Kyoto, Japan). Transient UV–Vis absorption measurements were
obtained with a femtosecond pump–probe setup utilizing a Ti:sapphire amplified
laser system47,48. A CaF2 plate on a homemade moving stage was used for
supercontinuum white light generation, which was focused and overlapped with
the pump beam in the sample. The probe beam was then spectrally dispersed and
detected in a multichannel detection system (Entwicklungsbüro Stresing, Berlin,
Germany), comprises a prism spectrograph and a 1024-pixel back-thinned full-
frame transfer (FFT)–charge-coupled device (CCD) detector (S7030-1006,
Hamamatsu Photonics, Hamamatsu City, Shizuoka Prefecture, Japan). The time
delay was varied up to 3.5 ns, and the central wavelength and power of the pump
beam were set at 650 nm and 250 nJ, respectively. The instrument response
function was ~100 fs. Global analysis fitting was performed for the transient
absorption spectra using the Glotaran 1.5.1. program49. Fluorescence spectra were
recorded on a Horiba FluoroMax 4 spectrometer with FluorEssence™2.5.2
(HORIBA Instruments Inc., NJ, USA). To determine fluorescence quantum yields
(QY), the integrated fluorescence intensity of the sample was plotted over the
absorbance at the excitation wavelength (650 nm); iRFP, QY 5.9%50 and Cy 5.5, QY
20% (Molecular Probes, Eugene, OR, USA) were used as references. Phylogenetic analysis. The amino acid sequences of various microbial rhodopsins
representing distinct families were obtained, including cation-conducting chan-
nelrhodopsin (CCR), metagenomically discovered anion-conducting channelrho-
dopsin (MerMAIDs51), proteorhodopsin (PR), sodium-pumping rhodopsin (NaR),
bacteriorhodopsin (BR), halorhodopsin (HR), histidine-kinase rhodopsin (HKR),
rhodopsin phosphodiesterase (RhoPDE), and rhodopsin guanylyl-cyclase (RGC)
(for sequence information see Supplementary Data 1). These were aligned using
ClustalO (1.2.4_1) and trimmed with TrimAl (1.4.1), and the phylogenetic tree was
constructed with PhyML (3.1_1) in NGPhylogeny.fr (https://ngphylogeny.fr)52 and
visualized by iTOL (5.6.3)53. Confocal microscopy. ARTICLE When expressed heterologously in Chinese Hamster
Ovary (CHO) cells the generated channel mutant produces large whole-cell cur-
rents in the presence of 10 µM cGMP (Supplementary Fig. 12). CHO cells were
transfected with using Lipofectamine 2000 (Thermo Fisher Scientific). Recordings
were performed 1–2 days post transfection. Cells were bathed in a solution con-
taining (in mM) 140 NaCl, 5.4 KCl, 1.8 CaCl2, 1 MgCl2, 10 Glucose, 5 HEPES, pH
7.4 (NaOH). The pipette solution contained (in mM) 130 KAsp, 10 NaCl, 2 MgCl2,
1 EGTA, 2 Na2ATP, 10 HEPES, pH 7,4 (KOH). Computation of excitation energies. The eight protonation states of the NeoR
homology model were minimized with a hybrid quantum mechanics/molecular
mechanics (QM/MM) approach in the ChemShell 3.7.0 software package (https://
www.chemshell.org)69,70. The MM region was described by the CHARMM36
protein force field71,72 and the TIP3P water model73. To examine all possible
starting locations of the counterion protons, i.e., on either of the carboxylate
oxygens and in cis/trans conformation), we used a smaller QM region consisting
only of the retinal chromophore and the side chain of K266 (see Supplementary
Methods for details). The QM region of the final models consisted of the retinal
chromophore and the sidechains of E136, D140, E262, and K266. The QM part of
the minimization was done at the B3LYP/cc-pVDZ level of theory74–76. Excitation
energies were computed in the framework of QM/MM using the algebraic dia-
grammatic construction scheme to second order with the resolution-of-identity
(RI) approximation (RI-ADC(2))77–80 and cc-pVDZ with the default auxiliary
basis set for RI81. The Turbomole (version 7.3) program was used for the RI-ADC
(2) method (http://www.turbomole.com). Whole-cell voltage clamp recordings in ND7/23 cells. Patch pipettes with a
resistance of 2–3 MΩ were prepared from borosilicate capillaries (GB150P-9P;
Science Products GmbH, Hofheim am Taunus, Germany), using the P1000
Micropipette Puller (Sutter Instrument Co., Novato, CA, USA). ND7/23 cells were
transfected with RGC2/NeoR and the mutated cGMP-gated potassium channel
described above using FuGENE HD Transfection Reagent (Promega). Recordings
were made at room temperature in the whole-cell configuration, using an Axon
MultiClamp 700B Amplifier. The signals were digitized with the Axon Digidata
1550 A Low-Noise Data Acquisition system (Molecular Devices) and recorded with
pCLAMP v10.4 software. The whole-cell recordings had a minimum membrane
resistance of 500 MΩ (usual > 1 GΩ) and an access resistance below 10 MΩ. Data
were acquired at 5 kHz and filtered at 2 kHz. ARTICLE The full-length NeoR gene sequence with a C-terminal
eGFP tag was transfected into ND7/23 (ECACC 92090903) cells using FuGENE
HD Transfection Reagent (Promega, Madison, WI, USA), according to the man-
ufacture instructions. For coexpression of NeoR and RGC1/2 in ND7/23-cells full-
length NeoR was cotransfected together with either full-length RGC1 or RGC2 C-
terminally tagged with YFP. Images were recorded by spinning disc confocal
microscopy, using an Olympus IX83 Inverted Microscope (Shinjuku, Tokyo,
Japan) with a Yokogawa CSU-W1 Confocal Scanner Unit (Musashino, Tokyo,
Japan) and an EMCCD Camera (Andor iXon Ultra 888) with a 60X/1.2 NA water
immersion objective. Four-hundred eighty-eight nanometer laser light was used for
the detection of GFP and YFP fluorescence, while intrinsic fluorescence of NeoR
was excited with 640 nm laser light, and fluorescence recovery was achieved by
405 nm laser illumination. Homology modeling. Classical molecular dynamics (MD) simulations and com-
putations of excitation energies were based on a homology model of NeoR (rho-
dopsin residues: A106–S287). The model was generated using the MODELLER
(version 9.20) program (https://salilab.org)54. Multiple retinal proteins have served
as a basis for the model generation: Haloquadratum walsbyi bacteriorhodopsin
(HwBR, PDB ID: 4QI1)55, Halobacterium salinarum bacteriorhodopsin (HsBR,
PDB ID: 5ZIM)56, Archærhodopsin-3 (AR3, PDB ID: 6GUX), Sensory Rhodopsin II
(SRII, PDB ID: 5JJE)57, Acetabularia Rhodopsin I (ARI, PDB ID: 5AX0)58,
Archærhodopsin-2 (AR2, PDB ID: 3WQJ)59, Blue-light-absorbing proteorhodopsin
(BPR, PDB ID: 4JQ6)60, Exiguobacterium sibiricum rhodopsin (ESR, PDB ID:
4HYJ)60, Channelrhodopsin Chrimson, PDB ID: 5ZIH)31, Chlamydomonas rein-
hardtii channelrhodopsin-2 (CrChR2, PDB ID: 6EID)61, Channelrhodopsin-1/−2
chimæra (C1C2, PDB ID: 3UG9)62, Krokinobacter eikastus rhodopsin-2 (KR2, PDB
ID: 6RF6)63, Gloeobacter rhodopsin (GR, PDB ID: 6NWD)64 and Coccomyxa
subellipsoidea rhodopsin (CsR, PDB ID: 6GYH)65. Their sequences were aligned
with ClustalO66. Standard protonation states were chosen for all amino acid resi-
dues of the model, except for the counterions E136, D140, and E262, for which all
eight possible permutations of deprotonation and protonation were examined. Eight
inner-protein waters were added based on hydration analysis using the DOWSER
0.26 plugin67 in VMD 1.9.3 (https://www.ks.uiuc.edu)68. Characterization of the engineered cGMP-activated ion channel reporter. SthK is a potassium-selective cyclic nucleotide-gated channel from Spirochaeta
thermophila with a high preference for cAMP over cGMP. Modification of the C-
linker and the cyclic nucleotide binding domain allow us to increase the ability of
cGMP to open the channel. ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-020-19375-8 The extracellular solution contained (in mM):10 HEPES, 140 NaCl, 2.4 KCl, 2
CaCl2, 4 MgCl2, and 10 glucose, pH 7.4. Action spectra were measured on an
Axiovert 100 Carl Zeiss microscope (Oberkochen, Germany). Light was delivered
through an Objective W Plan-Apochromat 40X/1.0 DIC objective (Carl Zeiss),
with a Polychrome V light source (TILL Photonics, Hillsboro, OR, USA); the
illumination field was 0.066 mm2. The half bandwidth was set to ±7 nm for all data
points, and light exposure time was controlled with a shutter system (VS25 and
VCM-D1, Vincent Associates). In order to obtain the same photon irradiance for
all wavelengths (photon count = 2.34 × 1013 photons s−1), a motorized neutral
density filter (NDF) wheel (Newport Corporation, Irvine, CA, USA) was placed
between the Polychrome V and the microscope. For light titration the CoolLED
pE-4000 illumination system (CoolLED, Andover, UK) was coupled to an Olympus
IX73 Inverted Microscope for light stimulation through the 60X objective. In light
titration experiments a 490-nm light-emitting diode (LED) was used for RGC2/
NeoR activation by 10 ms light flashes. Light-intensity dependent activation curve
was made using 0.3, 0.7, 1.8, 3.4, 6.2, 12.5, 17.1 and 19.0 mW mm−2 in presence or
absence of 660 nm LED background light provided by the CoolLED pE-4000. Photocurrents (3 sweeps, 10 ms, 490 nm, 12.5 mW mm−2 activation light) were
further measured before and after 15 s illumination with 660 nm light within the
same cell using this setup. 660 nm illumination for 15 s was sufficient for complete
conversion of NeoR690 to NeoR367 as determined by the decrease of NeoR fluor-
escence. For seven independent experiments the averaged peak photocurrents of
each cell, before and after red light treatment, as plotted in Supplemenary Fig. 3b
were subjected to a one-sided, paired student’s t-test implemented in Origin 2017
(Originlab, Northampton, MA) resulting in t = −3.6458, d.f. = 6, p = 0.00538. 0.1 mM CaCl2, 1 mM MgCl2, and 5 mM HEPES (pH 7.5), supplemented with 1 µM
all-trans retinal, for 3–5 days. TEVC measurements at −40 mV were performed
using a TURBO TEC-03X amplifier (NPI Electronic GmbH, Tamm, Germany),
pCLAMP v. 9.0 software (Molecular Devices, San Jose, CA, USA), a XBO 75 W
Xenon lamp (Osram, Munich, Germany), and a UNIBLITZ LS3 shutter (Vincent
Associates, Rochester, NY, USA). The initial slope of the photocurrents was linearly
fitted in Clampfit v. Methods
P
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Suicide by persons with foreign background in Japan
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Methods Citation: Ueda M, Yoshikawa K, Matsubayashi T
(2019) Suicide by persons with foreign
background in Japan. PLoS ONE 14(2): e0211867. https://doi.org/10.1371/journal.pone.0211867 Using the nationwide death records in the Vital Statistics of Japan, we first reported the age-
adjusted suicide rates of 8 foreign nationals (Brazil, China, Korea, Peru, the Philippines,
Thailand, the United Kingdom, and the United States) in Japan by sex from 1980 to the mid-
2010s. We also computed rate ratios to compare the suicide rate of each group with those
of the Japanese population. Second, we focused on Koreans, who had the highest suicide
rate in Japan. We compared the suicide rates of Koreans in Japan with Koreans in South
Korea to examine whether their suicide rates were more closely related to those of their
country of origin or those of their host country. Editor: Shang E. Ha, Sogang University (South
Korea), REPUBLIC OF KOREA
Received: September 19, 2018
Accepted: January 23, 2019
Published: February 6, 2019 Copyright: © 2019 Ueda 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. Results We found that the suicide rates of Koreans and Chinese in Japan were similar to or higher
than those of Japanese, while other groups tended to show lower suicide rates. Most nota-
bly, Koreans displayed consistently high suicide rates from 1980 to the mid-2010s, which
were nearly twice as high as those of the Japanese population. Korean males and females
in Japan had higher suicide rates than those in South Korea. Data Availability Statement: The data that we
used in this study are individual death records and
thus contain confidential information. Its use is
restricted to researchers who obtain written
approval from the Ministry of Health, Labour, and
Welfare of Japan. Under the conditions of our
contract with the Ministry, we are not allowed to
share the data with third parties. Information on
how to obtain these restricted data can be found at:
https://www.mhlw.go.jp/english/database/link. html. Michiko UedaID1*, Kanako Yoshikawa2, Tetsuya Matsubayashi2 1 Faculty of Political Science and Economics, Waseda University, Shinjuku, Tokyo, Japan, 2 Osaka School
of International Public Policy, Osaka University, Toyonaka, Osaka, Japan 1 Faculty of Political Science and Economics, Waseda University, Shinjuku, Tokyo, Japan, 2 Osaka School
of International Public Policy, Osaka University, Toyonaka, Osaka, Japan * mueda@waseda.jp a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 This study examined trends in the suicide rates of persons with foreign background in
Japan. This study examined trends in the suicide rates of persons with foreign background in
Japan. OPEN ACCESS
Citation: Ueda M, Yoshikawa K, Matsubayashi T
(2019) Suicide by persons with foreign
background in Japan. PLoS ONE 14(2): e0211867. https://doi.org/10.1371/journal.pone.0211867
Editor: Shang E. Ha, Sogang University (South
Korea), REPUBLIC OF KOREA
Received: September 19, 2018
Accepted: January 23, 2019
Published: February 6, 2019
Copyright: © 2019 Ueda 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. RESEARCH ARTICLE Introduction 17H02541 (MU) and Innovative Research Program
on Suicide Countermeasures Research Grant,
AY2017, Grant Number 1-1 (MU), https://www. jsps.go.jp/english/index.html, http://irpsc-jssc.jp/
irpsc.php. The funders had no role in study, design,
data collection and analysis, decision to publish, or
preparation of the manuscript. Immigrants have become an important and growing segment of the population, accounting
for almost 10 percent of the population in the OECD countries [1]. Immigrants often face chal-
lenges in the process of acculturation and adjustment to a new environment, especially when
their traditional culture and the host country’s mainstream culture conflict [2,3]. Immigrants
may be more susceptible to mental disorders due to traumatic events prior to immigration or
face adverse circumstances upon arrival to their country of destination [4,5]. They may also
struggle with low socio-economic status, poor working conditions, impairments in physical
health, and psychological distress [6–8]. Competing interests: The authors have declared
that no competing interests exist. Past studies focused on suicide as a measure of immigrants’ well-being and compared
immigrant suicide rates to those of their host country or country of origin; however, conclu-
sions among such studies are inconsistent. One body of research has found a high degree of
correspondence between immigrants’ and their country of origin’s suicide rates [3,9–14]. Another group of studies found that the suicide rates of foreign nationals converge to the sui-
cide rate of the native population [15,16]. This study sought to uncover the patterns in suicides by persons with of foreign back-
ground in Japan. To our knowledge, there has been only one systematic study, conducted in
the 1980s, that investigated the suicide rates of non-Japanese citizens in Japan [17]. Such a
dearth of research is unfortunate, because studying the suicide rates of non-Japanese citizens
in Japan is important for at least two reasons. First, Japan is a country that has one of the high-
est suicide rates in the world and studying the suicide mortality of foreign nationals can help
us understand whether their suicide rates tend to “converge” to the suicide rate of the country
where they currently reside. Second, the suicide rates of persons with foreign background may indicate their overall
well-being and health in the country of residence. The number of foreign nationals in Japan
has increased nearly three-fold since 1980 [18,19]. However, such a rapid increase has also
brought a backlash against non-Japanese citizens among a subset of the Japanese population. Suicide by persons with foreign background in Japan Conclusions Immigrants in Japan were not necessarily influenced by the suicide rates of the host country. The high suicide rates among Korean residents in Japan might be explained by various dis-
advantages and adversities that they face in Japan. Funding: This work was supported by JSPS
Grants-in-Aid for Scientific Research Grant Number 1 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Data and method The individual death records in this study were obtained from the Vital Statistics of Japan,
which lists all reported deaths in Japan. The Vital Statistics data were collected for administra-
tive purposes by the Ministry of Health, Labour, and Welfare of Japan and were anonymized
and de-identified by the Ministry prior to analysis. Individual death records between 1980 and
2014 were made available for research purposes with approval from the Ministry. The data in the Vital Statistics Report are based on death certificates issued by physicians
and are subsequently reported to local governments where the residency of the deceased is reg-
istered. The data include the nationality of the deceased, the date of death, and the underlying
cause of death based on the International Classification of Diseases (ICD) 8/9 standard (up to
1994) and the ICD-10 standard (1995 to present). Foreigners who are in Japan for a short
period, such as travelers, do not appear in the death record. This study analyzed deaths by sui-
cide (ICD-8/9: E950-E959, ICD-10: X60-X84) that occurred in Japan. Using the Vital Statistics data, we first computed the number of suicides by sex and country
of origin. As of 1980, the countries of origin reported in the Vital Statistics were Japan, Korea,
China, the United States, and “others.” Five other countries of origin were added in 1992 (the
Philippines, Thailand, the United Kingdom, Brazil, and Peru) to be listed separately from the
“others” category. Accordingly, we computed the number of suicides for four countries of ori-
gin from 1980 to 1991 (Japan, Korea, China, and the United States) and nine countries of origin
from 1992 to 2014 (Japan, Korea, China, the United states, the Philippines, Thailand, the United
Kingdom, Brazil, and Peru). Because the annual number of suicides among non-Japanese
groups can be small, we aggregated the number of suicides over five-year periods (e.g., 1980–
1984 and 2010–2014) for each nationality. Note that the number of suicide deaths by those
from Brazil, Thailand, the Philippines, Peru, and the United Kingdom were aggregated over
three years (1992–1994) for the period 1990–1994 instead of five for the reason described above. Next, we calculated the age-standardized suicide rates per 100,000 by sex and nationality. We used the population counts by sex, nationality, and five-year age groups from the Popula-
tion Census of Japan. Introduction Hate crime incidents, especially hate speech demonstrations against Koreans, have been
increasing in Japan [20]. In addition, non-Japanese citizens, including long-term residents,
face a various types of discrimination in areas of housing, employment, and marriage, to name
a few [21]. Thus, the conditions that foreign nationals face in Japan are not necessarily
positive. The well-being of Koreans in Japan is of particular interest, as they have a unique historical
background. Many Koreans in Japan are not recent immigrants, but long-term residents who
were born and raised in Japan. They typically have “special permanent resident status,” which
is different from the conventional status permitted to foreigners seeking permanent residence
in Japan; the former is granted to those who migrated to Japan when the Korean Peninsula
was under Japan’s colonial rule. Although the Koreans under Japanese colonial rule had been
considered Japanese citizens during the occupation period, they lost their Japanese citizenship
and associated privileges after the War. The special permanent resident status was created in
1991 for them and their descendants to recognize the special historical circumstances sur-
rounding them. As of 2016, 66.1% of Koreans residing in Japan are special permanent resi-
dents [22]. Using large-scale data from the national death registry in Japan, this study reported the age-
standardized suicide rates of foreign nationals in Japan by sex from 1980 to the mid-2010s. We
also computed rate ratios to compare their suicide rates to those of the Japanese population. In
addition, we focused on Koreans who have the highest suicide rate in Japan and compared the
suicide rates of Koreans in Japan with Koreans in South Korea to examine whether their 2 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Suicide by persons with foreign background in Japan suicide rates were more closely related to those of their country of origin or those of their host
country. suicide rates were more closely related to those of their country of origin or those of their host
country. PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Note: The total number of suicides aggregated over five-year periods are reported. The 1990–1994 data for Brazil, Thailand, the Philippines, Peru, and the United
Kingdom were aggregated over three years (1992–1994). Data and method Regardless of nationality, those who had lived or were going to live in
Japan for three months or longer as of the census date were included in the tabulation [23]. The Population Census was conducted every five years, and we used the latest available Census
population data for years between Census years. For instance, we used the census population
from 1990 to compute the suicide rates for 1990, 1991, 1992, 1993 and 1994. The suicide rates by sex and nationality were age-standardized because the age composition
of the Japanese and non-Japanese population can be different. The standardization was based
on the WHO World Standard Population [24]. We report the average of the age-standardized
suicide rates over the five-year periods. Using the standardized suicide rates per 100,000, we
also calculated the rate ratios and their confidence intervals for the Korean and Chinese popu-
lation, with the suicide rate of Japanese as the reference. The rate ratios were not calculated for
other nationalities as the number of suicide counts in each category was too small. Our final analysis compared the suicide rates in Japanese and Korean populations in Japan
with those of Koreans in South Korea. We calculated the age-standardized suicide rates in
South Korea in the same manner, using data on the annual number of suicides by five-year age
groups between 1983 and 2014 and the population counts by age group between 1980 and
2010. The suicide and population data were obtained from Statistics Korea and Korea’s quin-
quennial Population Census, respectively. 3 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Suicide by persons with foreign background in Japan Table 1. Population of foreign nationals in Japan: 1980–2015. Total Foreign Pop. Korea
%
China
%
USA
%
Brazil
%
Thailand
%
Philippines
%
Peru
%
UK
%
1980
668675
400530
0.45
34779
0.04
14373
0.02
1985
720093
427911
0.45
50317
0.05
19792
0.02
1990
886397
457681
0.45
97152
0.10
28224
0.03
40613
0.04
7226
0.01
34729
0.03
5855
0.01
5622
0.01
1995
1140326
474480
0.45
155400
0.15
33032
0.03
119118
0.11
19948
0.02
64498
0.06
23448
0.02
7970
0.01
2000
1310545
466948
0.43
227046
0.21
32428
0.03
157724
0.15
22445
0.02
87345
0.08
27100
0.03
9171
0.01
2005
1555505
422441
0.39
322833
0.29
32325
0.03
178460
0.16
24860
0.02
114619
0.10
32022
0.03
8871
0.01
2010
1648037
391335
0.36
425547
0.39
33275
0.03
123535
0.11
28133
0.03
132653
0.12
29128
0.03
9225
0.01
2015
1752368
353030
0.32
458823
0.42
37643
0.03
102761
0.09
32479
0.03
155823
0.14
28040
0.03
10494
0.01
Source: Population Census of Japan 1980 2015 Table 1. Population of foreign nationals in Japan: 1980–2015. Source: Population Census of Japan, 1980–2015. 0 2015. eru, and the United Kingdom were not independently reported until the 1990 census. % indicates the percentage of each
n of Japan. p
J p
,
Note: Brazil, Thailand, the Philippines, Peru, and the United Kingdom were not independently reported until the 1990 census. % indicates the percentage of each
population relative to the total population of Japan. https://doi.org/10.1371/journal.pone.0211867.t002 Source: Vital Statistics of Japan, 1980–2014. https://doi.org/10.1371/journal.pone.0211867.t002 Suicide by persons with foreign background in Japan Table 3. Standardized suicide rates by sex and nationality, 1980–2014. Table 3. Standardized suicide rates by sex and nationality, 1980–2014. Male
Years
Japan
Korea
China
USA
Brazil
Thailand
Philippines
Peru
UK
1980–1984
33.59
58.64
28.53
21.31
1985–1989
31.59
53.99
19.68
13.68
1990–1994
25.78
47.28
30.96
17.04
13.20
61.24
10.84
0.00
9.25
1995–1999
32.34
65.14
15.90
16.15
8.00
10.54
4.84
4.90
55.40
2000–2004
37.76
70.33
17.91
18.18
6.30
13.98
14.46
5.29
12.85
(20.8)
(12.7)
(16.5)
(8.9)
(23.7)
(4.5)
(8.8)
(12.7)
2005–2009
37.65
73.64
16.39
11.19
7.52
9.58
5.20
3.78
19.44
(39.3)
(9.0)
(18.6)
(9.0)
(21.0)
(5.7)
(7.5)
(10.6)
2010–2014
33.28
56.74
12.54
16.30
9.74
6.21
7.66
3.07
7.46
(31.4)
(7.9)
(20.5)
(9.7)
(21.7)
(5.4)
(7.6)
(11.6)
Female
Years
Japan
Korea
China
USA
Brazil
Thailand
Philippines
Peru
UK
1980–1984
15.89
20.22
23.61
7.77
1985–1989
15.48
22.87
23.92
8.65
1990–1994
11.98
20.87
11.62
10.59
9.77
35.35
9.76
0.00
60.34
1995–1999
12.54
23.55
15.20
17.74
3.38
17.63
1.32
1.02
8.43
2000–2004
12.80
23.50
11.47
10.55
1.16
16.54
9.74
0.00
2.78
(8.5)
(15.6)
(4.1)
(2.2)
(8.3)
(1.8)
(3.3)
(3.8)
2005–2009
13.49
27.31
11.54
5.20
4.33
8.50
4.54
0.88
10.13
(18.7)
(11)
(5.2)
(2.8)
(5.5)
(2.3)
(2.5)
(3.2)
2010–2014
12.89
29.88
9.40
10.10
1.88
6.01
5.24
1.88
0.00
(12.5)
(8.5)
(6.3)
(2.9)
(4.9)
(2.3)
(2.7)
(3.7)
S
Vit l St ti ti
f J
1980 2014 P
l ti
C
f J
1980 2010 (f
d t
J
id
t ) W
ld H
lth O
i
ti
(d t i h Source: Vital Statistics of Japan, 1980–2014, Population Census of Japan, 1980–2010 (for data on Japanese residents). World Health Organization (data in home
countries) [26]. Note: Age-standardized suicide rates aggregated over five-year periods are reported. The 1990–1994 data for Brazil, Thailand, the Philippines, Peru, and the United
Kingdom were aggregated over three years (1992–1994). The numbers in parentheses report the age-standardized suicide rates in the country of origin. The data were
available only from 2000, and the numbers in 2000, 2010, and 2015 are shown. https://doi.org/10.1371/journal.pone.0211867.t003 among Koreans for both sexes throughout the study period. The number of suicides sharply
increased between the periods 1995–1999 and 2000–2004 in the aftermath of the Asian Finan-
cial Crisis, especially among Japanese and Korean males. By 2010–2014, the total suicide
counts declined for both Japanese and Korean males. Results We first present the number of non-Japanese citizens in Japan by eight nationality groups
(Table 1). During 1980–2015, the number of foreign nationals increased by more than 160%, with
the largest increase observed among Chinese. As of 2015, Chinese and Koreans were the two larg-
est non-Japanese groups. Koreans were the largest group at the beginning of the study period, but
by 2010 they were outnumbered by Chinese. During 1980–2015, 263,628 Koreans naturalized
[25] as Japanese citizens, which may partly explain their apparent population decrease. bl
h
l
b
f
d d
h
d
f
d
b Table 2 presents the total number of suicide deaths aggregated over five-year periods, by
sex and nationality. The highest number of suicides among foreign nationals was observed Table 2. Total number of suicides in Japan over Five-year periods by sex and nationality. Male
Years
Japan
Korea
China
USA
Brazil
Thailand
Philippines
Peru
UK
1980–1984
71939
553
26
8
1985–1989
74428
543
23
7
1990–1994
66016
521
57
11
14
13
4
0
1
1995–1999
89933
757
47
15
34
7
4
5
6
2000–2004
110158
846
65
18
31
4
3
4
4
2005–2009
109691
828
66
14
32
4
5
3
8
2010–2014
94511
587
76
21
33
2
12
3
3
Female
Years
Japan
Korea
China
USA
Brazil
Thailand
Philippines
Peru
UK
1980–1984
38803
181
19
3
1985–1989
42351
233
32
4
1990–1994
36347
241
23
3
5
10
5
0
2
1995–1999
40435
301
50
10
9
15
7
1
1
2000–2004
42127
323
62
5
5
12
13
0
1
2005–2009
42810
345
70
3
21
12
20
1
2
2010–2014
40832
378
87
5
6
14
21
1
0 Table 2. Total number of suicides in Japan over Five-year periods by sex and nationality. PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 4 / 10 ) [
]
Note: Age-standardized suicide rates aggregated over five-year periods are reported. The 1990–1994 data for Brazil, Thailand, the Philippines, Peru, and the United
Kingdom were aggregated over three years (1992–1994). The numbers in parentheses report the age-standardized suicide rates in the country of origin. The data were
available only from 2000, and the numbers in 2000, 2010, and 2015 are shown. PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Source: Vital Statistics of Japan, 1980–2014, Population Census of Japan, 1980–2010 (for data on Japanese residents). World Health Organization (data in home
t i ) [26] Suicide by persons with foreign background in Japan Suicide by persons with foreign background in Japan 0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
Korea male
0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
Korea female
0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
China male
0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
China female
Fig 1. The Rate ratios of standardized suicide rates. Source: Vital Statistics of Japan, 1980–2014, Population Census
of Japan, 1980–2010. Note: The rate ratios were calculated with the suicide rate of Japanese citizens as a reference. https://doi.org/10.1371/journal.pone.0211867.g001 0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
Korea male 0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
Korea female Rate ratio 0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
China female 0
.5
1
1.5
2
2.5
Rate ratio
1980
1990
2000
2010
Year
China male Rate ratio Rate ratio Fig 1. The Rate ratios of standardized suicide rates. Source: Vital Statistics of Japan, 1980–2014, Population Census
of Japan, 1980–2010. Note: The rate ratios were calculated with the suicide rate of Japanese citizens as a reference. https://doi.org/10.1371/journal.pone.0211867.g001 to 12.54 by the latest period in our study. Comparison of the suicide rates of non-Japanese citi-
zens in Japan and rates of their country of origin reveals that for most nationalities, the suicide
rates of residents in Japan tended to resemble those in the home country. However, there were
some exceptions; notably Korean and Chinese males and Korean females in Japan had higher
suicide rates compared to those in their home country. to 12.54 by the latest period in our study. Comparison of the suicide rates of non-Japanese citi-
zens in Japan and rates of their country of origin reveals that for most nationalities, the suicide
rates of residents in Japan tended to resemble those in the home country. However, there were
some exceptions; notably Korean and Chinese males and Korean females in Japan had higher
suicide rates compared to those in their home country. Fig 1 presents the rate ratios (RRs) of the suicide rates for the Korean and Chinese popula-
tion by sex, with Japanese suicide rates as the reference group. The vertical bars represent 95%
confidence intervals. Over the same period, the number of sui-
cides among Japanese females also decreased. However, the number of suicides among Korean
females in Japan remained high after 2010, even though their population in Japan had
decreased. Table 3 reports the age-standardized suicide rates per 100,000 for residents in Japan by
nationality to facilitate comparisons across nationalities. Except for the Japanese, the table also
shows the age-standardized suicide rates in each group’s country of origin in parentheses. The
data are available only for 2000, 2010, and 2015 [26]. According to Table 3, the suicide rates of
Koreans living in Japan were by far the highest among all nationalities for both sexes. For
example, during the 2005–2009 period, the suicide rates for Korean males and females in
Japan were 73.64 and 27.31 per 100,000, respectively, which were approximately twice as high
as the suicide rates of their Japanese counterparts (37.65 and 13.49). The suicide rate of Korean
females rose since the 1995–1999 period, while the suicide rates of other groups had declined
by the 2010–2014 period. The suicide rates of Chinese residents decreased from 28.53 in 1980 5 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Suicide by persons with foreign background in Japan According to the top panel, which depicts the RRs for Koreans, the sui-
cide rates of Korean males in Japan were more than 50% higher than those of Japanese males
throughout the study period. In the 1995–1999 period, the RR was 2.014 (95% CI: 1.943–
2.086), which suggests that Korean males in Japan were twice as likely to die by suicide com-
pared to Japanese males. Regarding Korean females, at the beginning of the study period, they
were approximately 25% more likely to die by suicide than Japanese females, but the ratio
gradually increased over time. By the 2010–2014 period, the RR reached 2.318 (95% CI: 2.217–
2.419), which indicates that the suicide rate among Korean females was c. 130% higher than
that of Japanese females by the latest study period. We found different patterns among the Chinese population in Japan. According to the bot-
tom panel of Fig 1, the suicide rates of Chinese males were similar to those of Japanese males
until 1990–1994 but became significantly lower after 1995. The RRs for Chinese females also 6 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Suicide by persons with foreign background in Japan Koreans in Japan
Koreans in Korea
Japanese
0
20
40
60
80
Suicide rate
1980
1990
2000
2010
Year
Male
Koreans in Japan
Koreans in Korea
Japanese
0
10
20
30
Suicide rate
1980
1990
2000
2010
Year
Female
Fig 2. Trends in standardized suicide rates by sex and nationality and the country of residence. Source: Vital
Statistics of Japan, 1980–2014, Population Census of Japan, 1980–2010, Statistics Korea, 1980–2014. Notes: The age-
standardized suicide rates aggregated over five-year periods reported. https://doi.org/10.1371/journal.pone.0211867.g002 Koreans in Japan
Koreans in Korea
Japanese
0
20
40
60
80
Suicide rate
1980
1990
2000
2010
Year
Male
Female Koreans in Japan
Koreans in Korea
Japanese
0
10
20
30
Suicide rate
1980
1990
2000
2010
Year
Female Fig 2. Trends in standardized suicide rates by sex and nationality and the country of residence. Source: Vital
Statistics of Japan, 1980–2014, Population Census of Japan, 1980–2010, Statistics Korea, 1980–2014. Notes: The age-
standardized suicide rates aggregated over five-year periods reported. https://doi.org/10.1371/journal.pone.0211867.g002 https://doi.org/10.1371/journal.pone.0211867.g002 statistically did not differ from a value of one, except for the first two periods, in which their
suicide rates were approximately 50% higher than those of Japanese females. Suicide by persons with foreign background in Japan Finally, we compared the trends in the suicide rates for Koreans living in Japan, Koreans
living in South Korea, and Japanese citizens, to determine whether the suicide rates of Koreans
living in Japan were more closely related to the rates of Koreans in South Korea, which may
arguably be considered their country of origin, or to the suicide rates of Japanese citizens. As
shown in the top panel of Fig 2, the suicide rates of Korean males in Japan followed a similar
trend to that of Japanese males. The suicide rates of Korean females in Japan and Japanese
females in Japan also exhibited similar trends, but the difference between their rates increased
toward the end of our study period. In contrast, the suicide rates of Korean females in Japan
and those in South Korea became more similar in recent years. Finally, Korean males and
females residing in Japan had higher suicide rates than Koreans in South Korea throughout
the study period. However, the gap between Koreans in Japan and Koreans in South Korea
narrowed in recent years. Suicide by persons with foreign background in Japan comprehensive data regarding suicides by non-Japanese citizens in Japan using large-scale
data that include all reported deaths in Japan. We found that the suicide rates of non-Japanese citizens in Japan differ across nationalities. The suicide rates of Koreans and Chinese in Japan were similar to or higher than those of Japa-
nese, while other groups tended to show lower suicide rates. This suggests that immigrants in
Japan are not necessarily influenced by the suicide rates of the host country (i.e., Japan). For
example, the suicide rate of the Japanese population sharply increased in the mid-1990s, but
such an increase was not observed among foreign nationals living in Japan. The results
reported in Table 3 suggest that immigrant suicide rates are thus more likely to be influenced
by other factors, such as the suicide rates of their country of origin [3, 9–14]. However, this
result should be interpreted with caution because the size of immigrant population in Japan is
small and suicide is a rare event, as shown in Tables 1 and 2. As a result, the suicide rates tend
to vary considerably over years, which makes it challenging to compare across nationalities or
over time. We also found that the Korean population in Japan had consistently high suicide rates from
1980 to the mid-2010s, which were nearly twice as high as those of the Japanese population. Both Korean males and females exhibit high suicide rates, and the suicide rate of Korean
females has been increasing over time. While the length of their residency in Japan may
explain why the suicide rates of Koreans in Japan tended to follow a similar temporal pattern
to those of the Japanese population, it does not explain why their suicide rates were consider-
ably higher than the suicide rates of Japanese and Koreans in South Korea. There could be
multiple factors underlying their relatively high suicide rates, but of particular relevance is that
Korean residents tend to face various disadvantages and adversities in Japan. As noted above, many Koreans in Japan are special permanent residents, and the younger
generation was born and educated in Japan with Japanese as their native language. However,
their socioeconomic status is not equivalent to that of the Japanese native population. Discussion The present study’s contribution is that it examined long-term trends in suicide deaths among
foreign nationals in Japan from eight countries of origin. This is the first study that provides 7 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Author Contributions Formal analysis: Michiko Ueda, Tetsuya Matsubayashi. Formal analysis: Michiko Ueda, Tetsuya Matsubayashi. Investigation: Kanako Yoshikawa. Methodology: Tetsuya Matsubayashi. Supervision: Michiko Ueda, Tetsuya Matsubayashi. Writing – original draft: Michiko Ueda, Kanako Yoshikawa, Tetsuya Matsubayashi. Writing – review & editing: Michiko Ueda, Kanako Yoshikawa, Tetsuya Matsubayashi. Investigation: Kanako Yoshikawa. Investigation: Kanako Yoshikawa. Methodology: Tetsuya Matsubayashi. Supervision: Michiko Ueda, Tetsuya Matsubayashi. Writing – original draft: Michiko Ueda, Kanako Yoshikawa, Tetsuya Matsubayashi. Writing – review & editing: Michiko Ueda, Kanako Yoshikawa, Tetsuya Matsubayashi. Writing – review & editing: Michiko Ueda, Kanako Yoshikawa, Tetsuya Matsubayashi. Suicide by persons with foreign background in Japan In summary, circumstances facing Koreans living in Japan can be challenging. Despite the
fact that many Korean residents in Japan have integrated with the local language and culture,
their aggregate suicide rate is significantly higher than the suicide rate among Japanese citi-
zens. Although we cannot immediately conclude that these high suicide rates are due to the
conditions that Koreans face in Japan, it is possible that such conditions influence the deci-
sions of some Koreans to kill themselves. Understanding the causes underlying their high sui-
cide rates is an important future research agenda. Several limitations of this study should be noted. First, our analysis did not consider length
of stay in Japan as it was not recorded in the Vital Statistics. As discussed above, Koreans in
Japan can be short-term residents, such as college students, or long-term special permanent
residents. We expect that suicide rates would vary depending on length of stay, but we could
not assess this in the present analysis. Second, the census population that we used to calculate
the standardized suicide rates may not be accurate. The census count only reflected population
as of the census date and undercounting foreign nationals was also a possibility. Third, our
analysis did not consider the role of socioeconomic status such as income and employment. For example, Koreans in Japan might exhibit higher suicide rates than Japanese because the
former might be more likely than the latter to be unemployed. Despite these limitations, the present study provides important data regarding suicide rates
among foreign nationals in Japan. Our study also has significant policy implications. The find-
ings of this study strongly suggest that extra care should be taken to ensure the well-being of
foreign nationals, even if they live in a host country for a sufficient period of time. As the high
suicide rates of Koreans in Japan documented in this study indicate, language acquisition and
acculturation are insufficient to ensure the well-being and health of foreign nationals. Their
risk of suicide may remain high until the host country fully accepts them as members of
society. 6.
Gilliver SC, Sundquist J, Li X, Sundquist K. Recent research on the mental health of immigrants to Swe-
den: A literature review. Vol. 24, Eur J Public Helth. 2014; 24 Suppl 1: 72–9. PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 Accord-
ing to the Population Census of Japan in 2010, the unemployment rate of Korean males aged
15 or higher was 4.6 percentage points higher than that of Japanese males. Even among those
aged 25–44, the difference was 4.0 percentage points [19]. The same census data also indicate
that Japanese and Korean males engage in different types of work: 61% of Japanese males work
as full-time office workers, whereas only 41% of Korean males work as such. In addition, long-term Korean residents in Japan face discrimination and hardship to date. For example, according to a survey administered at the request of the Ministry of Justice,
27.2% of respondents with a special permanent resident status answered that a housing appli-
cation had been denied within the prior five years due to their nationality [21]. Note that
nearly all (99%) special permanent residents are Koreans [22]. In the same survey, 16.1% of
special permanent residents responded that their romantic relationship with a Japanese part-
ner was opposed by the partner’s Japanese relatives because of the respondent’s nationality. Some Koreans also experience hardship at school and in the workplace: 19.3% of special per-
manent residents answered that their relationships with others at school or in the workplace
were negatively affected because their Japanese peers are prejudiced against foreigners, and
10.1% of respondents reported that they were bullied at school or in the workplace because of
their nationality. Finally, the number of hate speech and street demonstrations against Koreans and Chinese
in Japan has been increasing throughout Japan. A total of 378 such street rallies were recorded
in 2014, some of which contained strong racist speech toward long-term Korean residents
[20]. The spread of hate speech and rallies against foreigners was mentioned as a source of con-
cern in a country report by the United Nations [27]. 8 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
February 6, 2019 References References
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den: A literature review. Vol. 24, Eur J Public Helth. 2014; 24 Suppl 1: 72–9. 9 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0211867
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February 6, 2019
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Impact of New Standardized Population for Estimating Cancer Incidence in Indian Context- an Analysis from National Cancer Registry Programme (NCRP)
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Asian Pacific journal of cancer prevention
| 2,020
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cc-by
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Sathishkumar K, Vaitheeswaran K, Stephen S, Sathya N, Prashant Mathur* athishkumar K, Vaitheeswaran K, Stephen S, Sathya N, Prashant Math Abstract Objective: Standardization adjusts for variations in population age-distribution and provides a summary measure
for the comparison of populations and comparisons of time-trends in population. Globally, several standard population
were used by many countries for comparison of rates. Segi World Standard Population (WSP) is suitable for international
comparison. However, national standard population would be more appropriate for Intra-national comparison as the
standard should be similar to the population of interest. This study aimed to develop Indian Standard Population (ISP)
for estimating Age Adjusted Rate (AAR) and, to understand the outcome on the cancer incidence rate using ISP in
Population Based Cancer Registries (PBCRs). Methods: The Indian Standard Population was estimated based on
the average age structure of three Censuses (1991,2001 and 2011). Age Adjusted Rate has been estimated using two
standard populations of WSP and ISP for magnitude of change and comparison between 15 PBCRs in India. Results:
The implementation of ISP led to overall 20% reduction in AAR for all sites of cancers in both sexes and minor relative
changes in the ranking among PBCRs. Time trends in cancer incidence rate showed same temporal pattern curve using
both ISP and WSP, AARs. Conclusion: The ISP would be more representative of the age-structure of Indian registries
population and this would give more realistic comparison across the different PBCRs in India. Keywords: Indian standard population- age adjusted rate- age standardised Rrate- NCRP- national population eywords: Indian standard population- age adjusted rate- age standardised Rrate- NCRP- national populati Asian Pac J Cancer Prev, 21 (2), 371-377 A common age-structured population is used as standard
population in direct standardization. This could be the
existing population of the country (e.g., United States
population, 1999, Australian Standard Population, 2001)
or may be arbitrary. A common set of age specific rate is
applied to the population’s age structure whose rates are to
be standardized which is known as indirect standardization. The most common and simple technique is the direct age
standardization method (Mausner and Bahn, 1974). DOI:10.31557/APJCP.2020.21.2.371
Indian Standard Population DOI:10.31557/APJCP.2020.21.2.371
Indian Standard Population RESEARCH ARTICLE Editorial Process: Submission:06/06/2019 Acceptance:01/28/2020 Asian Pacific Journal of Cancer Prevention, Vol 21
371
National Centre for Disease Informatics and Research, Indian Council of Medical Research (ICMR), Bangalore, India.
*For Correspondence: director@ncdirindia.org Asian Pacific Journal of Cancer Prevention, Vol 21 Materials and Methods Census of India is the single largest source of a variety
of statistical information on various characteristics of
the people of India. The source data for Indian standard
population was derived from Census of India (Census
of India, 2018). The ISP was conceptualized based on
average age structure of Indian population with the age
group of (0-4,5-9,10-14,…75+) of population of last three
censuses (1991, 2001 and 2011).The last three census
population by age group for both sexes were added and
relative proportion were arrived at. Since cancer incidence
rate multiplication factor is 100,000, the proportion of
age groups are multiplied by 100,000 and rounded with
nearest five hundreds. A crude incidence rate is the number
of new cancers occurring in a specified population in a
specified period, usually expressed per 100,000 population
at risk. Age Specific Incidence Rate was the number of
new cancers occurring in a given age group (eg. 10-14)
in specified population and period. Age specific rate was
multiplied by the standard population of that same age
group. The age-specific results are added up to get the
age-adjusted incidence rate for the area of study. This is
called direct method of standardization (Naing, 2000). Table 2 provides the magnitude of change in ASR using
two different population for stomach cancer (ICD-10:
C16) by gender. There was no change in relative ranking
for stomach cancers in PBCRs using both the standard
population. Table 3. The leading site of breast cancer (ICD-10:
C50) in females showed major changes in the ranking
using ISP- standardized rate. The first five ranking based
on WSP (Delhi, Chennai, Bangalore, Thiruvananthapuram
and Mumbai) were changed to (Delhi, Chennai,
Thiruvananthapuram, Patiala, and Bangalore). However,
the difference in rates between PBCRs are very minimum. The second leading sites of cervical cancer in (ICD-10:
C53) females showed relative change in rank at 11th
position. Table 4. Prostate cancer (ICD-10: C61) does not show
any change in the ranking using either standard population. Though myeloid leukaemia (ICD-10: C92-C94) in males
showed changes in the ranking, the difference in rates are
minor. The Spearman rank correlation (r) between the
rates using WSP and ISP showed positive correlation in
all sites and specific sites of cancer. Results Figure 1.ISP had higher population in younger age
group compared with WSP except in (0-4) age group. Above 45 year age the lower population (20%) were seen
in ISP compared with WSP (26%). Since, Segi standard population (Segi, 1960) age
structure is not representative of Indian population
structure, an attempt was made in this study to use Indian
Standard Population (ISP) for estimating Age Standardised
Rate (ASR)/Age Adjusted Rate (AAR) using age structure
of Indian population and, to understand the outcome on the
incidence rate of cancer using Indian standard population
in Population Based Cancer Registries along with Segi
WSP (Segi, 1960). p
(
)
Table 1 provides Crude rate, Age Adjusted Rate using
WSP and ISP for the first 15 PBCRs (based on AAR-WSP
ranking) for all sites of cancer (ICD-10: C00-C97) by sex. The first 15 PBCRs were ranked based on AAR-WSP
and AAR-ISP rate as well. There was only one position
change in ranking otherwise we did not find major
changes in relative ranking of the PBCRs using either
WSP or ISP. However, there was a change in magnitude
of standardized rate using ISP, for example the incidence
rate Aizawl district of Mizoram State (North eastern state
of India) using WSP 270.7 per 100,000 reduced to 210.2
per 100,000 using ISP in males. The Papumpare district
reduced from ASR 249.0 per 100,000 to 200.5 per 100,000
using ISP in females. As an average there was 20% of
reduction in AAR across all the registries. Introduction Clinics, Diagnostic Labs, Imaging centres, Hospices and
Registrars of Births and Deaths (NCDIR, NCRP, 2018). We have used the “Three-year report of Population
Based Cancer Registries (PBCR):2012-2014 data as the
source to calculate Crude rate (CR), Age adjusted rate
using WSP and ISP for all sites, stomach, breast, cervix,
prostate and myeloid leukaemia as varied risk patterns
across the age group (NCDIR, 2016). Based on the AAR
of two standard populations, the ranking of the cancer
registries were compared. We estimated the Spearman rank
correlation (r) between the rates using WSP and ISP. Also,
the percentage change between AAR of world standard
population and ISP has been observed by cancer site wise. Clinics, Diagnostic Labs, Imaging centres, Hospices and
Registrars of Births and Deaths (NCDIR, NCRP, 2018). been used are those of Canada; Nordic countries
(NORDCAN population in 2014); Australia (Australian
Standard Population, 2001); the International Network
for the Demographic Evaluation of Populations and
Their Health (INDEPTH) standard population for low
and middle-income countries and the European standard
population for all cause of death and cancer incidence
(Waterhouse 1976; Government of Canada, 1991;
Engholm et al., 2016; HealthStats NSW, 2017; Sankoh
et al., 2014; Crocetti et al., 2016). been used are those of Canada; Nordic countries
(NORDCAN population in 2014); Australia (Australian
Standard Population, 2001); the International Network
for the Demographic Evaluation of Populations and
Their Health (INDEPTH) standard population for low
and middle-income countries and the European standard
population for all cause of death and cancer incidence
(Waterhouse 1976; Government of Canada, 1991;
Engholm et al., 2016; HealthStats NSW, 2017; Sankoh
et al., 2014; Crocetti et al., 2016). The National Centre for Disease Informatics and
Research (NCDIR), National Cancer Registry Programme
(NCRP) in India was initiated by the Indian Council of
Medical Research (ICMR) with a network of cancer
registries across the country in December 1981 and it
has expanded to 36 Population Based Cancer Registries
(PBCRs). NCDIR-NCRP reports Age Adjusted Cancer
incidence rates based on Segi World Standard Population
(NCDIR, 2013, 2016). Introduction Comparing incidence and mortality rates in two or
more different regions/areas is vital for the assessment
of health status of the community (Naing, 2000). A
comparison between crude rates would be less informative
as they are not very informative about the health status
of a population especially for cancer which is more
dependent on age. Age is the highest risk for developing
cancer and the risk of epithelial cancers, which comprise
90% of all cancers worldwide, increases approximately
as a fifth power of age (Armitage and Doll, 1954). Age
is the most common variable used for standardization. Globally, standardization is the procedure used to adjust
for differences in population structure and provides a
single summary measure for the comparison of different
populations/areas. Generally, a National population is
considered as “Standard Population” for comparing rates
in different geographic regions/populations within the
country. The world standard population was previously used
by many studies for comparing cancer incidence rates
in different regions (NCDIR, 2013; Torre et al., 2015). This was originally proposed in 1960 as the pooled
population of 46 countries and, thereafter, revised in
1966.The new standard population in the year 2000 was
constructed by World Health Organisation (WHO) as
the average of projected world population age structure
during the years 2000–2025 (Segi, 1960; Doll et al.,
1966; Ahmad et al., 2000).The US has replaced the
existing 1940 standard population with new standard of
US 2000 population (Anderson and Rosenberg, 1998). Some other standard populations which have extensively There are two commonly used methods for calculating
standardized rates that is direct and indirect standardization. 371 Asian Pacific Journal of Cancer Prevention, Vol 21 Sathishkumar K et al Clinics, Diagnostic Labs, Imaging centres, Hospices and
Registrars of Births and Deaths (NCDIR, NCRP, 2018). We have used the “Three-year report of Population
Based Cancer Registries (PBCR):2012-2014 data as the
source to calculate Crude rate (CR), Age adjusted rate
using WSP and ISP for all sites, stomach, breast, cervix,
prostate and myeloid leukaemia as varied risk patterns
across the age group (NCDIR, 2016). Based on the AAR
of two standard populations, the ranking of the cancer
registries were compared. We estimated the Spearman rank
correlation (r) between the rates using WSP and ISP. Also,
the percentage change between AAR of world standard
population and ISP has been observed by cancer site wise. Materials and Methods The NCRP population Based Cancer Registries in
India, collect all new cancers occurring in the resident
population of defined geographic area through active
case-finding procedures and principles advocated by
the International Agency for Research on Cancer, the
International Association of Cancer Registries (Jensen and
Storm, 1991) based on multiple sources of data such as
Government Hospitals, Private Hospitals, Nursing Homes, Table 5. In percentage distribution by age group of
different registries population as per Census 2011, the
PBCRs of Chennai, Kollam, Mumbai, Nagpur and
Patiala had higher older age (65+) population than ISP 372 Asian Pacific Journal of Cancer Prevention, Vol 21
72 DOI:10.31557/APJCP.2020.21.2.371
Indian Standard Population Table 1. Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World Standard Population
(WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) – Males and Females
(All Sites) Table 1. Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World Standard Population
(WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) – Males and Females
(All Sites) Table 1. Materials and Methods Cancer Incidence: Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World
Standard Population (WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR)
–Stomach (ICD-10:C16) - Males and Females Stomach-Males
Stomach-Females
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
ISP-W SP
(AAR) (%)
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
ISP-WSP
(AAR) (%)
Papumpare
21.5
1
50.2
39.0
1
-22.3
Papumpare
11.4
1
29.2
22.9
1
-21.6
Aizawl
31.8
2
43.9
33.3
2
-24.1
Aizawl
17.4
2
23.7
18.0
2
-24.1
Mizoram State
27.3
3
41.1
31.1
3
-24.3
Mizoram State
13.7
3
20.1
15.5
3
-23.3
Naharlagun
14.3
4
26.7
20.9
4
-21.7
Naharlagun
8.1
4
16.3
12.7
4
-22.1
Pasighat
16.2
5
22.8
17.3
5
-24.1
Pasighat
8.4
5
12.2
9.8
5
-19.7
Nagaland
9.2
6
17.8
13.5
6
-24.2
Nagaland
5.9
6
11.1
8.7
6
-21.6
Sikkim State
11.3
7
14.8
11.2
7
-24.3
Kamrup Urban
6.1
7
8.6
6.8
7
-21.8
East K Hills
7.3
8
14.3
11.0
8
-23.1
East K Hills
5.1
8
7.6
6.1
8
-19.7
Kamrup Urban
9.6
9
14.1
10.6
9
-24.8
Meghalaya
4.0
9
6.8
5.5
9
-19.1
Meghalaya
6.1
10
12.5
9.7
10
-22.4
Sikkim State
4.5
10
6.8
5.1
10
-25.0
Chennai
10.8
11
10.8
8.3
11
-23.1
Chennai
5.4
11
5.1
4.0
11
-21.6
Bangalore
6.3
12
8.2
6.2
12
-24.4
Bangalore
3.8
12
4.7
3.6
12
-23.4
Dibrugarh
5.7
13
7.6
5.9
13
-22.4
Dibrugarh
3.6
13
4.3
3.6
13
-16.3
Kollam
6.9
14
5.5
4.2
14
-23.6
Imphal West
2.6
14
2.8
2.2
14
-21.4
Cachar
4.0
15
5.4
4.2
15
-22.2
Cachar
2.0
15
2.6
2.1
15
-19.8
Correlation (r)
1.00
Correlation (r)
1.00
East K.Hills - East Khasi Hills;*Rank- Ranking status of PBCR based on WSP and ISP; ISP-WSP (AAR) (%) – Change in percentage between
ISP and WSP AAR’s Stomach-Males WSP-AAR over the period (1982-2013). At the beginning
period the CR was lower than ISP-AAR and it crossed over
to higher side in the year 1997. The percentage of older
age group (65+) population in Chennai PBCR increased
to 6.3% in 2011 from 4.0% in 1991. which resulted CR becomes greater than ISP-AAR and
Meghalaya had lower older age population than ISP which
resulted CR becomes lesser than ISP-AAR. Materials and Methods Mizoram,
Bhopal and Delhi percentage of older age population is
closer to ISP which resulted CR and ISP-AAR becomes
closer. Figure 2. Trends in Age Adjusted Rate using ISP and
WSP for All sites of Cancer showed same temporal pattern
curve and the ISP-AAR incidence rate is lesser than Materials and Methods Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World Standard Population
(WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) – Males and Females
(All Si
) Male
Female
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
ISP-WSP
(AAR) (%)
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank
ISP-WSP
(AAR) (%)
Aizawl
204.6
1
270.7
210.2
1
-22.3
Papumpare
115.3
1
249.0
200.5
1
-19.5
Papumpare
103.5
2
230.4
181.1
2
-21.4
Aizawl
167.3
2
207.7
165.6
2
-20.3
East K.Hills
125.5
3
218.3
173.1
3
-20.7
Kamrup Urban
123.3
3
174.0
137.9
3
-20.7
Mizoram State
147.4
4
211.5
163.5
4
-22.7
Mizoram State
121.7
4
165.8
132.7
4
-20.0
Kamrup Urban
143.4
5
206.0
158.3
5
-23.2
Delhi
121.7
5
144.8
118.2
5
-18.4
Meghalaya
88.8
6
169.6
134.5
6
-20.7
Chennai
132.3
6
126.2
101.7
6
-19.4
Delhi
112.6
7
149.4
119.3
7
-20.1
Bangalore
106.5
7
125.9
100.4
7
-20.3
Thi'puram
160.7
8
132.0
104.2
8
-21.1
Thi'puram
153.9
8
120.4
99.6
8
-17.3
Nagaland
74.7
9
125.8
98.6
10
-21.6
Mumbai
117.0
9
118.5
94.6
9
-20.2
Cachar
96.2
10
125.4
98.9
9
-21.1
East K.Hills
75.0
10
117.0
92.4
10
-21.0
Kollam
148.0
11
120.5
94.7
11
-21.4
Patiala
112.8
11
111.2
91.1
11
-18.1
Chennai
115.5
12
116.1
92.3
12
-20.5
Bhopal
90.4
12
108.3
87.8
12
-18.9
Mumbai
98.1
13
113.1
88.8
13
-21.5
Imphal West
100.3
13
103.6
85.4
13
-17.6
Pasighat
83.1
14
107.4
86.7
14
-19.3
Kolkata
120.8
14
103.4
84.0
15
-18.8
Bangalore
82.8
15
105.4
82.1
15
-22.1
Kollam
130.3
15
101.7
84.5
14
-16.9
Correlation (r)
0.99
Correlation (r)
0.99
(
)
East K.Hills - East KhasiHills;Th'puram- Thiruvananthapuram; Change in rank are highlighted in bold; *Rank- Ranking status of PBCR based on
WSP and ISP; ISP-WSP (AAR) (%) – Change in percentage between ISP and WSP AAR’s East K.Hills - East KhasiHills;Th'puram- Thiruvananthapuram; Change in rank are highlighted in bold; *Rank- Ranking status of PBCR based on
WSP and ISP; ISP-WSP (AAR) (%) – Change in percentage between ISP and WSP AAR’s Table 2. Cancer Incidence: Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World
Standard Population (WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR)
–Stomach (ICD-10:C16) - Males and Females Table 2. Discussion Asian Pacific Journal of Cancer Prevention, Vol 21
373
The main reason for using Indian standard population is Asian Pacific Journal of Cancer Prevention, Vol 21
373
The main reason for using Indian standard population is 373 Sathishkumar K et al Figure 1. Distribution of World Standard population (WSP) and Indian Standard Population (ISP) per 100,000
population (%) Figure 1. Distribution of World Standard population (WSP) and Indian Standard Population (ISP) per 100,000
population (%) Distribution of World Standard population (WSP) and Indian Standard Population (ISP) per 100,00
n (%) Figure 2. Trends in Crude Rate (CR), Age Adjusted Rate (AAR) using World Standard Population (WSP) and Indian
Standard Population (ISP) for all sites of Cancer (Males) - Chennai (1982-2013) Figure 2. Trends in Crude Rate (CR), Age Adjusted Rate (AAR) using World Standard Population (WSP) and Indian
Standard Population (ISP) for all sites of Cancer (Males) - Chennai (1982-2013) Table 3. Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World Standard Population
(WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) – Breast(ICD-10:C50)
and Cervix (ICD-10:C53) - Females Table 3. Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World Standard Population
(WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) – Breast(ICD-10:C50)
and Cervix (ICD-10:C53) - Females i
374
Table 3. Th'puram- Thiruvananthapuram; Ahmedabad U- Ahmedabad Urban; Barshi Exp- Barshi Expanded; Change in rank are highlight
Ranking status of PBCR based on WSP and ISP; ISP-WSP (AAR)(%) – Change in percentage between ISP and WSP AAR’s Asian Pacific Journal of Cancer Prevention, Vol 21
4 Discussion Cancer Incidence: Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World
Standard Population (WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) –
Prostate (ICD-10:C61) and Myeloid Leukaemia (ICD-10:C92-C94) - Males Prostate
Myeloid Leukaemia
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
I S P - W S P
(AAR) (%)
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
ISP-WSP
(AAR) (%)
Delhi
7.6
1
12.4
9.1
1
-26.6
Delhi
2.8
1
3.2
2.9
1
-9.4
Kamrup
6.9
2
12.2
8.9
2
-27.0
Patiala
2.9
2
2.9
2.6
3
-10.3
Mumbai
7.7
3
9.8
7.2
3
-26.5
Imphal West
2.8
3
2.8
2.7
2
-3.6
Thi'puram
11.5
4
9.4
6.9
4
-26.6
Thi'puram
3.1
4
2.7
2.5
5
-7.4
Kolkata
9.8
5
8.2
6.0
5
-26.8
Kollam
3.0
5
2.7
2.5
4
-7.4
Bangalore
5.8
6
8.2
6.0
6
-26.8
Aizawl
2.2
6
2.7
2.2
7
-18.5
Chennai
6.2
7
6.7
4.9
7
-26.9
Bangalore
2.3
7
2.6
2.2
6
-15.4
Papumpare
1.4
8
6.6
4.9
8
-25.8
Ahmedabad U
2.4
8
2.4
2.2
8
-8.3
Patiala
5.8
9
6.3
4.7
9
-25.4
Chennai
2.4
9
2.3
2.0
10
-13.0
Pune
4.5
10
6.3
4.6
10
-27.0
Bhopal
2.2
10
2.2
2.1
9
-4.5
Kollam
7.6
11
6.1
4.5
11
-26.2
Kolkata
2.4
11
2.1
2.0
11
-4.8
Bhopal
4.0
12
5.6
4.1
12
-26.8
Sikkim State
1.9
12
2.0
1.8
13
-10.0
Ahmedabad U
3.3
13
4.4
3.2
13
-27.3
Wardha
2.1
13
1.9
1.9
12
0.0
Aizawl
2.6
14
3.5
2.6
14
-25.7
Mumbai
1.7
14
1.7
1.5
15
-11.8
Mizoram State (MZ)
2.0
15
3.0
2.2
15
-26.7
Barshi Rural
1.6
15
1.7
1.6
14
-5.9
Correlation (r)
0.99
Correlation (r)
0.97
Prostate (ICD 10:C61) and Myeloid Leukaemia (ICD 10:C92 C94) Males
Th'puram- Thiruvananthapuram; Ahmedabad U- Ahmedabad Urban; Change in rank are highlighted in bold; *Rank- Ranking status of PBCR based
on WSP and ISP; ISP-WSP (AAR) (%) – Change in percentage between ISP and WSP AAR’s Th'puram- Thiruvananthapuram; Ahmedabad U- Ahmedabad Urban; Change in rank are highlighted in bold; *Rank- Ranking status of PBCR based
on WSP and ISP; ISP-WSP (AAR) (%) – Change in percentage between ISP and WSP AAR’s national standard population for estimating AAR. ISP will
help in making sub-national comparison. Discussion Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World Standard Population
(WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) – Breast(ICD-10:C50)
and Cervix (ICD-10:C53) - Females
Breast (ICD-10:C50)
Cervix (ICD-10:C53)
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
ISP-WSP
(AAR) (%)
Registry
CR
Rank*
AAR-
WSP
AAR-
ISP
Rank*
ISP-WSP
(AAR) (%)
Delhi
34.8
1
41.0
33.2
1
-19.0
Papumpare
15.6
1
30.2
24.9
1
-17.5
Chennai
40.8
2
37.9
30.6
2
-19.3
Aizawl
26.0
2
28.0
24.4
2
-12.9
Bangalore
29.3
3
34.4
27.4
5
-20.3
Mizoram
19.4
3
23.1
20.1
3
-13.0
Th'puram
43.9
4
33.7
27.6
3
-18.1
Pasighat
18.7
4
22.5
19.6
4
-12.9
Mumbai
33.6
5
33.6
26.8
7
-20.2
Barshi rural
17.7
16.1
12.7
5
-21.1
Patiala
34.2
6
33.1
27.5
4
-16.9
Chennai
16.7
6
15.9
12.6
6
-20.8
Bhopal
28.2
7
33.0
27.1
6
-17.9
Delhi
13.2
7
15.5
12.5
7
-19.4
Nagpur
30.4
8
29.3
24.5
9
-16.4
Bangalore
13.1
8
15.3
12.2
8
-20.3
Papumpare
17.3
9
29.2
25.0
8
-14.4
Barshi Exp
15.6
9
14.7
11.9
9
-19.0
Aizawl
24.3
10
28.0
23.5
10
-16.1
Kamrup Urban
10.6
10
14.5
11.5
11
-20.7
Kollam
36.3
11
27.7
23.0
11
-17.0
Aurangabad
12.0
11
14.3
11.7
10
-18.2
Kamrup
21.5
12
27.1
22.1
12
-18.5
Bhopal
11.3
12
13.8
11.1
12
-19.6
Pune
23.4
13
26.4
21.0
13
-20.5
Nagaland
8.9
13
13.1
11.0
13
-16.0
Kolkata
30.7
14
25.5
21.0
14
-17.6
Nagpur
12.9
14
12.9
10.4
15
-19.4
Ahmedabad U
23.0
15
23.8
19.3
15
-18.9
Cachar
10.9
15
12.7
10.9
14
-14.2
Correlation (r)
0.97
Correlation (r)
0.99
Th'puram- Thiruvananthapuram; Ahmedabad U- Ahmedabad Urban; Barshi Exp- Barshi Expanded; Change in rank are highlighted in bold; *Rank-
Ranking status of PBCR based on WSP and ISP; ISP-WSP (AAR)(%) – Change in percentage between ISP and WSP AAR’s Breast (ICD-10:C50) 374 DOI:10.31557/APJCP.2020.21.2.371
Indian Standard Population Table 4. Cancer Incidence: Crude Rate (CR) and Age Adjusted Rate (AAR) Per 100,000 Population Using World
Standard Population (WSP) and Indian Standard Population (ISP) in Population Based Cancer Registries (PBCR) –
Prostate (ICD-10:C61) and Myeloid Leukaemia (ICD-10:C92-C94) - Males Table 4. Discussion NCDIR-NCRP registries were using Segi world
standard population since from its inception in 1981
(Segi, 1960; Doll et al., 1966). WHO adopted a standard
based on the average world population age-structure
for the period 2000-2025.The WHO standard has fewer
children proportionally and a greater proportion of adults
aged 70 years compared to the Segi world standard
(Ahmad et al., 2000). The US-2000 and Canada-1992
standard population was projected based on the census
(Anderson and Rosenberg, 1988; Government of Canada,
1991; Anderson and Rosenberg, 1998). European-1976
standard population was based on several Scandinavian
population and the revision of European population was
published in 2016 based on the 2011–2030 population
projections of the unweighted average age structure of the
populations of EU-27 member states plus the European
Free Trade Association (Waterhouse et al., 1976; European
Commission, 2013). Similarly, the ISP is based on average
age structure of the India populations of last three censuses
(1991, 2001 and 2011). The census data was considered
to be a true estimate rather than using hypothetical
projected population. Before comparing various different
populations, a ‘pooled’ standard population (which
is created by adding together the populations of the
areas/period being compared) would reduce the variance
of the standardized rates (Rosenberg et al., 1992; Choi
et al., 1999). Norwegian registry has done major change in the 2014
report as preferred a Norwegian Standard Population,
instead of the World Standard Population to estimate
age-standardised rates. The higher weights in the oldest
age groups of Norway 2014 reference population led to
twice as high age-standardised rates (Cancer Registry of
Norway, 2015). The use of Revised European Standard
Population, shown slight impact on the pattern of time
trends and the relative ranking of countries compared
to European Standard Population (Crocetti et al., 2016).ii The artificial WSP population was defined in the
1960s, where 62% of the population was assumed to be
below 35 years of age, and 38% above age 35. This age
structure is different from India (as per Census, 2011),
where a higher percentage of the population was below
35 (69%) and less population in above 35 (31%) years of
age (Census of India, 2018). g (
,
)
One should change the future standard population if
the differences between the standard and actual population
become problematic (Anderson and Rosenberg, 1998). Discussion A better local policy decision and
rolling out programme can be done at our own population. GLOBOCAN has not replaced WSP with WHO due
to various reasons (Bray et al., 2002). This study aimed
to compare the WSP with ISP. Our result suggest that for
comparison of AAR between Indian registries the ISP may
be used and, for comparison of AAR between countries the
WSP population may be used. The need for implementing
ISP was due to the major difference in AAR between ISP
and WSP, relative changes in the ranking and this is the
national standard. overall rate, due to the strong positive association between
age and mortality (Robson et al., 2007). health interventions between the regions / states can be
re-prioritised in India. A better local policy decision and
rolling out programme can be done at our own population. Standardization may be used to adjust for confounding
variables in which age and gender are two of the most
common variables. The standard population based
on gender was not done because the differences in
age-structure were not substantial. The standard
population can affect the magnitude of the adjusted
rate, the observed trends in adjusted rates over time
and ranking of priorities (e.g., ranking of leading site of
cancer). Since the standard population has a major impact
on the results and the conclusions drawn, one should select
the standard population very carefully before analyzing
rates (Kitagawa, 1964; Choi et al., 1999). GLOBOCAN has not replaced WSP with WHO due
to various reasons (Bray et al., 2002). This study aimed
to compare the WSP with ISP. Our result suggest that for
comparison of AAR between Indian registries the ISP may
be used and, for comparison of AAR between countries the
WSP population may be used. The need for implementing
ISP was due to the major difference in AAR between ISP
and WSP, relative changes in the ranking and this is the
national standard. The time trends in cancer incidence rate with the
effect of ISP and WSP on all sites of cancer for the period
1982-2013 showed that parallel curves as seen in other
studies. A time trend in CR curve was lower than the
ISP-AAR at the beginning period of 1982-1996 and later
the CR over took ISP-AAR. This change in curve was
due to gradual increase in the older age population in the
registry area. Asian Pacific Journal of Cancer Prevention, Vol 21
76 Discussion that it is more representative of Indian registries population
and the most recent available population data. The WSP
give more weightage to the older population (most of the
cancers occur) than ISP. The larger the difference between
the age distributions of the standard population and the
study population, the greater the difference in the crude
and adjusted rates for the study population. Though WSP
available to compare the rate with other population, we
also need to have standard population which is of close to
the real population. Therefore, many countries have used The results of this preliminary analysis using the Indian
Standard Population on selected sites of cancer rates
showed significant differences as compared with the Segi
World population. There was a major difference in the
age structure of WSP compared to ISP, especially in the
older age group. In general, the use of a young standard
(higher proportion of young population) leads to a low
standardised mortality rate, and an old standard to a high Asian Pacific Journal of Cancer Prevention, Vol 21
375
Registry / Zone
Age Group
CR
AAR-WSP
AAR-ISP
0-14
15-34
35-64
65+
South
ISP
34.2
34.3
26.6
4.9
-
-
-
Chennai
21.5
36.5
35.7
6.3
123.9
120.6
96.6
Kollam
22.1
30.0
39.0
8.8
138.5
110.1
89.1
Central
Bhopal
29.1
38.4
27.8
4.8
86.2
104.5
84.3
West
Mumbai
22.1
39.2
33.2
5.5
106.7
115.1
91.0
Nagpur
23.4
37.1
33.6
5.8
90.2
91.6
75.6
North
Delhi
27.1
39.0
29.9
4.0
116.4
146.4
118.2
Patiala
25.4
37.5
30.8
6.4
101.1
104.3
84.5
North East
Meghalaya
40.5
35.7
20.8
3.0
71.5
130.4
103.7
Mizoram
32.5
37.6
25.9
4.0
134.6
188.8
148.2
Table 5. Percentage Distribution by Age Group of Population (Census 2011) with Cancer Incidence Rate (All sites of
cancer - Both sexes) in Selected Population Based Cancer Registries and Indian Standard Population (ISP)
CR, Crude Rate; WSP, World Standard Population; ISP, Indian Standard Population Table 5. Percentage Distribution by Age Group of Population (Census 2011) with Cancer Inciden
cancer - Both sexes) in Selected Population Based Cancer Registries and Indian Standard Populat entage Distribution by Age Group of Population (Census 2011) with Cancer Incidence Rate (All sites of
h sexes) in Selected Population Based Cancer Registries and Indian Standard Population (ISP) Sathishkumar K et al health interventions between the regions / states can be
re-prioritised in India. References Anderson RN, Rosenberg HM (1998). Report of the second
workshop on age adjustment National Center for Health
Statistics. Vital Health Stat, 4, 1-37. g
g
Registry Programme, Indian Council of Medical Research. NCDIR, NCRP, (2018) Cancer Registration in India, Guidelines
for setting up of Population Based and Hospital Based
Cancer Registries. http://www.ncdirindia.org/Downloads/
NCDIR_Guidelines.pdf Accessed 11th April 2018 Anderson RN, Rosenberg HM (1998). Age Standardization of
Death Rates: Implementation of the Year 2000 Standard. Nat Vital Stat Rep, 47, 1-16, 20. Robson B, Purdie G, Cram F, Simmonds S (2007). Age
standardisation – an indigenous standard. Emerg Themes
Epidemiol, 4, 3. Ahmad OE, Boschi-Pinto C, Lopez AD, et al (2000). Age
standardization of Rates: A New WHO standard. In GPE
Discussion Paper Series: no31, Geneva, World Health
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a standard population: Some statistical considerations. Chapter 5, In: Feinleib, M., and Zarate, A.O.Reconsidering
age-adjustment procedures: Workshop proceedings. Vital
and Health Statistics, Series 4, number 29. Publication No. 93-1466. Armitage P, Doll R (1954). The age distribution of cancer and a
multi-stage theory of carcinogenesis. Br J Cancer, 8, 1-12. Bray F, Guilloux A, Sankila R, Parkin DM (2002). Practical
implications of imposing a new world standard population. Cancer Causes Control, 13, 175-82. Sankoh O, Sharrow D, Herbst K, et al (2014). The INDEPTH
Standard population for low- and middle-income countries,
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developing population-based cancer registration in low- and
middle-income settings. IARC Technical Publication No. 43. IARC, Lyon. Segi M (1960). Cancer Mortality for Selected Sites in 24
Countries (1950-57). Sendai, Tohoku University School
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Society,1960. Cancer Registry of Norway (2015). Cancer in Norway 2014
- Cancer incidence, mortality, survival and prevalence in
Norway. Oslo: Cancer Registry of Norway.i Torre LA, Bray F, Siegel RL, et al (2015). Global cancer statistics
2012. CA Cancer J Clin, 65, 87-108. Census of India. Office of the Registrar General and Census
Commissioner. (2018): Socio Cultural Tables, C14,
Population by Five Year Age Group, by Residence and
Sex, 1991, 2001 and 2011. New Delhi, India. http://www. censusindia.gov.in Waterhouse J, Muir CS, Correa P, Powell J (1976). Cancer
incidence in five continents. Lyon: IARC Scientific
Publications, No.15. Choi BCK, Deguia NA, Walsh P (1999). Look before you
leap: stratify before you standardize. with ISP-AAR. European Commission (2013). Revision of the European
standard population: Report of the Eurostat’s task force. Eurostat, Luxembourg: Publications Office of the European
Union. Conflict of Interest Conflict of Interest
The authors declare no conflicts of interest. Conflict of Interest
The authors declare no conflicts of interest. NCDIR (National Centre for Disease Informatics and Research)
(2016). Three-Year Report of Population Based Cancer
Registries 2012-2014. Bangalore, India, National Cancer
Registry Programme, Indian Council of Medical Research. Discussion The revision of standard population would be based
on the future release of Census of India, population,
subject to major significant changes in the age structures. Statistical adjustment was performed in epidemiology to
remove or reduce the confounding effects of extraneous
confounding factor, for example age, when comparing
Incidence or mortality rates in different populations. An
actual measure of summary information of Age Adjusted
rate using ISP may be better in health planning and policy
for comparison of different population and time period. Since India sub-population are remarkably different from
the Segi standard the simultaneous observation of crude
rate, age adjusted rate using world standard and national
standard would offer better information. The National Cancer Registry Programme has been
in existence from 1982 with three PBCRs and today its
coverage has expanded to 36 PBCRs with about 10% of
the population in India being covered. Since the population
coverage by cancer registries were expanding periodically,
the total India census population as considered as standard
rather than pooled PBCRs population. Many PBCRs
(Aizawl, Bangalore, Bhopal, Cahcar, Delhi and Pasighat)
CR close to ISP-AAR indicates that, especially the older
age population structure of PBCRs similar to the ISP. Breast cancer is the leading site of cancer among
women in India (NCDIR, 2016). The changing of rank
was seen by changing the standard population in specific
sites of cancer including breast. Population Based
Cancer Registries can measure cancer incidence, its
trend and mortality and have a unique role in planning
and evaluating cancer control plans and reducing the
cancer burden in the community (Bray et al., 2015). Based on the change in rank, planning cancer prevention,
cancer control activities and allocation of resources for In conclusion, Indian Standard population would be
more representative of the age structure for many Indian
registries and this would give more realistic comparison
between populations within India. This information will
be useful for cancer surveillance, policy and program
development. Achieving entire national coverage of cancer
registration in India would result more closer crude rate 376 Asian Pacific Journal of Cancer Prevention, Vol 21
76 Acknowledgements Evelyn MK (1964). Standardized comparisons in population
research. Demography, 1, 296-315. Authors acknowledge the contribution of 27 PBCRs
(Ahmedabad Urban, Aurangabad, Bangalore, Barshi
Expanded, Barshi Rural, Bhopal, Cachar District,
Chennai, Delhi, Dibrugarh District, Kamrup Urban
District, Kolkata, Kollam District, Manipur State,
Meghalaya, Mizoram State, Mumbai, Nagaland, Nagpur,
Naharlagun, Pasighat, Patiala District, Pune, Sikkim State,
Thiruvananthapuram District, Tripura State, Wardha
District) under NCRP to this study and it was approved
by the Scientific Advisory Committee and Research Area
Panel on Cancer members. We analysed the existing data
available with NCDIR-NCRP and it is more of secondary
data. Hence, we did not identify any ethical issues in this
analysis and this study was carried out without funding. Government of Canada: Canadian Standard Population,
1991. Retrieved from http://www.statcan.gc.ca/
pub/82-003-x/2013008/article/11857/tbl/appa-eng.htm. Accessed 11th April 2018. HealthStats NSW (2017). Australian Standard Population, 2001. Retrieved from http://www.healthstats.nsw.gov.au/Indicator/
dem_pop_stan/dem_pop_stan.Accessed 11th April 2018. Jensen OM, Storm HH (1991). Purposes and uses of cancer
registration. IARC Sci Publ, 95, 7–21. Mausner JS, Bahn AK (1974). Epidemiology: An Introductory
Text (1st ed.). Philadelphia, London and Toronto, W. B. Saunders Co, 1974. Naing NN (2000). Easy Way to learn standardization: Direct and
Indirect methods. Malays J Med Sci, 7, 10-5. NCDIR (National Centre for Disease Informatics and Research)
(2013). Time trends in cancer incidence rates 1982-2010. Bangalore, India, National Cancer Registry Programme,
Indian Council of Medical Research. This work is licensed under a Creative Commons Attribution-
Non Commercial 4.0 International License. DOI:10.31557/APJCP.2020.21.2.371
Indian Standard Population DOI:10.31557/APJCP.2020.21.2.371
Indian Standard Population with ISP-AAR. References Am J Epidemiol, 149,
1087- 96. Crocetti E, Dyba T, Martos C, et al (2017). The need for a
rapid and comprehensive adoption of the revised European
standard population in cancer incidence comparisons. Eur
J Cancer Prev, 26, 447-52. This work is licensed under a Creative Commons Attribution-
Non Commercial 4.0 International License. This work is licensed under a Creative Commons Attribution-
Non Commercial 4.0 International License. This work is licensed under a Creative Commons Attribution-
Non Commercial 4.0 International License. Doll R, Payne P, Waterhouse J (1966). Cancer Incidence in Five
Continents: A Technical Report. Berlin, Springer- Verlag. Danckert B, Engholm G, Ferlay J, et al (2016). NORDCAN:
Cancer Incidence, Mortality, Prevalence and Survival in
the Nordic Countries. Association of the Nordic Cancer
Registries, Danish Cancer Society, Version 7.3(08.07.2016). http://www.ancr.nu. Asian Pacific Journal of Cancer Prevention, Vol 21
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CARDIOMARKERS EVALUATION AND MYOCARDIAL ASSESSMENT IN PATIENTS WITH RECANALIZATION OF CHRONIC TOTAL OCCLUSIONS USING HIGH DOSE ATORVASTATIN LOADING
|
Kompleksnye problemy serdečno-sosudistyh zabolevanij
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омплексные проблемы сердечно-сосудистых заболеваний
К В обеих группах определялся
тропонин I и МВ фракция креатинфосфокиназы (МВ-КФК) за 1 сутки до и через 24 часа после ЧКВ. Также оценивалось функциональное состояние миокарда с помощью эхокардиографии за 1 сутки
до и через 24 часа после ЧКВ. В основной группе через 24 часа после операции у 3 (7,9%) больных отмечалось умеренное повы-
шение уровня тропонинов. В контрольной группе у 11 (25,0%) человек было определено повыше-
ние уровня тропонинов в 5 и более раз. Через сутки после эндоваскулярной реваскуляризации,
в основной группе у 3 (7,9%) пациентов отмечалось повышение уровня МВ-КФК, в контрольной
группе это параметр был повышен у 16 (36,4%) пациентов. Через 24 часа после эндоваскулярной
реваскуляризации не было отмечено статистически достоверного изменения эхокардиографиче-
ских параметров ни в одной из групп. Применение нагрузочной дозы аторвастатина в 80 мг обладает протективным эффектом и пре-
дотвращает развитие периоперационной ишемии миокарда. При этом не оказывает значимого
влияния на показатели центральной гемодинамики в ближайшем периоде. Поступила в редакцию: 03.12.17; поступила после доработки: 18.01.18; принята к печати: 26.01.18 омплексные проблемы сердечно-сосудистых заболеваний
К 29 УДК 616.132.2-089
DOI 10.17802/2306-1278-2018-7-1-29-35 ОРИГИНАЛЬНЫЕ ИССЛЕДОВАНИЯ
ORIGINAL STUDIES ОЦЕНКА УРОВНЯ КАРДИОМАРКЁРОВ И ФУНКЦИОНАЛЬНОГО СОСТОЯНИЯ
МИОКАРДА У ПАЦИЕНТОВ С РЕКАНАЛИЗАЦИЕЙ ХРОНИЧЕСКИХ ОККЛЮЗИЙ
КОРОНАРНЫХ АРТЕРИЙ ПРИ ПРИМЕНЕНИИ НАГРУЗОЧНЫХ ДОЗ АТОРВАСТАТИНА
¹ Бюджетное учреждение Ханты-Мансийского автономного округа - Югры «Окружной кардиологический диспансер
«Центр диагностики и сердечно-сосудистой хирургии», Сургут, Россия
² Научно-исследовательский институт терапии и профилактической медицины – филиал Федерального государственного
бюджетного научного учреждения «Федеральный исследовательский центр Институт цитологии и генетики Сибирского
отделения Российской академии наук», Новосибирск, Россия
А.С. Рагозина¹, И.В. Петренко¹, И.А. Урванцева¹, А.И. Горьков¹, К.Ю. Николаев² Поступила в редакцию: 03.12.17; поступила после доработки: 18.01.18; принята к печати: 26.01.18
Цель
Исследовать влияние нагрузочных доз аторвастатина на снижение ассоциированного с чрескож-
ными коронарными вмешательствами (ЧКВ) инфаркта миокарда и функциональное состояние
миокарда при реканализации хронических окклюзий коронарных артерий (ХОКА). Материалы и методы
В исследование вошло 82 пациента, подвергшихся реканализации ХОКА. В основную группу во-
шло 38 пациентов с применением нагрузочной дозы аторвастатина 80 мг за сутки до операции,
в контрольную 44 пациента без применения нагрузочной дозы. В обеих группах определялся
тропонин I и МВ фракция креатинфосфокиназы (МВ-КФК) за 1 сутки до и через 24 часа после ЧКВ. Также оценивалось функциональное состояние миокарда с помощью эхокардиографии за 1 сутки
до и через 24 часа после ЧКВ. Результаты
В основной группе через 24 часа после операции у 3 (7,9%) больных отмечалось умеренное повы-
шение уровня тропонинов. В контрольной группе у 11 (25,0%) человек было определено повыше-
ние уровня тропонинов в 5 и более раз. Через сутки после эндоваскулярной реваскуляризации,
в основной группе у 3 (7,9%) пациентов отмечалось повышение уровня МВ-КФК, в контрольной
группе это параметр был повышен у 16 (36,4%) пациентов. Через 24 часа после эндоваскулярной
реваскуляризации не было отмечено статистически достоверного изменения эхокардиографиче-
ских параметров ни в одной из групп. Заключение
Применение нагрузочной дозы аторвастатина в 80 мг обладает протективным эффектом и пре-
дотвращает развитие периоперационной ишемии миокарда. При этом не оказывает значимого
влияния на показатели центральной гемодинамики в ближайшем периоде. Ключевые слова
Хронические окклюзии коронарных артерий • Реканализация • Аторвастатин Исследовать влияние нагрузочных доз аторвастатина на снижение ассоциированного с чрескож-
ными коронарными вмешательствами (ЧКВ) инфаркта миокарда и функциональное состояние
миокарда при реканализации хронических окклюзий коронарных артерий (ХОКА). В исследование вошло 82 пациента, подвергшихся реканализации ХОКА. В основную группу во-
шло 38 пациентов с применением нагрузочной дозы аторвастатина 80 мг за сутки до операции,
в контрольную 44 пациента без применения нагрузочной дозы. статинов [11-16]. Например, в исследовании, проведённом Nafasi L. с соавто-
рами, изучался эффект нагрузочной дозы аторвастатина в 80 мг. Всего в исследование вошло 190 человек со стабильной ИБС,
отобранных для проведения ЧКВ. Пациенты были разделены на
две группы: в первой группе была предписана нагрузочная доза
аторвастатина перед операцией, во второй группе пациенты по-
лучили плацебо. В первой группе отмечалась достоверно более
низкая частота периоперационного ИМ [15]. В современном мире одной из основных причин смертности
являются сердечно-сосудистые заболевания (ССЗ), и, к сожале-
нию, прогнозы весьма неутешительны. Считается, что к 2030 году
около 23,3 миллионов человек умрёт от ССЗ, главным образом, от
болезней сердца и инсульта [1]. Основное место в структуре ССЗ
играет ишемическая болезнь сердца (ИБС) [2-4]. Учитывая зна-
чимость ССЗ в структуре общей смертности, в настоящее время
существует множество методов лечения данной патологии, кото-
рые можно разделить на две основные группы – медикаментоз-
ные и хирургические. При этом на фоне широкого распростране-
ния хирургических методов лечения ИБС большое значение при-
обретает необходимость максимально снизить риск оперативной
коррекции и защитить миокард от возможных неблагоприятных
событий, к одним из которых относится периоперационный ин-
фаркт миокарда (ИМ), что существенно ухудшает ближайший и
отдалённый жизненный прогноз [5, 6]. В исследовании ROMA изучался эффект нагрузочной дозы
розувастатина (40 мг) на частоту периоперационного ИМ, а
также на уровень главных неблагоприятных сердечно-сосуди-
стых и цереброваскулярных событий в течение 30-дневного и
12-месячного периода наблюдения. В группе нагрузочной дозы
розувастатина по сравнению с контрольной группой отмечался
достоверно меньший процент ЧКВ-ассоциированного ИМ (26,4%
против 8,7%), а также меньшее число неблагоприятных событий
в течение ближайшего и отдалённого периода наблюдения [16]. Одной из самых интересных и спорных групп в современной
эндоваскулярной кардиологии являются пациенты с хрониче-
скими окклюзиями коронарных артерий (ХОКА) [7]. Основной
проблемой при проведении чрескожного коронарного вмеша-
тельства (ЧКВ) у пациентов с ХОКА является развитие периопера-
ционного ИМ от 10 до 40 % случаев, что связано с увеличением
смертности в ближайшем и отдалённом периоде [5, 6]. Однако
при анализе современной научной литературы выявлено, что
успешная реваскуляризация пациентов с ХОКА приводит к умень-
шению функционального класса (ФК) стенокардии, улучшению
функции левого желудочка (ЛЖ) и увеличению выживаемости в
отдалённом периоде [8-10]. В исследовании AMERICA [17] доказано протективное влия-
ние плейотропных эффектов статинов. К основным эффектам от-
носятся: вазодилатирующий, коагуляционный, противовоспали-
тельный, стабилизирующий (в отношении атеросклеротической
бляшки). Кроме этого, статины оказывают антиишемический эф-
фект, связанный с улучшением функции эндотелия и увеличени-
ем выработки оксида азота. 30 Использование нагрузочных доз аторвастатина у пациентов с реканализацией ХОКА Results
3 patients (7.9%) in the study group demonstrated moderate elevation of troponin I levels. 11 (25%)
patients in the control had over 5-fold increase from the baseline in troponin I levels. 24 hours after
percutaneous coronary intervention, elevated CPK-MB was found in 3 (7.9%) patients from the
study group and in 16 (36.4%) patients from the control group. There were no statistically significant
differences found in echocardiography parameters between the groups. Conclusion
Atorvastatin 80 mg has a protective effect and prevents periprocedural myocardial ischemia. However,
it does not produce any effects on central hemodynamic parameters in the immediate postoperative
period. Keywords
Chronic total occlusions in coronary arteries • Recanalization • Atorvastatin 3 patients (7.9%) in the study group demonstrated moderate elevation of troponin I levels. 11 (25%)
patients in the control had over 5-fold increase from the baseline in troponin I levels. 24 hours after
percutaneous coronary intervention, elevated CPK-MB was found in 3 (7.9%) patients from the
study group and in 16 (36.4%) patients from the control group. There were no statistically significant
differences found in echocardiography parameters between the groups. 3 patients (7.9%) in the study group demonstrated moderate elevation of troponin I levels. 11 (25%)
patients in the control had over 5-fold increase from the baseline in troponin I levels. 24 hours after
percutaneous coronary intervention, elevated CPK-MB was found in 3 (7.9%) patients from the
study group and in 16 (36.4%) patients from the control group. There were no statistically significant
differences found in echocardiography parameters between the groups. Список сокращений
ИБС
ИМ
КАГ
КДО
КСО
ЛЖ
МВ-КФК
ОКД
–
–
–
–
–
–
–
–
ишемическая болезнь сердца
инфаркт миокарда
коронарография
конечно-диастолический объём
конечно-систолический объём
левый желудочек
МВ фракция креатинфосфокиназы
Окружной кардиологический диспансер
ОКС
ССЗ
ТнI
ФВ
ФК
ХОКА
ЧКВ
ЭхоКГ
–
–
–
–
–
–
–
острый коронарный сидром
сердечно-сосудистые заболевания
тропонин I
фракция выброса
функциональный класс
хроническая окклюзия коронарных артерий
чрескожное коронарное вмешательство
эхокардиография CARDIOMARKERS EVALUATION AND MYOCARDIAL ASSESSMENT IN
PATIENTS WITH RECANALIZATION OF CHRONIC TOTAL OCCLUSIONS
USING HIGH DOSE ATORVASTATIN LOADING 30 Использование нагрузочных доз аторвастатина у пациентов с реканализацией ХОКА CARDIOMARKERS EVALUATION AND MYOCARDIAL ASSESSMENT IN
PATIENTS WITH RECANALIZATION OF CHRONIC TOTAL OCCLUSIONS
USING HIGH DOSE ATORVASTATIN LOADING A.S. Ragozina¹, I.V. Petrenko¹, I.A. Urvantseva¹, A.I. Gorkov¹, K.Y. Nikolaev²
1State-financed organization Khanty-Mansi Autonomous Region - Ugra «District Cardiac Dispensary «Centre of Diagnosis and
Cardiovascular Surgery», Surgut, Russia
² Research Institute of Internal and Preventive Medicine, Novosibirsk, Russia A.S. Ragozina¹, I.V. Petrenko¹, I.A. Urvantseva¹, A.I. Gorkov¹, K.Y. Nikolaev²
1State-financed organization Khanty-Mansi Autonomous Region - Ugra «District Cardiac Dispensary «Centre of Diagnosis and
Cardiovascular Surgery», Surgut, Russia
² Research Institute of Internal and Preventive Medicine, Novosibirsk, Russia A.S. Ragozina¹, I.V. Petrenko¹, I.A. Urvantseva¹, A.I. Gorkov¹, K.Y. Nikolaev²
1State-financed organization Khanty-Mansi Autonomous Region - Ugra «District Cardiac Dispensary «Centre of Diagnosis and
Cardiovascular Surgery», Surgut, Russia
² Research Institute of Internal and Preventive Medicine, Novosibirsk, Russia Для корреспонденции: Рагозина Аурика Салаватовна, тел. +79227796574; e-mail: aurikasa@gmail.com; адрес: 628403, г. Сургут, просп. Ленина, 69/1
Corresponding author: Ragozina Aurika, tel. +79227796574; e-mail: aurikasa@gmail.com; address: Russian Federation, 628403, Surgut, 69/1, Lenin av. Aim
To assess the effects of high dose atorvastatin loading on the reduction of the rate of myocardial infarction
associated with percutaneous coronary interventions and to estimate functional state of myocardium in
patients with recanalization of chronic total occlusions in coronary arteries. Methods
82 patients who underwent recanalization of chronic total occlusions in coronary arteries were enrolled
in the study. The study group included 38 patients who received atorvastatin 80 mg before surgery. The
control group consisted of 44 patients who did not receive atorvastatin. Troponin I and CPK-MB fraction
were measured in both groups 1 day prior and 24 hours after percutaneous coronary intervention. Functional parameters of the myocardium were estimated with echocardiography 1 day before and 24
hours after percutaneous coronary intervention. To assess the effects of high dose atorvastatin loading on the reduction of the rate of myocardial infarction
associated with percutaneous coronary interventions and to estimate functional state of myocardium in
patients with recanalization of chronic total occlusions in coronary arteries. 82 patients who underwent recanalization of chronic total occlusions in coronary arteries were enrolled
in the study. The study group included 38 patients who received atorvastatin 80 mg before surgery. The
control group consisted of 44 patients who did not receive atorvastatin. Troponin I and CPK-MB fraction
were measured in both groups 1 day prior and 24 hours after percutaneous coronary intervention. Functional parameters of the myocardium were estimated with echocardiography 1 day before and 24
hours after percutaneous coronary intervention. Материалы и методы Группы наблюдения Проведено проспективное, сравнительное исследование па-
циентов с реканализацией ХОКА. Протокол исследования одобрен
локальным этическим комитетом по месту его проведения. Основная группа: 38 пациентов, которым за сутки до опе-
ративного вмешательства назначалась нагрузочная доза 80 мг
аторвастатина. Перед оперативной коррекцией за сутки всем пациентам
назначался клопидогрел в нагрузочной дозе 300 мг и аспирин в
дозе 200 мг. После имплантации стента пациенты продолжили
принимать двойную антиагрегантную терапию в течение 18 ме-
сяцев – аспирин 100 мг в сутки и клопидогрел 75 мг в сутки. Группа сравнения: 44 пациента, которым до реканализации
ХОКА аторвастатин в нагрузочной дозе (80 мг) не применялся. Таким образом, изучены лабораторные и инструментальные
данные 82 пациентов, госпитализированных в Окружной кардио-
логический диспансер «Центр диагностики и сердечно-сосудистой
хирургии» г. Сургута в период с 2009 г. по 2015 г. со стабильной
ИБС, направленных для проведения КАГ и оперативного лечения
кардиологами или кардиохирургами Окружного кардиологиче-
ского диспансера (ОКД) с поликлинического этапа. Пациентам в основной группе за сутки до эндоваскулярной
реваскуляризации также назначался аторвастатин в нагрузочной
дозе 80 мг. В последующем пациенты продолжили принимать
аторвастатин в дозе 20 мг пожизненно. Критерии включения: документированная по коронарогра-
фии (КАГ) ХОКА, стабильная стенокардия напряжения I-IV ФК и
согласие пациентов на участие в исследовании (всеми участника-
ми подписано информированное согласие на участие в исследо-
вании), возраст от 30 до 65 лет. Основные клинические характеристики обследованных па-
циентов представлены в Табл. 1. Оценка эффективности нагрузочной дозы аторвастатина в
80 мг оценивалась по выявлению ЧКВ-ассоциированного ИМ. Критериями периоперационного ИМ служили критерии ESC/
ACCF/AHA/WHF от 2013 г. В качестве маркёров некроза миокар-
да использовались: ТнI (анализатор - IMMULITE, фирма Siemens, Критерии исключения: сахарный диабет, сердечная недо-
статочность высокого ФК (3-4 ФК по NYHA) со снижением фрак-
ции выброса (ФВ) менее 40 %, ОКС (нестабильная стенокардия и Таблица 1. Клиническая характеристика обследованных больных
Table 1. Clinical and demographic data of the study population
Характеристика / Группа
Основная группа
(n = 38)
Группа сравнения
(n = 44)
Достоверность
Возраст
54,6±9,5
51,2±6,4
р>0,05
Пол
муж. 29 (76,3%)
жен. 9 (23,7%)
муж. 40 (90,9%)
жен. статинов [11-16]. Улучшение вариабельности частоты
сердечных сокращений связано с модуляцией функции автоном-
ной нервной системы сердца [12, 18, 19]. С учётом анализа имеющейся на данный момент литературы,
наиболее доказанным протективным действием обладает
аторвастатин [12, 15, 20-22]. Обращает на себя внимание, что
работ, которые бы исследовали эффективность предварительного
применения аторвастатина у пациентов с реканализацией ХОКА,
практически нет. В арсенале современной медицины имеется значительное
количество средств, способствующих улучшению результатов
операции, и немаловажную роль играет медикаментозная те-
рапия. В настоящее время возрос интерес к протективной роли 31 А.С. Рагозина и др. Суммируя вышеизложенное, можно заключить, что протек-
тивная роль статинов при выполнении ЧКВ у пациентов с ХОКА
настоящее время не вызывает сомнений. Необходимо расширять
показания для применения указанной группы препаратов, в том
числе при реваскуляризации пациентов с ХОКА. ИМ), тяжёлая почечная (хроническая болезнь почек С3 и выше),
печёночная (тяжёлой степени по Чайлд-Пью), дыхательная недо-
статочность (дыхательная недостаточность 3 степени), исходно
повышенные уровни тропонинов либо МВ-фракции креатинфос-
фокиназы (МВ-КФК) . Референсные значения лабораторных пока-
зателей: МВ-КФК менее 5 нг/мл, Тропонин I (ТнI) – менее 1 нг/мл
(нормативы лаборатории ОКД «ЦД и ССХ»). ИМ), тяжёлая почечная (хроническая болезнь почек С3 и выше),
печёночная (тяжёлой степени по Чайлд-Пью), дыхательная недо-
статочность (дыхательная недостаточность 3 степени), исходно
повышенные уровни тропонинов либо МВ-фракции креатинфос-
фокиназы (МВ-КФК) . Референсные значения лабораторных пока-
зателей: МВ-КФК менее 5 нг/мл, Тропонин I (ТнI) – менее 1 нг/мл
(нормативы лаборатории ОКД «ЦД и ССХ»). ОРИГИНАЛЬНЫЕ ИССЛЕДОВАНИЯ
ORIGINAL STUDIES Результаты Обе группы сопоставимы по возрасту, полу, сопутствующим
заболеваниям, стажу проживания пациентов на Севере. В основ-
ной группе отмечалось статистически значимое преобладание
пациентов с ожирением, а также перенесших ИМ. В контрольной
группе было статистически значимо больше пациентов с куре-
нием в анамнезе, а также отмечалось больше пациентов со сте-
нокардией напряжения 3-4 ФК. Исходный уровень ТнI и МВ-КФК
статистически значимо не различался. Одной из целей нашего исследования было оценить влияние
нагрузочной дозы аторвастатина на изменение функционального
состояния миокарда. Эхокардиография (ЭхоКГ) выполнялась трансторакальным
методом при поступлении и через 24 часа после операции. Для проведения ЭхоКГ использовался аппарат «Vivid 9» фир-
мы General Electric, датчик 5 МГц. Использовалась стандартная од-
номерная, а также двухмерная ЭхоКГ с определением линейных
размеров и объема предсердий и желудочков в систолу и диасто-
лу. Также применялся цветной доплеровский режим. Оценивае-
мые параметры: ФВ ЛЖ, конечный систолический объём (КСО),
конечный диастолический объём (КДО). В основной группе пациентов через 24 часа после реканали-
зации окклюзии у 3 больных отмечалось умеренное повышение
уровня тропонинов, не достигающее диагностических критериев
ЧКВ-ассоциированного ИМ. В группе сравнения у 11 человек было
определено диагностически значимое повышение уровня тропо-
нинов – в 5 и более раз, что соответствует критериям ЧКВ-ассоци-
ированного ИМ. Статистическая обработка проводилась с помощью пакета
статистических программ SPSS, версия 11. Определялся характер
распределения количественных признаков методом Колмогоро-
ва – Смирнова. При сопоставлении количественных переменных
применялись параметрические и непараметрические методы
статистики (t-критерий Стьюдента, тест Манна-Уитни). При срав-
нении дихотомических переменных использовался критерий χ². Количественные переменные представлены в таблицах в виде При оценке уровня МВ-КФК выявлено, что перед проведени-
ем операции не было выявлено повышения уровня МВ-КФК ни у
кого из обследуемых в обеих группах. Через сутки после эндова-
скулярной реваскуляризации в основной группе у 3 пациентов от-
мечалось повышение уровня МВ-КФК, не достигшее двух верхних
границ нормы, в то время как в группе сравнения превышение Таблица 2. Лабораторная характеристика обследованных больных
Table 2. Материалы и методы 4 (9,1%)
р>0,05
Гипертония
37 (97,4%)
44 (93,0%)
р>0,05
Поражение БЦА
18 (47,4 %)
24 (54,5%)
р>0,05
Атеросклероз артерий нижних
конечностей
2 (5,6%)
6 (13,6%)
р>0,05
Нарушение ритма сердца
3 (7,9%)
6 (13,6%)
р>0,05
Класс стенокардии
1 ФК – 8 (21,1%)
2 ФК – 10 (26,3%)
3 ФК – 19 (50,0%)
4 ФК – 1 (2,6%)
1 ФК – 0 (0%)
2 ФК – 10 (22,7%)
3 ФК – 34 (77,3%)
4 ФК – 0 (0 %)
р<0,05
р>0,05
р>0,05
р>0,05
Курение
Да – 10 (26,3%)
Нет – 28 (73,7%)
Да – 43 (97,7%)
Нет – 1 (2,3%)
р<0,05
Перенесённый инфаркт
миокарда в анамнезе
Да – 8 (21,1%)
Нет – 30 (78,9%)
Да – 0 (0%)
Нет – 44 (100%)
р<0,05
Масса тела
88,8±14,9
77,4±8,6
р<0,05
ИМТ
30,2±5,1
26,0±2,0
р<0,05
Стаж проживания пациента на
Севере
21,2±13,6
19,7±8,8
р>0,05
Примечания: БЦА - брахиоцефальные артерии, ИМТ - индекс массы тела
Note: BCA – brachiocephalic arteries, BMI – body mass index Таблица 1. Клиническая характеристика обследованных больных
Table 1. Clinical and demographic data of the study population 32 High dose atorvastatin loading in patients with CTO recanalization M±SD (среднее значение ± среднее квадратичное отклонение),
а также Ме (медиана), нижний (Q1) и верхний (Q3) квартили. Во
всех процедурах статистического анализа критический уровень
значимости нулевой статистической гипотезы (р) принимался
равным 0,05. Для оценки сопоставимости двух групп по крите-
рию «Перенесённый инфаркт миокарда» проведён парциальный
корреляционный анализ. иммунометрический тест) и МВ-КФК (анализатор - COBAS Е411,
фирма – ROCHE, принцип «сэндвича»). Референсные значения
лабораторных показателей: МВ-КФК менее 5 нг/мл, ТнI – менее 1
нг/мл (нормативы лаборатории ОКД «ЦД и ССХ»). Показатели оце-
нивались за 1 сутки до и через 24 часа после операции. КАГ проводилась трансфеморальным доступом на аппарате
Allura Clarity FD20 фирмы Philips (Голландия). Для контрастиро-
вания коронарных артерий во всех случаях использовали йодсо-
держащий рентгенконтрастный препарат (ксенетикс 350), доза в
среднем составила 300 мл. Результаты Особой пробле-
мой при проведении ЧКВ у пациентов с ХОКА является развитие
периоперационного ИМ в 10-40% случаев, что существенно ухуд-
шает ближайший и отдалённый прогноз оперативной коррекции
и связано с увеличением смертности в течение 30 дней после
ЧКВ, а также в отдалённом периоде [5, 6]. В своём исследовании
А. Prasad с соавт. [24] оценили влияние на жизненный прогноз
изначально повышенных маркёров некроза миокарда. Был елан
вывод, что изначальное повышение уровня тропонинов у паци-
ентов с реканализацией ХОКА является мощным независимым
предиктором смертности в отдалённом периоде и имеет даже
большее прогностическое значение, чем ЧКВ-ассоциированный
ИМ. ОРИГИНАЛЬНЫЕ ИССЛЕДОВАНИЯ
ORIGINAL STUDIES Основные результаты исследования лабораторных данных
представлены в Табл. 2. Исходный уровень ФВ, КДО и КСО статистически значимо не
различался. Через 24 часа после эндоваскулярной реваскуляри-
зации не было отмечено статистически значимого изменения ис-
следуемых параметров ни в одной из групп. В Табл. 3 приведены
основные результаты функциональных параметров миокарда. При анализе характера поражения основных магистральных
артерий у прооперированных больных выявлено, что в большин-
стве случаев в обеих группах преобладало поражение перед-
ней межжелудочковой ветви: в основной группе у 21 пациента
(55,3%), в группе сравнения у 22 пациентов (56,8%). Поражение
правой коронарной артерии в первой группе выявлено у 11 чело-
век (28,9%), во второй группе также у 11 человек (25,0%). Пора-
жение огибающей ветви выявлено у 6 человек (15,8%) в основ-
ной группе и у 8 человек (18,2%) в группе сравнения. Изменения
значимо не различались. Следует отметить, что в проведённом нами исследовании па-
циенты с изначальным повышением маркёров некроза миокар-
да – тропонинов, были исключены из исследования, что является
существенным отличием от вышеуказанной научной работы. В современных рекомендациях для оценки ишемии и некро-
за миокарда используются кардиоспецифические ферменты – МВ
-КФК и тропонины. До 2013 г. критерием ЧКВ-ассоциированного
ИМ служило повышение уровня данных показателей в 3 раза. По-
сле 2013 г., согласно принятому третьему универсальному опре-
делению ИМ, диагноз периоперационного ИМ выставляется при
превышении верхней границы референсных значений в 5 и бо-
лее раз, и использование тропонинов для диагностики инфаркта
является предпочтительным [25]. В нашем исследовании в каче-
стве маркёров некроза миокарда использовались именно реко-
мендуемые показатели: ТнI и МВ-КФК. Оценка уровня периопера-
ционной ишемии осуществлялась согласно критериями третьего
универсального определения ИМ. Использовались референсные
значения маркёров некроза миокарда согласно данным лабора-
тории учреждения. Тяжесть коронарного атеросклероза оценивалась по шкале
SYNTAX. При анализе квартилей SYNTAX Score более 18.75 рассма-
тривался как высокий (Q1 = 7, Q3 = 18.75). Результаты В основной группе к
группе высокого риска относились 10 человек (26,3%). В группе
контроля высокий риск по данной шкале имело аналогичное ко-
личество пациентов – 10 (22,7%). Полученные результаты стати-
стически значимо не различались. Летальных исходов в обеих группах в ближайшем послеопе-
рационном периоде не отмечено. Результаты Laboratory data of the study and control groups
Показатель / Группа
Основная группа
(n = 38)
Группа сравнения
(n = 44)
Статистическая значимость
До операции
Тропонин I, нг/мл
<1 нг/мл – 38 (100%)
0,39±0,18
<1 нг/мл - 44 (100%)
0,24±0,09
р>0,05
Mе = 0,47; Q1 = 0,20; Q3 = 0,59
Mе = 0,20; Q1 = 0,20; Q3 = 0,34
МВ-КФК, нг/мл
<5 нг/мл – 38 (100%)
3,2±1,2
<5 нг/мл – 44 (100%)
2,7±1,3
р>0,05
Mе = 3,10; Q1 = 2,1; Q3 = 4,20
Mе = 3,00; Q1 = 2,00; Q3 = 3,80
Через 24 часа после операции
Тропонин I, нг/мл
>5 нг/мл – 0 (0%)
0,5±0,3
>5 нг/мл – 11 (25%)
5,4±13,9
р<0,05
Mе = 0,50; Q1 = 0,20; Q3 = 0,70
Mе = 0,27; Q1 = 0,20; Q3 = 4,80
МВ-КФК, нг/мл
>5 нг/мл – 3 (8%)
3,0±1,4
>5 нг/мл – 16 (36,4%)
7,5±11,8
р<0,05
Mе = 3,00; Q1 = 1,80; Q3 = 4,0
Mе = 3,00; Q1 = 2,00; Q3 = 8,80
Примечания: МВ-КФК – МВ-фракция креатинфосфокиназы
Note: CPK-MB – Creatine phosphokinase-MB Таблица 2. Лабораторная характеристика обследованных больных
Table 2. Laboratory data of the study and control groups Примечания: МВ-КФК – МВ-фракция креатинфосфокиназы
Note: CPK-MB – Creatine phosphokinase-MB 33 А.С. Ragozina et al. уровня МВ-КФК было отмечено у 16 пациентов, в 7 случаях из
которых верхний уровень был превышен в 2 раза и более. В ос-
новной группе не было выявлено значимой динамики уровня
МВ-КФК в течение всего периода наблюдения. приводит к формированию развитой системы коллатералей, что
закономерно вызывает множество вопросов по поводу целесоо-
бразности реваскуляризации таких поражений. Особой пробле-
мой при проведении ЧКВ у пациентов с ХОКА является развитие
периоперационного ИМ в 10-40% случаев, что существенно ухуд-
шает ближайший и отдалённый прогноз оперативной коррекции
и связано с увеличением смертности в течение 30 дней после
ЧКВ, а также в отдалённом периоде [5, 6]. В своём исследовании
А. Prasad с соавт. [24] оценили влияние на жизненный прогноз
изначально повышенных маркёров некроза миокарда. Был елан
вывод, что изначальное повышение уровня тропонинов у паци-
ентов с реканализацией ХОКА является мощным независимым
предиктором смертности в отдалённом периоде и имеет даже
большее прогностическое значение, чем ЧКВ-ассоциированный
ИМ. приводит к формированию развитой системы коллатералей, что
закономерно вызывает множество вопросов по поводу целесоо-
бразности реваскуляризации таких поражений. Заключение По результатам оценки уровня кардиомаркёров, применение
нагрузочной дозы аторвастатина в 80 мг перед реканализацией и
стентированием ХОКА обладает протективным эффектом и пре-
дотвращает развитие периоперационной ишемии миокарда. При
этом высокая доза аторвастатина не оказывает значимого влия-
ния на показатели центральной гемодинамики в ближайшем и
отдалённом периоде. Применение статинов перед ЧКВ у пациентов даже с исходно
повышенным уровнем тропонинов (не достигших критериев ИМ)
значительно улучшает исход оперативной коррекции и приводит
к уменьшению смертности и развития ИМ в послеоперационном
периоде [27]. Конфликт интересов: Авторы заявляют об отсутствии кон-
фликта интересов. В нашем исследовании исходное повышение уровня тропо-
нинов служило критерием исключения, поскольку в зоне наших СПИСОК ЛИТЕРАТУРЫ/REFERENCES I.A., Nikolaev K.Ju. Vlijanie nekonvencionnyh faktorov riska na tjazhest'
techenija ostrogo koronarnogo sindroma u pacientov, prozhivajushhih v
uslovijah severa. Vestnik SurGU. Medicina. 2016; 3 (29): 59-61. (In Russ.)] I.A., Nikolaev K.Ju. Vlijanie nekonvencionnyh faktorov riska na tjazhest'
techenija ostrogo koronarnogo sindroma u pacientov, prozhivajushhih v
uslovijah severa. Vestnik SurGU. Medicina. 2016; 3 (29): 59-61. (In Russ.)] I.A., Nikolaev K.Ju. Vlijanie nekonvencionnyh faktorov riska na tjazhest'
techenija ostrogo koronarnogo sindroma u pacientov, prozhivajushhih v
uslovijah severa. Vestnik SurGU. Medicina. 2016; 3 (29): 59-61. (In Russ.)] 1. Информационный бюллетень ВОЗ. 2013; 317, Март. Режим
доступа: http://www.who.int/mediacentre/factsheets/fs317/ru/ (дата
обращения 30.01.2018). [Informacionnyj bjulleten' VOZ. 2013; 317 Mart. Available
at:
http://www.who.int/mediacentre/factsheets/fs317/ru/
(accessed 30.01.2018) (In Russ)] 1. Информационный бюллетень ВОЗ. 2013; 317, Март. Режим
доступа: http://www.who.int/mediacentre/factsheets/fs317/ru/ (дата
обращения 30.01.2018). [Informacionnyj bjulleten' VOZ. 2013; 317 Mart. Available
at:
http://www.who.int/mediacentre/factsheets/fs317/ru/
(accessed 30.01.2018) (In Russ)] 5. Jang W.J., Yang J.H., Choi S-H., Song Y.B., Hahn J-Y., Choi J-H., Kim W.S.,
Lee Y.T., Gwon H-C. Revascularization Compared With Medical Therapy in
Patients With Coronary Chronic Total Occlusion and Well-Developed Collateral
Circulation. Journal of the American College of Cardiology. 2015; 8(2): 271-
279. doi: 10.1016/j.jcin.2014.10.010. 5. Jang W.J., Yang J.H., Choi S-H., Song Y.B., Hahn J-Y., Choi J-H., Kim W.S.,
Lee Y.T., Gwon H-C. Revascularization Compared With Medical Therapy in
Patients With Coronary Chronic Total Occlusion and Well-Developed Collateral
Circulation. Journal of the American College of Cardiology. 2015; 8(2): 271-
279. doi: 10.1016/j.jcin.2014.10.010. 2. Николаева А. А., Николаев К. Ю., Отева Э. А., Гичева И. М. Новые
медицинские технологии в профилактике сердечно-сосудистых
заболеваний, подготовка врачебных кадров. Новосибирск; 2007.184 с. / Nikolaeva A.A., Nikolaev K.Ju., Oteva Je.A., Gicheva I.M. Novye medicinskie
tehnologii v profilaktike serdechno-sosudistyh zabolevanij, podgotovka
vrachebnyh kadrov. Noo vosibirsk; 2007. 184 s. (In Russ)]. 6. Lo N., Michael T.T., Moin D., Patel V.G., Alomar M., Papayannis A., Cipher
D., Abdullah S.M., Banerjee S., Brilakis E.S. Periprocedural Myocardial Injury
in Chronic Total Occlusion Percutaneous Interventions A Systematic Cardiac
Biomarker Evaluation Study. Journal of the American College of Cardiology. 2014; 7(1): 47-54. doi: 10.1016/j.jcin.2013.07.011. 3. Отева Э.А., Николаева А.А., Егорова Н.А. Подходы к организации
первичной
профилактики
сердечно-сосудистых
заболеваний. Здравоохранение Российской Федерации. 2002; 1: 21-23. [Oteva Je.A.,
Nikolaeva A.A., Egorova N.A. Podhody k organizacii pervichnoj profilaktiki
serdechno-sosudistyh zabolevanij. Zdravoohranenie Rossijskoj Federacii. 2002; 1: 21-23. (In Russ.)] 7. Калугина Л.С., Горьков А.И., Урванцева И.А. Эндоваскулярное
лечение
хронической
окклюзии
коронарных
артерий
при
многососудистом поражении венечного русла. Вестник СурГУ. Медицина. 2016; 2 (28): 13-16. интересов лежали именно ХОКА. необходимость продолжения приёма статинов во время острого
инфаркта миокарда. Так, Giancarlo Marenzi и соавторы в декабре
2015 г. опубликовали результаты исследования, в котором при-
няли участие 230 пациентов с ОКС с подъёмом сегмента ST, по-
лучивших инвазивное лечение посредством ЧКВ. 50 пациентов
(22%) находились на длительной терапии статинами. У этой груп-
пы отмечался более низкий уровень ТнI, меньший размер ИМ и
меньшая степень обструкции микроциркуляторного русла [26]. Существует множество исследований, доказывающих про-
тективный эффект статинов при проведении ЧКВ. В исследова-
ние, выполненное Nafasi L. с соавторами, вошло 190 человек со
стабильной ИБС, отобранных для проведения ЧКВ. Пациенты
были разделены на две группы: в первой группе была предписа-
на нагрузочная доза аторвастатина (80 мг) перед операцией, во
второй группе пациенты получили плацебо. В первой группе от-
мечалась достоверно более низкая частота периоперационного
ИМ [15]. Полученные в указанном исследовании данные согласу-
ются с результатами нашей работы: пациенты в основной группе,
получившие нагрузочную дозу аторвастатина перед оперативной
коррекцией, имели достоверно более низкий уровень маркёров
некроза миокарда после ЧКВ, что свидетельствовало о меньшем
уровне периоперационной ишемии и, следовательно, в будущем
улучшало жизненный прогноз таких пациентов. Большой интерес вызвало исследование, проведённое Sun
Fei с соавторами. Они разделили пациентов с нестабильной сте-
нокардией, подвергшихся ЧКВ, на три группы. В первой группе
пациенты за неделю до стентирования получали аторвастатин в
дозе 80 мг, во второй группе пациенты продолжили принимать
аторвастатин в стандартной дозе 20 мг, в третьей же группе па-
циенты 6 дней получали 20 мг, а за сутки до операции получили
нагрузочную дозу 80 мг. В первой группе была отмечена стати-
стически более низкая частота периоперационной ишемии, оце-
ниваемой по уровню ТнI и МВ-КФК, а также более низкий уровень
воспаления, что оценивалось по уровню С-реактивного белка и
Интерлейкина-6 [12]. В нашей работе получены достаточно обнадёживающие ре-
зультаты, которые позволяют предположить, что применение
нагрузочной дозы аторвастатина 80 мг обладает выраженным
протективным эффектом на миокард при проведении рекана-
лизации ХОКА и может служить основанием для расширения
показаний к эндоваскулярной реканализации в такой сложной и
неоднозначной группе пациентов. Однако в данные исследования были включены пациенты
с ОКС, что предполагает наличие нестабильной бляшки либо
острой тромбоокклюзии коронарной артерии. Данный факт су-
щественно отличает эти исследования от нашего. Однако, учиты-
вая результаты проанализированных работ и результаты нашего
собственного исследования, можно прийти к выводу, что статины
оказывают протективный эффект с одинаковой эффективностью
как при ОКС, так и при стабильной ИБС. Обсуждение В настоящее время достаточно сложно выбрать оптимальную
тактику лечения пациентов со стабильной ИБС и наличием ХОКА
[23]. Как правило, хронические окклюзии формируются долгое
время и к моменту диагностики существуют уже много лет, что В настоящее время существует достаточно много работ, по-
свящённых протективному воздействию статинов. Доказана Таблица 3. Оценка уровня фракции выброса, конечного систолического объёма, конечного диастолического объёма
у пациентов с реканализацией хронических окклюзий коронарных артерий в основной и контрольной группе
Table 3. Estimation of ejection fraction, end-systolic volume, end-diastolic volume
in patients with recanalization of chronic total occlusions in coronary arteries (the study and control groups)
Показатель / Группа
Основная группа
(n = 38)
Группа сравнения
(n = 44)
Статистическая значимость
До операции
ФВ, %
57,1±10,8
57,0±9,2
р>0,05
КСО, мл
55,2±29,1
58,3±28,6
р>0,05
КДО, мл
128,4±28,4
131,3±30,4
р>0,05
Через 24 часа после операции
ФВ, %
57,3±9,7
57,0±8,2
р>0,05
КСО, мл
56,9±31,5
60,4±29,1
р>0,05
КДО, мл
128,2±35,8
131,9±32,4
р>0,05
Примечания: ФВ – фракция выброса; КСО – конечно-систолический объём; КДО – конечно-диастолический объём
Note: EF – ejection fraction; ESV – end-systolic volume; EDV – end-diastolic volume блица 3. Оценка уровня фракции выброса, конечного систолического объёма, конечного диастолического объёма
у пациентов с реканализацией хронических окклюзий коронарных артерий в основной и контрольной группе
Table 3. Estimation of ejection fraction, end-systolic volume, end-diastolic volume
in patients with recanalization of chronic total occlusions in coronary arteries (the study and control groups) Примечания: ФВ – фракция выброса; КСО – конечно-систолический объём; КДО – конечно-диастолический объём
Note: EF – ejection fraction; ESV – end-systolic volume; EDV – end-diastolic volume 34 Использование нагрузочных доз аторвастатина у пациентов с реканализацией ХОКА СПИСОК ЛИТЕРАТУРЫ/REFERENCES Петренко И.В. Повышение эффективности реваскуляризации
миокарда у пациентов с хроническими окклюзиями коронарных
артерий. Дисс. канд.мед. наук. Сургут. 2010. [Petrenko I.V. Povyshenie
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артерий. Дисс. канд.мед. наук. Сургут. 2010. [Petrenko I.V. Povyshenie
jeffektivnosti revaskuljarizacii miokarda u pacientov s hronicheskimi
okkljuzijami koronarnyh arterij [dissertation] Surgut; 2010. (In Russ] 21. Zemánek D., Branny M., Martinkovičová L., Hájek P., Malý M., Tesař
D., Tomašov P., Veselka J. Effect of seven-day atorvastatin pretreatment on
the incidence of periprocedural myocardial infarction following percutaneous
coronary intervention in patients receiving long-term statin therapy. A
randomized study. International Journal of Cardiology. 2013; 168 (3): 2494-7. 11. Николаева А.А., Николаев К.Ю., Николаева Е.И. Соотношение
сосудистой реактивности с липидным спектром крови и состоянием
перекисного окисления липидов при нестабильной стенокардии. Терапевтический архив. 1998; 12: 13-15. [Nikolaeva A.A., Nikolaev K.Ju.,
Nikolaeva E.I. Sootnoshenie sosudistoj reaktivnosti s lipidnym spektrom
krovi i sostojaniem perekisnogo okislenija lipidov pri nestabil'noj stenokardii. Terapevticheskij arhiv. 1998; 12: 13-15. (In Russ)] 11. Николаева А.А., Николаев К.Ю., Николаева Е.И. Соотношение
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перекисного окисления липидов при нестабильной стенокардии. Терапевтический архив. 1998; 12: 13-15. [Nikolaeva A.A., Nikolaev K.Ju.,
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krovi i sostojaniem perekisnogo okislenija lipidov pri nestabil'noj stenokardii. Terapevticheskij arhiv. 1998; 12: 13-15. (In Russ)] 22. Guo X., Huang X., Wang Q.. Effect of intensive pretreatment with
atorvastatin calcium on outcomes of percutaneous coronary intervention in
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of short-term high-dose atorvastatin on systemic inflammatory response
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технологии при диспансеризации и первичной профилактике
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Rossijskoj Federacii. 2004; 2: 55-56. Для цитирования: А.С. Рагозина, И.В. Петренко, И.А. Урванцева, А.И. Горьков, К.Ю. Николаев. Оценка уровня кардиомаркёров и функционального
состояния миокарда у пациентов с реканализацией хронических окклюзий коронарных артерий при применении нагрузочных доз аторвастатина.
Комплексные проблемы сердечно-сосудистых заболеваний. 2018; 7 (1): 29-35. DOI: 10.17802/2306-1278-2018-7-1-29-35
To cite: A.S. Ragozina, I.V. Petrenko, I.A. Urvantseva, K.Y. Nikolaev. Cardiomarkers evaluation and myocardial assessment in patients with recanalization of chronic
total occlusions using high dose atorvastatin loading. Complex Issues of Cardiovascular Diseases. 2018; 7 (1): 29-35. DOI: 10.17802/2306-1278-2018-7-1-29-35 СПИСОК ЛИТЕРАТУРЫ/REFERENCES [Kalugina L.S., Gor'kov A.I., Urvanceva I.A. Jendovaskuljarnoe lechenie hronicheskoj okkljuzii koronarnyh arterij pri
mnogososudistom porazhenii venechnogo rusla. Vestnik SurGU. Medicina. 2016; 2 (28): 13-16. (In Russ)] 4. Кожокарь К.Г., Урванцева И.А., Николаев К.Ю. Влияние
неконвенционных факторов риска на тяжесть течения острого
коронарного синдрома у пациентов, проживающих в условиях севера. Вестник СурГУ. Медицина. 2016; 3 (29): 59-61. [Kozhokar K.G., Urvanceva 4. Кожокарь К.Г., Урванцева И.А., Николаев К.Ю. Влияние
неконвенционных факторов риска на тяжесть течения острого
коронарного синдрома у пациентов, проживающих в условиях севера. Вестник СурГУ. Медицина. 2016; 3 (29): 59-61. [Kozhokar K.G., Urvanceva 8. Tajstra M., Pyka L., Gorol J., Pres D., Gierlotka M., Gadula-Gacek E. et al. 35 А.С. Рагозина и др. Impact of Chronic Total Occlusion of the Coronary Artery on Long-Term
Prognosis in Patients With Ischemic Systolic Heart Failure. Insights From the
COMMIT-HF Registry. Journal of the American College of Cardiology. 2016; 9
(17): 1790-7. doi: 10.1016/j.jcin.2016.06.007. Impact of Chronic Total Occlusion of the Coronary Artery on Long-Term
Prognosis in Patients With Ischemic Systolic Heart Failure. Insights From the
COMMIT-HF Registry. Journal of the American College of Cardiology. 2016; 9
(17): 1790-7. doi: 10.1016/j.jcin.2016.06.007. Isolated Elevation in Troponin T After Percutaneous Coronary Intervention Is
Associated With Higher Long-Term Mortality. Journal of the American College
of Cardiology. 2006; 48 (9): 1765-70. doi: 10.1016/j.jacc.2013.09.017. ОРИГИНАЛЬНЫЕ ИССЛЕДОВАНИЯ
ORIGINAL STUDIES 19. Han Y., Zhu G., Han L., Hou F., Huang W., Liu H. et al. Short-Term
Rosuvastatin Therapy for Prevention of Contrast-Induced Acute Kidney
Injury in Patients With Diabetes and Chronic Kidney Disease. Journal of the
American College of Cardiology. 2014; 63(1): 62-70. 9. Maeremans J., Walsh S., Knaapen P., Spratt J.C., Avran A., Hanratty C.G. et al. The Hybrid Algorithm for Treating Сhronic Total Occlusions in Europe. The
RECHARGE Registry. Journal of the American College of Cardiology. 2016; 68
(18): 1958-1970. doi: 10.1016/j.jacc.2016.08.034. 9. Maeremans J., Walsh S., Knaapen P., Spratt J.C., Avran A., Hanratty C.G. et al. The Hybrid Algorithm for Treating Сhronic Total Occlusions in Europe. The
RECHARGE Registry. Journal of the American College of Cardiology. 2016; 68
(18): 1958-1970. doi: 10.1016/j.jacc.2016.08.034. 20. Sardella G., Lucisano L., Mancone M., Conti G., Calcagno S., Stio
R.E., Pennacchi M., Biondi-Zoccai G., Canali E., Fedele F. Comparison of
high reloading ROsuvastatin and Atorvastatin pretreatment in patients
undergoing elective PCI to reduce the incidence of MyocArdial periprocedural
necrosis. The ROMA II trial. International Journal of Cardiology. 2013; 168 (4):
3715-20. doi: 10.1016/j.ijcard.2013.06.017 10. СПИСОК ЛИТЕРАТУРЫ/REFERENCES (In Russ)] 23. Николаева А.А., Николаев К.Ю., Отева Э.А. Диагностические
технологии при диспансеризации и первичной профилактике
хронических
неинфекционных
заболеваний. Здравоохранение
Российской Федерации. 2004; 2: 55-56. [Nikolaeva A.A., Nikolaev K.Ju.,
Oteva Je.A. Diagnosticheskie tehnologii pri dispanserizacii i pervichnoj
profilaktike hronicheskih neinfekcionnyh zabolevanij. Zdravoohranenie
Rossijskoj Federacii. 2004; 2: 55-56. (In Russ)] 13. Travis R. Sexton, Eric L. Wallace, Tracy E. Macaulay, Richard J. Charnigo, Virgilio Evangelista, Charles L. Campbell,Alison L. Bailey, and Susan
S. Smyth . The effect of rosuvastatin on thromboinflammation in the setting
of acute coronary syndrome. Journal of Thrombosis and Thrombolysis. 2015;
39: 186–195. doi: 10.1007/s11239-014-1142-x 24. Prasad A., Rihal C.S., Lennon R.J., Singh M., Jaffe A.S., Holmes D.R. Jr. Significance of periprocedural myonecrosis on outcomes after percutaneous
coronary intervention: an nalysis of preintervention and postintervention
troponin T levels in 5487 patients. Circulation: Cardiovasc Interventions. 2008;
1(1): 10-9. doi: 10.1161/CIRCINTERVENTIONS.108.765610 14. Bu C., Zhao Y., Ma H., Han H., Yang S., Shi D. et al. Protective role of
statins in patients with acute coronary syndrome aged ≥ 75 years with low
LDL-C who underwent percutaneous coronary intervention. Angiology. 2014;
65 (7): 590-5. doi: 10.1177/0003319713500379. 25. Третье универсальное определение инфаркта миокарда. Национальные рекомендации Европейского общества кардиологов. Российский кардиологический журнал. 2013; 2 (100), приложение 1.[ Tret'e
universal'noe opredelenie infarkta miokarda. Nacional'nye rekomendacii
evropejskogo obshhestva kardiologov. Rossijskij kardiologicheskij zhurnal. 2013; 2 (100), prilozhenie 1. (In Russ)] 15. Nafasi L, Rahmani R, Shafiee A, Salari A, Abdollahi A, Meysamie
A. Can a high reloading dose of atorvastatin prior to percutaneous
coronary intervention reduce periprocedural myocardial infarction?. Current Medical Research and Opinion. 2014; 30 (3): 381-6. doi:
10.1185/03007995.2013.834249. 16. Sardella G, Conti G, Donahue M, Mancone M, Canali E, De Carlo C,
Di Roma A, Calcagno S, Lucisano L, Fedele F. Rosuvastatin pretreatment
in patients undergoing elective PCI to reduce the incidence of myocardial
periprocedural necrosis: the ROMA trial. Catheterization and Cardiovascular
Interventions. 2013; 81 (1): 36-43. doi: 10.1002/ccd.24403. 16. Sardella G, Conti G, Donahue M, Mancone M, Canali E, De Carlo C,
Di Roma A, Calcagno S, Lucisano L, Fedele F. Rosuvastatin pretreatment
in patients undergoing elective PCI to reduce the incidence of myocardial
periprocedural necrosis: the ROMA trial. Catheterization and Cardiovascular
Interventions. 2013; 81 (1): 36-43. doi: 10.1002/ccd.24403. 26. Giancarlo M. Myocardial Infarct Size in Patients on Long-Term Statin
Therapy Undergoing Primary Percutaneous Coronary Intervention for ST-
Elevation Myocardial Infarction. American Journal of Cardiology. 2015; 116
(12): 1791-7. doi: 10.1016/j.amjcard.2015.09.016 27. СПИСОК ЛИТЕРАТУРЫ/REFERENCES Gao Y., Jia Z-m., Sun Y-j., Zhang Z-h., Ren L-n., Qi G-x. Effect of high-
dose rosuvastatin loading before percutaneous coronary intervention in
female patients with non-ST-segment elevation acute coronary syndrome. Chinese Medical Journal. 2012; 125 (13): 2250-2254. 17. Hara H., Nakamura M., Yokouchi I. et al. Aggressive statin therapy in
multicenter and effectiveness for the reduction of intra-myocardial damage
caused by non-ST elevation acute coronary syndrome: AMERICA study. Therapeutic Advances in Cardiovascular Disease. 2009; 3(5); 357-365. 27. Gao Y., Jia Z-m., Sun Y-j., Zhang Z-h., Ren L-n., Qi G-x. Effect of high-
dose rosuvastatin loading before percutaneous coronary intervention in
female patients with non-ST-segment elevation acute coronary syndrome. Chinese Medical Journal. 2012; 125 (13): 2250-2254. 17. Hara H., Nakamura M., Yokouchi I. et al. Aggressive statin therapy in
multicenter and effectiveness for the reduction of intra-myocardial damage
caused by non-ST elevation acute coronary syndrome: AMERICA study. Therapeutic Advances in Cardiovascular Disease. 2009; 3(5); 357-365. 18. Prasad A., Singh M., Lerman A., Lennon R.J., Holmes D.R. Jr, Rihal C.S.
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Estimation of Stature from Percutaneous Hand Length Among the Students of A Medical College
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ORIGINAL ARTICLE ORIGINAL ARTICLE J Nepal Med Assoc 2018;56(211):687-90 CC
BY ABSTRACT ABSTRACT Introduction: Anthropometry is commonly used technique for the measurement of bone and soft
parts in Anatomy and other fields of science. It has practical implications mainly in the field of
anatomy and forensic medicine. The present study is aimed to determine the average hand length
with stature among the students of a medical college. Methods: A cross sectional study was done among 185 students including 98 females and 87 males
of Devdaha Medical College and Research Institute. Hand length and stature were measured and
collected data was entered and analyzed in SPSS 21. The differences in measurements of hand
bone length and stature among males and females were calculated. The regression equation for the
estimation of stature from hand length was calculated. Results: The mean hand length among the total population was 17.80±1.04 cm and stature was
160.50±6.73 cm. The mean hand length and stature were higher among males as compared to
females. The range of hand length and stature among the total population is 16.00-21.20 and 146.00-
176.50 respectively. The regression equation for the estimation of stature from hand length revealed
statistically significant value among the males and females. Conclusions: Our study reveals higher value of hand length and stature for males as compared to
females. Also there is significant correlation between the hand length and the stature. The present
values are obtained from the small population of an institute. Further studies have to be carried out
to develop the regression formula for the Nepalese population with larger sample size. Correspondence: Anup Pandeya, Department of Anatomy,
Devdaha Medical College and Research Institute, Devdaha, Rupandehi,
Nepal. Email: anup.bpkihs@gmail.com, Phone: +977-9841461364. Estimation of Stature from Percutaneous Hand Length Among the
Students of A Medical College Anup Pandeya,1 Alok Atreya2 1Department of Anatomy, Devdaha Medical College and Research Institute, Devdaha, Rupandehi, Nepal, 2Department of
Forensic Medicine, Devdaha Medical College and Research Institute, Devdaha, Rupandehi, Nepal. Keywords: hand length; stature; students. INTRODUCTION Stature is regarded as one of the important factor to
denote various parameters of a population including
nutrition, health and genetics. Identification is the crucial
part in forensic medicine and estimation of race, sex, age
and stature is considered as the ‘big fours’ in forensic
anthropology.1 The estimation of stature is based on
two major methods: the anatomical method, which
requires the complete skeleton, or the mathematical
method, which employs regression formulae to estimate the stature.1,2 Body proportions and the dimensions of
different body segments, including the vertebral column,
long bones of the limbs and the bones of the hand and
foot have been commonly used for stature estimation
in different countries.3,4,5,6 There may be unavailability Correspondence: Anup Pandeya, Department of Anatomy,
Devdaha Medical College and Research Institute, Devdaha, Rupandehi,
Nepal. Email: anup.bpkihs@gmail.com, Phone: +977-9841461364. JNMA I VOL 56 I ISSUE 211 I MAY-JUN, 2018 Pandeya et al. Estimation of Stature from Percutaneous Hand Length Among the Students of A Medical College of middle finger, which denotes the longest length of
the hand. of complete skeleton or complete long bones when the
bodies are dismembered or mutilated in wars, mass
disasters, and crimes. Therefore, a practical alternative
is to develop new standards formula that helps in the
identification of skeletal remains.7 The collected data was then entered and analyzed by
using SPSS 21. The descriptive analysis was performed
for frequency, mean and standard deviation (SD). Regression equations for the estimation of stature
from hand length were calculated among the study
participants. The inclusion criteria were: a) those
participants who had no past history of hand bone
fracture; b) those who had no congenital deformity of
hand; and c) those who consented for the study. The
exclusion criteria were: a) those having past history
of hand bone fracture; b) those having congenital
deformity of hand; and c) those participants who did
not consent to participate. RESULTS The present study comprised of 185 students in a
medical college. Among them 85 (47%) were males
and 98 (53%) were females. The mean value of hand
length and stature were higher in males as compared to
females. Similarly, the range of hand length and stature
is far higher in males with the mean (18.58±0.84) and
(165.941±4.30) respectively (Table 1). The hand lengths were measured in centimetres (cm)
from the transverse crease of the wrist to the distal end JNMA I VOL 56 I ISSUE 211 I MAY-JUN, 2018
688
Table 1. Mean and S.D. for hand bone length and stature among male and female students. Gender
Total
n (%)
Hand length
Stature
Mean± SD
Range
Mean± SD
Range
Male
87 (47)
18.58±0.84
16.40-21.20
165.941±4.30
154.50-176.50
Female
98 (53)
17.10±0.62
16.00-18.60
155.68±4.40
146.00-169.00
Combined
185 (100)
17.80±1.04
16.00-21.20
160.50±6.73
146.00-176.50
The regression formula for the estimation of stature
from hand length is
Height(y) = Constant + Independent variable x Hand
length(x). From the formula we can estimate the stature
from hand length of males, females and combined
population (Table 2, Figure 1, 2 and 3). Table 2. Regression equations for the estimation of
stature from hand length. Gender
Regression
equation
Standard
error
P
Male
95.86+3.76 x
hand length
0.372
<0.001
Female
79.41+4.46 x
hand length
0.556
<0.001
Combined
62.59+5.50 x
hand length
0.250
<0.001
Figure 1. Regression of height on hand length for
males. 180.0
170.0
160.0
150.0
Height
Hand_length
16.0000
17.0000
18.0000 19.0000
20.0000 21.0000
22.0000
Gender:Male
O Observed
Linear JNMA I VOL 56 I ISSUE 211 I MAY-JUN, 2018
688
Table 1. Mean and S.D. for hand bone length and stature among male and female students. Gender
Total
n (%)
Hand length
Stature
Mean± SD
Range
Mean± SD
Range
Male
87 (47)
18.58±0.84
16.40-21.20
165.941±4.30
154.50-176.50
Female
98 (53)
17.10±0.62
16.00-18.60
155.68±4.40
146.00-169.00
Combined
185 (100)
17.80±1.04
16.00-21.20
160.50±6.73
146.00-176.50
The regression formula for the estimation of stature
from hand length is
Height(y) = Constant + Independent variable x Hand
length(x). From the formula we can estimate the stature
from hand length of males, females and combined
population (Table 2, Figure 1, 2 and 3). Table 2. Regression equations for the estimation of
stature from hand length. Gender
Regression
equation
Standard
error
P
Male
95.86+3.76 x
hand length
0.372
<0.001
Female
79.41+4.46 x
hand length
0.556
<0.001
Combined
62.59+5.50 x
hand length
0.250
<0.001
Figure 1. METHODS A cross-sectional study was done among the students
of Devdaha Medical College and Devdaha College of
Science and Technology from December 2017 to June
2018. The ethical approval was taken from ethical
committee of Devdaha Medical College and Research
Institute prior to the study. There were 185 participants
who participated in the study including 87 males and
98 females. The participants were informed about the
study protocols and personal identifier was removed
before the data collection. The study participants were
asked to stand in the anatomical position with bare
foot and the height was measured with the help of
stadiometer. The hand length was measured by using
Vernier callipers. The variables were recorded as age,
sex, hand length and height. JNMA I VOL 56 I ISSUE 211 I MAY-JUN, 2018 RESULTS Regression of height on hand length for
males. 180.0
170.0
160.0
150.0
Height
Hand_length
16.0000
17.0000
18.0000 19.0000
20.0000 21.0000
22.0000
Gender:Male
O Observed
Linear Table 1. Mean and S.D. for hand bone length and stature among male and female students. 180.0
170.0
160.0
150.0
Height
Hand length
16.0000
17.0000
18.0000 19.0000
20.0000 21.0000
22.0000
Gender:Male
O Observed
Linear Table 2. Regression equations for the estimation of
stature from hand length. Gender
Regression
equation
Standard
error
P
Male
95.86+3.76 x
hand length
0.372
<0.001
Female
79.41+4.46 x
hand length
0.556
<0.001
Combined
62.59+5.50 x
hand length
0.250
<0.001 Table 2. Regression equations for the estimation of
stature from hand length. Figure 1. Regression of height on hand length for
males. Figure 1. Regression of height on hand length for
males. JNMA I VOL 56 I ISSUE 211 I MAY-JUN, 2018
688 JNMA I VOL 56 I ISSUE 211 I MAY-JUN, 2018
688 Pandeya et al. Estimation of Stature from Percutaneous Hand Length Among the Students of A Medical College Pandeya et al. Estimation of Stature from Percutaneous Hand Length Among the Students of A Medical College Jos medical school of Nigeria among male students
shows significant correlation between the hand length
and stature which is similar to our study.10 Similar
study conducted in Egypt also reported the positive
correlation between the hand length and stature among
the students of different colleges.11 Furthermore, the
study conducted in different colleges of New Delhi also
reported significant correlation between hand length and
stature which is similar with our study.12 Similarly, the
studies conducted in National Institute of Technology,
Korea and Sudanese adults revealed statistically
significant differences in the measurements of males
and females with the higher values in males which is
in agreement with our study.13 This may be the fact
that the males have genetically larger size as compared
to females. CONCLUSIONS Our study reveals higher value of hand length and
stature for males as compared to females. There is
significant correlation between the hand length and the
stature. The present values are obtained from the small
population of an institute. Further studies have to be
carried out to develop the regression formula for the
Nepalese population with larger sample size. Figure 3. Regression of height on hand length for
combined population. Figure 3. Regression of height on hand length for
combined population. RESULTS The puberty in females occurs about two
years earlier as compared to the males which cause
earlier fusion of epiphysis and there will be less time
for growth.11,14 However, several studies reported that
proximal limb bones are the better marker of prediction
of stature than distal limb bones.15.16 But this was not
in agreement with the study done in Sudanese adults
and the study on done in Turkish males, where forearm
length was better predictor for estimation of stature
than upper arm length.17,18 Although the study helped
us to calculate the regression equation among the
male and female students of a medical college. Further
studies are required in large population in various states
of the country to build national statistics for Nepalese
population. Figure 2. Regression of height on hand length for
females. 170.0
165.0
160.0
155.0
150.0
145.0
Height
Hand_length
16.0000
17.0000
18.0000
19.0000
Gender:Female
O Observed
Linear
Figure 3. Regression of height on hand length for
combined population. 180.0
170.0
160.0
150.0
140.0
Height
Hand_length
O Observed
Linear
16.0000
17.0000
18.0000 19.0000
20.0000 21.0000
22.0000 170.0
165.0
160.0
155.0
150.0
145.0
Height
Hand_length
16.0000
17.0000
18.0000
19.0000
Gender:Female
O Observed
Linear Figure 2. Regression of height on hand length for
females. Figure 3. Regression of height on hand length for
combined population. 180.0
170.0
160.0
150.0
140.0
Height
Hand_length
O Observed
Linear
16.0000
17.0000
18.0000 19.0000
20.0000 21.0000
22.0000 Figure 3. Regression of height on hand length for
combined population. 180.0
170.0
160.0
150.0
140.0
Height
Hand_length
O Observed
Linear
16.0000
17.0000
18.0000 19.0000
20.0000 21.0000
22.0000 ACKNOWLEDGEMENTS Personal identification is essential in medico-legal
works. In cases of mass disaster where the body
parts are dismembered, it is the role of forensic
expert to identify the body and hand it over to the
relatives for final rituals. Of this various methods of
personal identification, estimation of stature from the
measurement of body parts is widely used by forensic
anthropologist.8 The estimation of stature from hand
length and the derivation of regression equation
was done in Punjabi males.9 The study performed in We would like to acknowledge all the participants who
participated voluntarily in this study in Devdaha Medical
College and Research Institute as well as Devdaha
College of Science and Technology, Rupandehi, Nepal. Conflict of Interest: None. REFERENCES 1. Krishan K, Sharma A. Estimation of stature from dimensions
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| DOI] © The Author(s) 2018. © The Author(s) 2018. This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are
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A comprehensive evaluation of pre- and post-processing sperm parameters for predicting successful pregnancy rate following intrauterine insemination with the husband’s sperms
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*Correspondence: xuxia503@126.com; clover_jato@163.com 1 Department of Obstetrics and Gynecology, Key Laboratory for Major
Obstetric Diseases of Guangdong Province, The Third Affiliated Hospital
of Guangzhou Medical University, Guangzhou 510150, China
3 Guangzhou Key Laboratory for Clinical Rapid Diagnosis and Early
Warning of Infectious Diseases, Kingmed School of Laboratory Medicine,
Guangzhou Medical University, Guangzhou 510182, China
Full list of author information is available at the end of the article A comprehensive evaluation of pre‑
and post‑processing sperm parameters
for predicting successful pregnancy
rate following intrauterine insemination
with the husband’s sperms Yumei Luo1,2,3†, Mingxing Liu1,2†, Shunhong Wu3†, Mimi Zhang1,2, Jingru Yuan1,2, Yufang Zhong3, Qing Li1,2,
Xiaofang Sun1,2, Xia Xu3* and Detu Zhu1,2,3* Abstract Background: To determine the predictive values of sperm parameters pre- and post-processing by density gradient
centrifugation for clinical pregnancy rates (CPRs) following artificial insemination by husband (AIH) in infertile Chinese
couples. Methods: A total of 3,522 AIH cycles from 1,918 couples were retrospectively analyzed. The parameters were com-
pared between the pregnant and non-pregnant groups and further between different etiological groups (Male-factor,
Both-male-and-female-factor, and Other-factor). Multivariate logistic regression analysis was performed to create
models for predicting the CPRs of each etiological group. Results: The overall CPR was 13.3%. There were significant improvements for most sperm parameters after DGC. Multivariate logistic regression analysis indicated that, in overall AIH cases, the top parameters significantly influencing
the CPR of AIH were pre-STR (OR = 1.037; P = 0.048) and post-VSL (OR = 1.036; P = 0.011). In the Male-factor Group,
the top influencing parameters were pre-VCL (OR = 2.096; P = 0.008), pre-LIN (OR = 1.930; P = 0.002) and post-VSL
(OR = 1.316; P = 0.023). In the Both-factor Group, the top influencing parameters were pre-VCL (OR = 1.451; P = 0.008)
and post-motility (OR = 1.218; P = 0.049). In the Other-factor Group, the top influencing parameters were pre-VAP
(OR = 1.715; P = 0.024), pre-STR (OR = 1.20; P = 0.011) and post-VSL (OR = 1.04; P = 0.017). Moreover, receiver operat-
ing characteristic analysis showed that the logistic regression models of the Male- and Both-factor Groups had greater
powers for prognostic classification than those of other groups. †Yumei Luo, Mingxing Liu and Shunhong Wu contributed equally to this
work. *Correspondence: xuxia503@126.com; clover_jato@163.com Luo et al. BMC Pregnancy and Childbirth (2022) 22:703
https://doi.org/10.1186/s12884-022-05029-8
RESEARCH
A comprehensive evaluation of pre‑
and post‑processing sperm parameters
for predicting successful pregnancy
rate following intrauterine insemination
with the husband’s sperms
Yumei Luo1,2,3†, Mingxing Liu1,2†, Shunhong Wu3†, Mimi Zhang1,2, Jingru Yuan1,2, Yufang Zhong3, Qing Li1,2,
Xiaofang Sun1,2, Xia Xu3* and Detu Zhu1,2,3*
Open Access Luo et al. BMC Pregnancy and Childbirth (2022) 22:703
https://doi.org/10.1186/s12884-022-05029-8
RESEARCH
A comprehensive evaluation of pre‑
and post‑processing sperm parameters
for predicting successful pregnancy
rate following intrauterine insemination
with the husband’s sperms
Yumei Luo1,2,3†, Mingxing Liu1,2†, Shunhong Wu3†, Mimi Zhang1,2, Jingru Yuan1,2, Yufang Zhong3, Qing Li1,2,
Xiaofang Sun1,2, Xia Xu3* and Detu Zhu1,2,3*
Open Access Luo et al. BMC Pregnancy and Childbirth (2022) 22:703
https://doi.org/10.1186/s12884-022-05029-8 Background Owing to its minimal invasiveness, simple manipula-
tion and low cost, intrauterine insemination (IUI) is cur-
rently the first-line assisted reproduction treatment for
infertile couples [1]. IUI can be classified into artificial
insemination by husband (AIH) and artificial insemina-
tion by donor (AID) according to the source of sperms. Prior to AIH, semen must be processed to separate via-
ble spermatozoa with normal morphology and motility
from unfavourable debris, non-sperm cells, and dead or
immotile spermatozoa. The most widely used method
for semen processing is density gradient centrifugation
(DGC) [2]. This was a retrospective cohort study enrolling infertile
Chinese couples that underwent AIH at the fertility clinic
of the Third Affiliated Hospital of Guangzhou Medical
University between September 2018 and May 2020 [7]. The study was approved by the Ethics Committee of the
Third Affiliated Hospital of Guangzhou Medical Univer-
sity (Protocol no. 2018–142). y (
)
Before the enrollment, the patients were diagnosed
with the causes of infertility, with necessary assays to
elicit etiologies. Female patients had hysterosalpingo-
grams, and men had semen analyses. Causes of infertil-
ity were grouped into: (1) male factors, (2) female factors
(ovulatory dysfunction, cervical factors, immune factors,
endometriosis, endometriosis after pelvic plastic sur-
gery, etc.), (3) combined male and female factors, and
(4) unexplained infertility. Demographic data such as the
age of the couple, duration of infertility, semen param-
eters before and after sperm processing, and the AIH
outcomes were extracted from the patients’ records. All
pregnancies were confirmed by positive beta-human
chorionic gonadotropin (β-hCG) in the serum 14 days
after AIH. Exclusion criteria: (1) Those whose record
writing is not standard. (2) Those whose semen sample
was collected with an incorrect container, partially lost,
or was sent for examination after more than 30 min. (3)
Those had undergone antibacterial treatment. (4) Those
with incomplete data regarding the pregnancy outcome
or missing data on pre- and post-processing sperm
parameters. Finally, a total of 3,522 AIH cycles from
1,918 infertile Chinese couples were retrospectively ana-
lyzed (Table 1). It is expected that DGC processing leads to signifi-
cant improvements in most sperm parameters [3, 4]. A
number of previous studies indicated that some semen
parameters, including semen volume, sperm motility
and sperm morphology, could predict the outcomes of
IUI [5–7]. © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. 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. Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 2 of 11 Conclusions: This study demonstrated that some sperm parameters have a collinearity relationship in predicting the
CPR following AIH. Moreover, the predictive capacity of a multivariate logistic regression model is better than those
of individual parameters, especially for the Male- and Both-factor Groups. In these cases, pre-VCL is the common top
influencing factor. Keywords: Assisted reproduction technology, Intrauterine insemination, Artificial insemination by husband, Semen
processing, Density gradient centrifugation, Sperm parameters, Clinical pregnancy rate, Logistic regression Background Further, some studies demonstrated that the
amount of sperm recovered after semen processing was
significantly related to the clinical pregnancy rate (CPR)
of AIH [8]. Also, there were predictive values of post-pro-
cessing total motile sperm count (TMSC) and the normal
form rate on AIH success [9–12]. In contrast, some stud-
ies suggested that post-processing semen parameters are
not greater than those pre-processing in predicting CPR
following AIH [2, 13]. Some studies have shown that the
TMSC did not have a predictive value for the CPR [14,
15]. Besides, there was a large volume of published stud-
ies indicating that the normal rate of sperm morphol-
ogy had nothing to do with the success rate of IUI [6, 14,
16]. Therefore, the prognostic values of pre- and pos-
processing sperm parameters for AIH outcome remain
controversial. To determine the prognostic values of sperm param-
eters pre- and post-DGC processing for predicting CPRs
following AIH in infertile Chinese couples, our study has
retrospectively analyzed 1,918 Chinese infertile couples
with a total of 3,522 AIH treatment cycles in the Third
Affiliated Hospital of Guangzhou Medical University
from September 2018 to May 2020, and provided a com-
prehensive assessment on the predictive values of sperm
parameters pre- and post-DGC processing for the CPR
following AIH. Statistical analysish The SPSS v22.0 was used for statistical analysis [7]. The
results are presented as mean ± standard deviation (SD). The analysis pipeline is shown in Fig. 1. Comparison of
continuous variables between pregnant and non-preg-
nant groups was performed using the Mann–Whitney
test because the data distribution was not normal accord-
ing to the Kolmogorov–Smirnov test. Categorical varia-
bles were evaluated using the chi-square test. Spearman’s
correlation coefficient analysis was performed to evaluate
the correlation of absolute and relative changes of each
variable and the CPR. Both categorical and continuous
variables that might influence AIH pregnancy outcome
were analyzed by backward binary multivariate logistic
regression to identify predictive factors for different eti-
ology groups. Receiver operating characteristic (ROC)
curves were constructed to evaluate the prognostic clas-
sification capacities and calculate the clinically acceptable
cut-off values for the logistic regression models of each
etiology group. Statistical significance was accepted as
P < 0.05. Semen analysis For semen analysis, 10 μL of semen was transferred to a
counting chamber (AIYX, Cat# AI-20–4) and analyzed
by computer-assisted sperm analysis (CASA; Hamilton
Thorne HTCasa II 1.10.3). The sperm concentration was
optimized to be (2 ~ 50) × 106/mL. At least 200 sperms
from 5 analyzed fields were counted. Sperm param-
eters including concentration, motility, total progres-
sive motile sperm count (TPMSC), curvilinear velocity
(VCL), straight-line velocity (VSL), average path veloc-
ity (VAP), linearity (LIN), straightness (STR), beat cross
frequency (BCF), and amplitude of lateral head displace-
ment (ALH), sperm head area were reported. Semen treatmenth The samples were then treated by DGC method. In brief,
the gradient separation solution (Vitrolife) was prepared
in test tube, the lower layer is 1 mL 90% separation solu-
tion, the upper layer is 1 mL 45% separation solution. After the semen samples were evenly mixed, 1 mL of
semen was taken and placed above the density gradient,
centrifuged at 3000 r/min for 20 min. Then remove most
of the supernatant from the upper layer. The sperm was
suspended in 5 mL sperm culture medium and gently
blown, and then centrifuged at 2000 r/min for 5 min and
the supernatant was removed. Finally, 0.5 mL semen was
used for sperm suspension, and sperm concentration,
vitality and other semen parameters were tested. Semen
samples with TPMSC > 2 × 10 are accepted to go for AIH
treatment. Semen collection Semen processing was performed as previously described
[7]. In brief, semen specimens were produced with mas-
turbation in a collection room at the fertility clinic. The
specimens were kept at 37℃ temperature and were
examined within half an hour post collection. After com-
plete liquefaction, all samples were evaluated in a blinded
fashion by a qualified technician to prevent the interob-
server variation based on WHO 2010 criteria. Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 3 of 11 Table 1 Patient demographics
Pregnant Group
(n = 468)
Non-pregnant Group
(n = 3,054)
p-value
Female age
31.02 ± 3.74
31.37 ± 4.05
0.133
Male age
32.93 ± 4.36
33.29 ± 4.75
0.402
Cause of infertility
0.585
Male-factor
82 (17.5%)
595 (19.5%)
Both-male-
and-female-
factor
65 (13.9%)
427 (14.0%)
Other-factor
321 (68.6%)
2,032 (66.5%)
Type of infertility
0.988
Primary
287 (61.3%)
1,874 (61.4%)
Secondary
181 (38.7%)
1,180 (38.6%)
IUI cycle
0.049
1
265 (56.6%)
1,659 (54.3%)
2
143 (30.6%)
1,085 (35.5%)
≥ 3
60 (12.8%)
310 (10.2%) Artificial insemination by husband Artificial insemination by husband Table 1 Patient demographics i
AIH was performed as previously described [7]. In brief,
after the bladder was emptied, the patient took the blad-
der lithotomy position, with the vulva washed by saline,
and the vagina, cervix and fornix wiped by a large cot-
ton swab. A 1-mL syringe and an artificial insemination
tube were connected in the uterine cavity. Then 0.5 mL of
the husband’s sperm suspension was aspirated and slowly
placed in the uterine cavity through the tube. After the
sperm suspension is slowly injected into the uterus for
3 to 5 s, the tube was slowly withdrawn, and the patient
was kept in the position of lowering the head and hips for
approximately 30 min. Results Sperm parameters were improved after semen processing
The semen samples were processed by DGC before the
AIH treatments. Semen parameters before and after
processing were compared across the pregnant and non-
pregnant groups (Table 2). In both groups, there were
significant improvements in most sperm parameters after
DGC processing, except for TPMSC (all P < 0.001). To evaluate the impacts of these changes on the AIH
outcomes, the correlations between the change values
of each parameter and the likelihood of pregnancy were
analyzed by Pearson correlation coefficients (Table 3). The results showed that neither absolute changes
nor relative changes of the parameters, including the
decrease of TPMSC, had any correlation with the AIH
pregnancy outcome. Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 4 of 11 Fig. Results 1 Experimental design Table 2 Comparison of semen parameters before and after processing Table 2 Comparison of semen parameters before and after processing
Abbreviations: TPMSC Total progressive motile sperm count, VCL Curvilinear velocity, VSL Straight-line velocity, VAP Average pathway velocity, LIN Linearity, STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head displacement
Parameters
Pregnant group (n = 468)
Non-pregnant group (n = 3,054)
Before
After
(After-Before)
p-value
Before
After
(After-Before)
p-value
Concentration (× 106/mL)
50.86 ± 31.47
71.14 ± 54.85
20.28 ± 37.72
< 0.001
52.21 ± 33.29
71.12 ± 54.49
18.91 ± 38.43
< 0.001
Motility (%)
61.69 ± 14.55
93.42 ± 7.56
31.73 ± 12.08
< 0.001
61.29 ± 14.07
93.43 ± 7.89
32.14 ± 11.69
< 0.001
TPMSC (× 106/mL)
75.04 ± 63.50
32.97 ± 26.79
-42.07 ± 37.64
< 0.001
75.60 ± 63.88
33.08 ± 26.60
-42.52 ± 37.99
< 0.001
VAP (µm/s)
7.82 ± 3.84
24.47 ± 5.78
16.65 ± 6.67
< 0.001
7.86 ± 3.69
23.94 ± 5.83
16.08 ± 6.70
< 0.001
VSL (µm/s)
4.42 ± 2.26
14.10 ± 3.75
9.69 ± 4.14
< 0.001
4.42 ± 2.14
13.66 ± 3.57
9.24 ± 4.04
< 0.001
VCL (µm/s)
14.32 ± 5.87
47.39 ± 10.38
33.07 ± 11.56
< 0.001
14.37 ± 5.72
46.35 ± 10.69
31.98 ± 11.82
< 0.001
ALH (µm/s)
4.16 ± 0.50
6.56 ± 0.79
2.40 ± 0.91
< 0.001
4.16 ± 0.49
6.49 ± 0.80
2.33 ± 0.92
< 0.001
BCF (Hz)
5.45 ± 1.20
7.24 ± 0.70
1.79 ± 1.36
< 0.001
5.43 ± 1.15
7.25 ± 0.75
1.81 ± 1.33
< 0.001
STR (%)
46.73 ± 9.05
72.54 ± 7.86
65.17 ± 19.48
< 0.001
46.43 ± 8.41
71.95 ± 8.75
65.55 ± 18.48
< 0.001
LIN (%)
34.32 ± 6.28
47.50 ± 5.15
13.18 ± 7.59
< 0.001
34.18 ± 5.81
47.19 ± 5.72
13.01 ± 7.84
< 0.001
Sperm head area (µm2)
5.08 ± 0.48
5.55 ± 0.58
0.47 ± 0.70
< 0.001
5.12 ± 0.49
5.55 ± 0.57
0.43 ± 0.72
< 0.001 Abbreviations: TPMSC Total progressive motile sperm count, VCL Curvilinear velocity, VSL Straight-line velocity, VAP Average pathway velocity, LIN Linearity, STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head displacement Multivariate logistic regression analysis of the influencing
factors for different etiological groups of AIH Variables that might have impacts on pregnancy outcome
were included in the logistic regression analysis, with
CPRs of overall AIH cases and different etiological groups
as the dependent variables, and pre-processing sperm
morphological parameters, pre- and post- processing
semen parameters and sperm motion kinetic parameters
as independent variables. Then multivariate binary logistic
regression analysis (backward conditional) was performed. g
y
p
The results showed that, in overall cases, after
excluding confounding factors, the top influencing fac-
tors were pre-STR (OR = 1.037; 95% CI: 1.000–1.076;
P = 0.048) and post-VSL (OR = 1.036; 95% CI: 1.008–
1.064; P = 0.011) (Table 8). Further, in the Male-fac-
tor Group, the top influencing factors were pre-VCL
(OR = 2.096; 95% CI: 1.218–3.607; P = 0.008); pre-
LIN (OR = 1.930; 95% CI: 1.276–2.919; P = 0.002) and
post-VSL (OR = 1.316; 95% CI: 1.039–1.666; P = 0.023)
(Table 9). In the Both-factor Group, the top influenc-
ing factors were pre-VCL (OR = 1.451; 95% CI: 1.104–
1.906; P = 0.008) and post-motility (OR = 1.218; 95%
CI: 1.000–1.484; P = 0.049) (Table 10). In the Other-
factor Group, the top influencing factors were pre-VAP
(OR = 1.715; 95% CI: 1.073–2.740; P = 0.024); pre-
STR (OR = 1.20; 95% CI: 1.042–1.382; P = 0.011) and parameters except the sperm cytoplasm deformity of
the Other-factor Groups were significantly lower than
those in the Male- and Both-factor Groups (Table 7)
(all P < 0.01). This was reasonable as the pre-process-
ing sperm quality of the cases due to non-male factors
should be better than those due to or partly due to male
factors. Both pre‑ and post‑processing semen parameters were
not correlated with the pregnancy outcome of overall AIH
cases Assuming that the above semen parameters might be
more relevant with male factors, we classified the AIH
cases into Male-factor (n = 677), Both-male-and-female-
factor (n = 492) and Other-factor (n = 2,353) Groups by
etiologies. The comparison of the parameters among
these three groups was performed using the Kruskal–
Wallis test because data distribution was not normal
according to the Kolmogorov–Smirnov test. The pre- and post- processing semen parameters and
sperm motion kinetic parameters (Table 4), and pre-
processing sperm morphological parameters (Table 5)
were compared between the Pregnant (n = 468) and
Non-pregnant (n = 3,054) Groups of overall AIH cases. The results showed that these parameters were not
significantly different between the two groups. It was
probably due to the confounding effects of influencing
factors other than the male factors. Our results showed that all pre-processing semen
parameters and sperm motion kinetic parameters of
the Other-factor Groups were significantly higher than
those in the Male- and Both-factor Groups (Table 6);
meanwhile,
all
pre-processing
sperm
deformity Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 5 of 11 Table 3 Correlations between the changes of sperm parameters
and overall AIH pregnancy rate
Abbreviations: CPR clinical pregnancy rate, PCC Pearson correlation coefficient,
TPMSC total progressive motile sperm count, VCL curvilinear velocity, VSL
Straight-line velocity, VAP Average pathway velocity, LIN linearity, STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head
displacement
Parameters
absolute changes
vs. overall CPR
Relative changes
vs. overall CPR
PCC r
p-value
PCC r
p-value
Concentration (× 106/mL)
0.017
0.307
0.026
0.122
Motility (%)
− 0.011
0.506
− 0.012
0.475
TPMSC (× 106/mL)
0.003
0.871
0.019
0.259
VAP (µm/s)
0.019
0.248
0.019
0.261
VSL (µm/s)
0.027
0.103
0.024
0.162
VCL (µm/s)
0.025
0.135
0.02
0.234
ALH (µm/s)
0.020
0.227
0.019
0.249
BCF (Hz)
− 0.007
0.687
− 0.006
0.740
STR (%)
0.010
0.566
− 0.006
0.726
LIN (%)
0.008
0.634
0.008
0.620
Sperm head area (µm2)
0.022
0.190
0.023
0.175 Table 3 Correlations between the changes of sperm parameters
and overall AIH pregnancy rate (Table 6) (all P < 0.05), reflecting an improvement of
sperm quality by the DGC processing. Our results showed that most pre- and post-processing
semen parameters were significantly different among the
etiological groups; hence, it was necessary to count in the
etiology when analyzing the influence of semen param-
eters on AIH pregnancy. Abbreviations: TPMSC total progressive motile sperm count, VCL curvilinear velocity, VSL straight-line velocity, VAP average pathway velocity, LIN Linearity; STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head displacement Multivariate logistic regression analysis of the influencing
factors for different etiological groups of AIH Nevertheless, in post-processing parameters, only the
sperm concentration, motility, TPMSC, VCL and BCF
parameters of the Other-factor Group were significantly
higher than those of the Male- and Both-factor Groups Table 4 Comparison of semen parameters before and after processing between pregnant and non-pregnant groups
Abbreviations: TPMSC total progressive motile sperm count, VCL curvilinear velocity, VSL straight-line velocity, VAP average pathway velocity, LIN Linearity; STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head displacement
Parameters
Before semen treatment
After semen treatment
Pregnant
(n = 468)
Non-pregnant
(n = 3,054)
p-value
Pregnant
(n = 468)
Non-pregnant
(n = 3,054)
p-value
Concentration (× 106/mL)
50.86 ± 31.47
52.21 ± 33.29
0.468
71.14 ± 54.85
71.12 ± 54.49
0.896
Motility (%)
61.69 ± 14.55
61.29 ± 14.07
0.546
93.42 ± 7.56
33.08 ± 26.60
0.582
TPMSC (× 106/mL)
75.04 ± 63.50
75.60 ± 63.88
0.986
93.42 ± 7.56
93.43 ± 7.89
0.983
VAP (µm/s)
7.82 ± 3.84
7.86 ± 3.69
0.703
24.47 ± 5.78
23.94 ± 5.83
0.213
VSL (µm/s)
4.42 ± 2.26
4.42 ± 2.14
0.751
14.10 ± 3.75
13.66 ± 3.57
0.105
VCL (µm/s)
14.32 ± 5.87
14.37 ± 5.72
0.779
47.39 ± 10.38
46.35 ± 10.69
0.107
ALH (µm/s)
4.16 ± 0.50
4.16 ± 0.49
0.698
6.56 ± 0.79
6.49 ± 0.80
0.192
BCF (Hz)
5.45 ± 1.20
5.43 ± 1.15
0.681
7.24 ± 0.70
7.25 ± 0.75
0.415
STR (%)
46.73 ± 9.05
46.43 ± 8.41
0.64
72.54 ± 7.86
71.95 ± 8.75
0.214
LIN (%)
34.32 ± 6.28
34.18 ± 5.81
0.837
47.50 ± 5.15
47.19 ± 5.72
0.299
Sperm head area (µm2)
5.08 ± 0.48
5.12 ± 0.49
0.086
5.55 ± 0.58
5.55 ± 0.57
0.743 son of semen parameters before and after processing between pregnant and non-pregnant groups Abbreviations: TPMSC total progressive motile sperm count, VCL curvilinear velocity, VSL straight-line velocity, VAP average pathway velocity, LIN Linearity; STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head displacement Luo et al. fif
Abbreviations: TPMSC Total progressive motile sperm count, VCL Curvilinear velocity, VSL Straight-line velocity, VAP Average pathway velocity, LIN Linearity, STR
Straightness, BCF Beat cross frequency, ALH Amplitude of lateral head displacement Multivariate logistic regression analysis of the influencing
factors for different etiological groups of AIH BMC Pregnancy and Childbirth (2022) 22:703 Page 6 of 11 Table 5 Comparison of sperm morphological parameters between
pregnant and non-pregnant groups
Abbreviations: SDI Sperm deformity index, TZI Teratozoospermia index, H Sperm
headpiece deformity, M Sperm middle piece deformity, P Sperm principal piece
deformity, C Sperm cytoplasm deformity
Parameters
Pregnant (n = 468)
Non-pregnant
(n = 3,054)
p-value
SDI
1.24 ± 0.11
1.24 ± 0.11
0.44
TZI
1.30 ± 0.10
1.30 ± 0.10
0.718
H (%)
94.69 ± 7.54
94.79 ± 8.64
0.328
M (%)
16.47 ± 5.23
16.57 ± 5.08
0.559
P (%)
5.15 ± 3.12
5.48 ± 3.31
0.076
C (%)
6.83 ± 4.74
6.84 ± 4.81
0.917
Normal forms (%)
4.82 ± 4.24
4.42 ± 3.79
0.141
Abnormal forms (%)
95.17 ± 4.24
95.58 ± 3.79
0.113 Table 5 Comparison of sperm morphological parameters between
pregnant and non-pregnant groups 14.77% (Sensitivity: 32.7%; Specificity:77.7%). For compari-
son, the cut-off values of the logistic regression equations of
the Male-factor, Both-factor and Other-factor Groups were
12.46% (Sensitivity: 59.8%; Specificity: 65.7%), 8.74% (Sen-
sitivity: 90.8%; Specificity: 33.0%) and 14.82% (Sensitivity:
35.8%; Specificity: 73.2%), respectively (Table 12). i
The areas under ROC curves (AUC) of overall cases,
the Male-factor, Both-factor and Other-factor Groups
were 0.551, 0.668, 0.655 and 0.544, respectively (Table 12;
Fig. 3). Therefore, the prognostic classification capacities
of the logistic regression equations for the Male-factor
and Both-factor Groups were greater than those for the
other groups. And pre-VCL is the common top influenc-
ing factor in these two groups. Abbreviations: SDI Sperm deformity index, TZI Teratozoospermia index, H Sperm
headpiece deformity, M Sperm middle piece deformity, P Sperm principal piece
deformity, C Sperm cytoplasm deformity Values on the same row with different superscripts are significantly different (P < 0.05) Discussion Although the AIH technology has the advantages of sim-
ple operation, low cost, high safety, and low invasive-
ness, a major problem with AIH treatment is the lower
pregnancy rate (about 5.0 to 15.0%). In this study, 3,522
AIH cycles were achieved from 1,918 couples, result-
ing in a CPR of 13.3%, which is comparable to those of
other reports [17–19]. In recent years, there has been an
increasing amount of literature on AIH; however, there
has always been controversy about the factors that influ-
ence the outcome of AIH. Therefore, it is particularly
important to explore the factors that affect AIH preg-
nancy and take corresponding interventions to improve
the CPR. This study aimed to evaluate the prognostic
capacities of semen parameters before and after sperm
selection processing on AIH outcomes. post-VSL (OR = 1.04; 95% CI: 1.007–1.074; P = 0.017)
(Table 11). Taken together, most of the significantly influencing
factors were sperm motion kinetic parameters. Moreo-
ver, there were collinearity relationships among these
parameters affecting the AIH outcomes in different
etiological groups (Fig. 2). Semen parameters pre‑ and post‑processing had greater
prognostic powers in Male‑ and Both‑factor Groups of AIH
The expected probability equations of overall AIH cases
and of each etiological group created by the multivariate
logistic regression models were further evaluated with ROC
curves as predictors for AIH pregnancy. In overall cases,
the cut-off value of the logistic regression equation was Semen parameters pre‑ and post‑processing had greater
prognostic powers in Male‑ and Both‑factor Groups of AIHh BMC Pregnancy and Childbirth (2022) 22:703 Page 7 of 11 Table 7 Comparison of sperm morphological parameters between
different etiology groups
Values on the same row with different superscripts are significantly different
(P < 0.05)
Abbreviations: SDI Sperm deformity index, TZI Teratozoospermia index, H Sperm
headpiece deformity, M Sperm middle piece deformity, P Sperm principal piece
deformity, C Sperm cytoplasm deformity
Parameters
Male-factor
(n = 677)
Both-factor
(n = 492)
Other-factor
(n = 2,353)
p-value
SDI
1.27 ± 0.11a
1.28 ± 0.11a
1.22 ± 0.11b
< 0.001
TZI
1.31 ± 0.11ab
1.31 ± 0.10a
1.30 ± 0.10b
0.009
H (%)
97.02 ± 6.95a
97.32 ± 5.16a
93.60 ± 9.19b
< 0.001
M (%)
17.23 ± 5.62a
17.52 ± 5.05a
16.17 ± 4.91b
< 0.001
P (%)
5.64 ± 3.36a
5.91 ± 3.36a
5.28 ± 3.23b
< 0.001
C (%)
7.19 ± 5.29
7.02 ± 5.01
6.70 ± 4.60
0.364
Normal forms
(%)
2.48 ± 2.49a
2.38 ± 2.58a
5.49 ± 3.99b
< 0.001
Abnormal forms
(%)
97.52 ± 2.49a
97.62 ± 2.58a
94.51 ± 4.00b
< 0.001 Table 7 Comparison of sperm morphological parameters between
different etiology groups Table 10 Influencing factors for AIH pregnancy of the Both-
factor Group identified by multivariate logistic regression analysis
Abbreviations: VCL Curvilinear velocity, VAP Average pathway velocity, ALH
Amplitude of lateral head displacement, P Sperm principal piece deformity, β
Regression coefficient, CI Confidence interval
Parameters
β
Odd Ratio (95% CI)
p-value
pre-VAP
-0.634
0.53 (0.34–0.827)
0.005
pre-VCL
0.372
1.451 (1.104–1.906)
0.008
post-motility
0.197
1.218 (1.000–1.484)
0.049
post-VCL
0.186
1.204 (0.995–1.458)
0.056
post-ALH
-2.209
0.11 (0.008–1.431)
0.092
P
-0.102
0.903 (0.826–0.988)
0.026
Constant
-1.054
0.349
0.828 Table 10 Influencing factors for AIH pregnancy of the Both-
factor Group identified by multivariate logistic regression analysis Abbreviations: VCL Curvilinear velocity, VAP Average pathway velocity, ALH
Amplitude of lateral head displacement, P Sperm principal piece deformity, β
Regression coefficient, CI Confidence interval Table 11 Influencing factors for AIH pregnancy of the Other-
factor Group identified by multivariate logistic regression analysis Table 11 Influencing factors for AIH pregnancy of the Other-
factor Group identified by multivariate logistic regression analysis
Abbreviations: VAP Average pathway velocity, VCL Curvilinear velocity, VSL,
Straight-line velocity, LIN Linearity, STR Straightness, β Regression coefficient, CI
Confidence interval
Parameters
β
Odd Ratio (95% CI)
p-value
pre-VAP
0.539
1.715 (1.073–2.74)
0.024
pre-VCL
-0.342
0.71 (0.537–0.94)
0.017
pre-STR
0.182
1.2 (1.042–1.382)
0.011
pre-LIN
-0.283
0.754 (0.601–0.945)
0.014
post-VSL
0.039
1.04 (1.007–1.074)
0.017
Constant
-0.528
0.59
0.602 Table 8 Influencing factors for overall AIH pregnancy identified
by multivariate logistic regression analysis
Abbreviations: VSL Straight-line velocity, STR Straightness, P Sperm principal
piece deformity, β Regression coefficient, CI Confidence interval
Parameters
β
Odd Ratio (95% CI)
p-value
pre-VSL
-0.155
0.856 (0.740–0.991)
0.037
pre-STR
0.037
1.037 (1.000–1.076)
0.048
post-VSL
0.035
1.036 (1.008–1.064)
0.011
P
-0.027
0.973 (0.943–1.004)
0.086
Abnormal forms
-0.017
0.983 (0.966–1.001)
0.061
Constant
-1.65
0.192
0.125 Table 8 Influencing factors for overall AIH pregnancy identified
by multivariate logistic regression analysis To select high-quality sperms for AIH, the most
widely used methods for semen treatment are DGC and
swim-up. Semen parameters pre‑ and post‑processing had greater
prognostic powers in Male‑ and Both‑factor Groups of AIHh Table 6 Comparison of semen parameters before and after processing between different etiological groups
Values on the same row with different superscripts are significantly different (P < 0.05)
Parameters
Before sperm processing
After sperm processing
Male-factor
(n = 677)
Both-factor
(n = 492)
Other-factor
(n = 2,353)
p-value
Male-factor
(n = 677)
Both-factor
(n = 492)
Other-factor
(n = 2,353)
p-value
Concentration (× 106/mL)
44.02 ± 31.41a
44.81 ± 29.91a
55.85 ± 33.48b
< 0.001
53.45 ± 47.32a
56.11 ± 45.65a
79.35 ± 56.28b
< 0.001
Motility (%)
54.95 ± 14.31a
57.29 ± 14.14b
64.03 ± 13.26c
< 0.001
90.26 ± 10.31a
91.45 ± 9.29a
94.75 ± 6.17b
< 0.001
TPMSC (× 106/mL)
54.81 ± 53.70a
59.03 ± 55.44b
84.94 ± 66.01c
< 0.001
24.06 ± 22.97a
25.69 ± 22.28a
37.20 ± 27.45b
< 0.001
VAP (µm/s)
6.55 ± 3.53a
6.80 ± 3.45a
8.45 ± 3.68b
< 0.001
23.66 ± 6.03
23.49 ± 5.61
24.23 ± 5.80
0.113
VSL (µm/s)
3.69 ± 2.08a
3.84 ± 2.00a
4.74 ± 2.14b
< 0.001
13.46 ± 3.75
13.46 ± 3.35
13.84 ± 3.60
0.231
VCL (µm/s)
12.45 ± 5.38a
12.82 ± 5.37a
15.24 ± 5.71b
< 0.001
45.96 ± 11.04ab
45.42 ± 10.37a
46.87 ± 10.58b
0.018
ALH (µm/s)
3.99 ± 0.46a
4.03 ± 0.46a
4.24 ± 0.49b
< 0.001
6.46 ± 0.84
6.42 ± 0.78
6.53 ± 0.80
0.128
BCF (Hz)
4.97 ± 1.17a
5.11 ± 1.15a
5.64 ± 1.09b
< 0.001
7.16 ± 0.78a
7.28 ± 0.72ab
7.26 ± 0.74b
0.025
STR (%)
43.24 ± 8.29a
44.21 ± 8.18a
47.87 ± 8.26b
< 0.001
71.32 ± 9.02
72.05 ± 8.38
72.23 ± 8.57
0.104
LIN (%)
31.88 ± 5.67a
32.60 ± 5.59a
35.20 ± 5.73b
< 0.001
46.74 ± 5.85
47.32 ± 5.50
47.36 ± 5.62
0.056
Sperm head area (µm2)
5.27 ± 0.57a
5.20 ± 0.50a
5.05 ± 0.44b
< 0.001
5.61 ± 0.61a
5.57 ± 0.56ab
5.53 ± 0.57b
0.002 ble 6 Comparison of semen parameters before and after processing between different etiological groups Luo et al. Semen parameters pre‑ and post‑processing had greater
prognostic powers in Male‑ and Both‑factor Groups of AIHh As instructed by the WHO, these treatment
methods should be chosen according to the charac-
teristics of the samples [20]. It was suggested to select
swim-up in cases with normal sperms, while DGC for
other cases, as the latter resulted in higher recovery
rates [21]. Significantly higher CPRs were observed
among couples with unexplained infertility using DGC
than those using swim-up [22]. Besides, Karamahmu-
toglu et al. found that in the cases of unexplained infer-
tility, the DGC technique contributed to a significantly
higher CPR compared to the swim-up technique as it
could select sperms with better DNA and chromatin
structures; however, in male subfertile patients, both
techniques yield similar clinical outcomes [22]. Oguz
et al. compared the two methods and found that the
swim-up method significantly reduced sperm DNA
fragmentation and mgiht have some prognostic value
on IUI in patients with decreased sperm DNA integrity
[23]. Recently, there is a new sperm selection method—
microfluid sperm sorting chip [24], which adopts
microfluidic devices [25–27] for sperm selection. It Table 9 Influencing factors for AIH pregnancy of the Male-factor
Group identified by multivariate logistic regression analysis Abbreviations: VCL Curvilinear velocity, VSL Straight-line velocity, VAP Average
pathway velocity, LIN Linearity, STR Straightness, BCF Beat cross frequency, H
Sperm headpiece deformity, β Regression coefficient, CI Confidence interval Table 9
G
d Group identified by multivariate logistic regression analysis
Abbreviations: VCL Curvilinear velocity, VSL Straight-line velocity, VAP Average
pathway velocity, LIN Linearity, STR Straightness, BCF Beat cross frequency, H
Sperm headpiece deformity, β Regression coefficient, CI Confidence interval
Parameters
β
Odd Ratio (95% CI)
p-value
pre-VAP
-0.707
0.493 (0.247–0.984)
0.045
pre-VSL
-1.765
0.171 (0.045–0.658)
0.01
pre-VCL
0.74
2.096 (1.218–3.607)
0.008
pre-BCF
-1.487
0.226 (0.084–0.611)
0.003
pre-LIN
0.657
1.93 (1.276–2.919)
0.002
pre-Sperm head area
-0.585
0.557 (0.294–1.056)
0.073
post-VAP
-0.117
0.89 (0.797–0.993)
0.037
post-VSL
0.275
1.316 (1.039–1.666)
0.023
post-BCF
0.483
1.621 (0.991–2.652)
0.054
post-STR
-0.062
0.939 (0.878–1.005)
0.071
H
0.354
1.424 (0.808–2.513)
0.222
Normal forms
0.476
1.61 (0.899–2.883)
0.109
Constant
-46.353
0
0.116 Page 8 of 11 Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Fig. 2 Forest plot for the influencing factors of overall AIH cases and different etiological groups identified by multivariate logistic regression
analysis for the influencing factors of overall AIH cases and different etiological groups identified by multivariate logistic regression Table 12 ROC analysis for multivariate logistic regression models of overall AIH cases and different etiology groups
Abbreviations: ROC Receiver-operating characteristic, AUC Area under curve, CI Confidence interval
Multivariate logistic regression models
AUC
95% CI
p-value
Cut-off
Sensitivity
Specificity
Overall
0.551 ± 0.014
0.523–0.58
< 0.001
14.77
32.7
77.7
Male-factor Group
0.668 ± 0.031
0.606–0.729
< 0.001
12.46
59.8
65.7
Both-male-and-female-factor Group
0.655 ± 0.034
0.588–0.722
< 0.001
8.74
90.8
33.0
Other-factor Group
0.544 ± 0.017
0.51–0.578
0.011
14.82
35.8
73.2 Table 12 ROC analysis for multivariate logistic regression models of overall AIH cases and different etio however, the decrease in TPMSC did not affect the
pregnancy outcome of AIH (Table 3).h would be of interest to investigate the influences of dif-
ferent semen processing methods, especially including
the newly developed methods, on CPRs in future stud-
ies, so as to choose a better method for assisted repro-
duction treatment [3]. In this study, our results showed
that DGC processing led to significant increases in
most sperm parameters, except for TPMSC (Table 1); There was a large volume of published studies describ-
ing the impacts of semen parameters on the success
of IUI [28, 29]. It has been reported that sperm kinetic
parameters of motility, including VAP, VSL, VCL, ALH
and LIN, are all associated with fertility [4, 30–32]. Our Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 9 of 11 Fig. Table 9
G
d 3 ROC curves for the multivariate logistic regression models of overall AIH cases and different etiological groups Fig. 3 ROC curves for the multivariate logistic regression models of overall AIH cases and different etiological groups Semen parameters with predictive powers have been
extensively exploited for prognostic classification of infer-
tile patients. For example, Hamilton et al. indicated that
TMSC had a predictive value for CPRs following IUI in
infertile cases associated with male or unexplained fac-
tors, and considered TMSC > 5 × 106 /mL as the optimal
stratifying criterion [38]. Youn et al. demonstrated that
the composition of semen parameters such as RAPID
30.1%, motility 51.4%, and concentration 111 × 106 /mL
before sperm preparation could be useful in predict-
ing IUI outcome [31]. Oppositely, some researchers illu-
minated that in the multivariable model, the predictive
powers of sperm parameters were rather low [16, 36, 39],
which might be due to a lack of prospective studies, a lack
of standardization in semen testing methodology, and a
huge heterogeneity of patient groups and IUI treatment
strategies. More prospective cohort trials and prospec-
tive randomized trials investigating the predictive value
of semen parameters on IUI outcome are urgently needed
[40]. In our study, we classified the cases into different eti-
ological groups – Male-factor, Both-male-and-female-fac-
tor and Other-factor. Our comparison analysis suggested
that both pre- and post-processing parameters were quite
different among the etiological groups (Tables 5 and 6);
therefore, it is necessary to count in the etiology when
analyzing the impacts of semen parameters on AIH preg-
nancy. Further logistic regression analysis showed that
models integrating multiple influencing factors exhibited
much better predictive abilities on AIH outcomes than
individual parameters (Tables 7, 8, 9, 10; Fig. 2). ROC
curve analysis indicated that the prognostic capacities of
the logistic regression models were greater in the Male-
and Both-factor Groups than in the overall and Other-
factor Groups (Tables 12; Fig. 3). This was reasonable as team’s previous research has shown that cycle treatment
options, single/double IUI, female age, sperm VSL, SDI,
and normal form rate could predict successful pregnancy
following AIH in China. The multivariate logistic regres-
sion equation exhibited a greater value for prognostic
classification than single predictors [7]. Similarly, our
logistic regression analysis showed that there were some
sperm kinetic parameters of motility could affect AIH
outcomes, though the effects were varied between differ-
ent etiological groups (Table 4). Table 9
G
d Besides, some research-
ers ascertained that the total number of active sperm and
concentration are related to pregnancy [31, 33]. However,
our study demonstrated that semen volume, sperm con-
centration and TPMSC before and after processing had
no significant effect on AIH success. team’s previous research has shown that cycle treatment
options, single/double IUI, female age, sperm VSL, SDI,
and normal form rate could predict successful pregnancy
following AIH in China. The multivariate logistic regres-
sion equation exhibited a greater value for prognostic
classification than single predictors [7]. Similarly, our
logistic regression analysis showed that there were some
sperm kinetic parameters of motility could affect AIH
outcomes, though the effects were varied between differ-
ent etiological groups (Table 4). Besides, some research-
ers ascertained that the total number of active sperm and
concentration are related to pregnancy [31, 33]. However,
our study demonstrated that semen volume, sperm con-
centration and TPMSC before and after processing had
no significant effect on AIH success. if
A growing body of evidences is showing the impacts of
sperm morphological parameters on the successful rate
of AIH. Several studies advised couples with ≤ 4% nor-
mal sperm form to choose IVF or ICSI instead of IUI [5,
34]. Erdem et al. pointed out that the predictive value of
morphological assessment in unexplained infertility is
not reliable; however, in male subfertility, normal sperm
form > 4.5% after processing could increase the CPR [35]. Louise et al. also stated that normal sperm form ≤ 4% is
more important in couples with male infertility factors
[16]. Contrary to the above research, a recent review sug-
gested that sperm morphological parameters had low pre-
dictive values for pregnancy success in both natural and
assisted reproduction [36]. Kohn et al. also supported this
conclusion and suggested that the current sperm mor-
phology assessment is so strict that its predictive value
for IUI has been lost [37]. In our study, the morphologi-
cal parameters of different etiologies groups also had no
significant influence on AIH pregnancy success (Table 5). Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 10 of 11 Page 10 of 11 infertility cases caused by non-male factors might be less
impacted by the improvement of sperm quality.h Oct., 2018. Written informed consent was waived by the Ethics Committee of
The Third Affiliated Hospital of Guangzhou Medical University. Acknowledgements
ld l k
h
k 5. Monraisin O, Chansel-Debordeaux L, Chiron A, Floret S, Cens S, Bourrinet
S, et al. Evaluation of intrauterine insemination practices: a 1-year prospec-
tive study in seven French assisted reproduction technology centers. Fertil
Steril. 2016;105:1589–93. https://doi.org/10.1016/j.fertnstert.2016.01.039. 5. Monraisin O, Chansel-Debordeaux L, Chiron A, Floret S, Cens S, Bourrinet
S, et al. Evaluation of intrauterine insemination practices: a 1-year prospec-
tive study in seven French assisted reproduction technology centers. Fertil
Steril. 2016;105:1589–93. https://doi.org/10.1016/j.fertnstert.2016.01.039. We would like to thank all participants and their families. Author details 1 Department of Obstetrics and Gynecology, Key Laboratory for Major
Obstetric Diseases of Guangdong Province, The Third Affiliated Hospital
of Guangzhou Medical University, Guangzhou 510150, China. 2 Key Laboratory
of Reproduction and Genetics of Guangdong Higher Education Institutes, The
Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510150,
China. 3 Guangzhou Key Laboratory for Clinical Rapid Diagnosis and Early
Warning of Infectious Diseases, Kingmed School of Laboratory Medicine,
Guangzhou Medical University, Guangzhou 510182, China. In summary, our study showed that the DGC method
prior to AIH significantly improved the sperm quality,
but the change values were not correlated with the CPR. We found that some sperm parameters pre- or post-pro-
cessing could predict the AIH outcome, and there was a
collinearity relationship among these semen parameters. Moreover, we accredited that the prognostic capacities of
multivariate logistic regression models were better than
those of individual parameters, especially in cases caused
or partly caused by male factors. In these cases, pre-pro-
cessing VCL is the common top influencing factor. Received: 6 January 2022 Accepted: 30 August 2022 Received: 6 January 2022 Accepted: 30 August 2022 Funding
h This research was funded by the National Natural Science Foundation
of China (82002774), Guangdong Provincial Natural Science Foundation
(2020A1515010065), Guangzhou City Science, Technology and Innovation
Commission (201804010340, 202002030077), Guangzhou City Science and
Technology Planning Project (202201020208, 202102010138), Guangdong
Province Outstanding Youth Medical Talent Program (110217110) and Lin He’s
Academician Workstation of New Medicine and Clinical Translation at The
Third Affiliated Hospital of Guangzhou Medical University (2021HLKY05). 8. Montanaro Gauci M, Kruger TF, Coetzee K, Smith K, Van Der Merwe JP,
Lombard CJ. Stepwise regression analysis to study male and female
factors impacting on pregnancy rate in an intrauterine insemination
programme. Andrologia. 2001;33:135–41. 9. Tan O, Ha T, Carr BR, Nakonezny P, Doody KM, Doody KJ. Predictive
value of postwashed total progressively motile sperm count using
CASA estimates in 6871 non-donor intrauterine insemination cycles. J Assist Reprod Genet. 2014;31:1147–53. https://doi.org/10.1007/
s10815-014-0306-0. Availability of data and materials The datasets used in this study are not publicly available due to the clinical
data management policy of the health authority but are available from the
corresponding authors upon reasonable request. 10. Dong Fl, Sun Yp, Su Yc, Guo Yh, Hu Ll, Wang F. Relationship between
processed total motile sperm count of husband or donor semen and
pregnancy outcome following intrauterine insemination. Syst Biol Reprod
Med. 2011;57:251–5. https://doi.org/10.3109/19396368.2011.603792. Consent for publication
Not applicable. Consent for publication
Not applicable. Abbreviations
CPR Cli i
l CPR: Clinical pregnancy rate; PCC: Pearson correlation coefficient; TPMSC: Total
progressive motile sperm count; VCL: Curvilinear velocity; VSL: Straight-line
velocity; VAP: Average pathway velocity; LIN: Linearity; STR: Straightness; BCF:
Beat cross frequency; ALH: Amplitude of lateral head displacement; SDI: Sperm
deformity index; TZI: Teratozoospermia index; H: Sperm headpiece deform-
ity; M: Sperm middle piece deformity; P: Sperm principal piece deformity; C:
Sperm cytoplasm deformity; ROC: Receiver-operating characteristic; AUC: Area
under curve; CI: Confidence interval. 3. Ruiter-Ligeti J, Agbo C, Dahan M. The impact of semen processing on
sperm parameters and pregnancy rates after intrauterine insemination. Minerva Ginecol. 2017;69:218–24. https://doi.org/10.23736/S0026-4784.
16.04002-8. 4. Mollaahmadi L, Keramat A, Ghiasi A, Hashemzadeh M. The relationship
between semen parameters in processed and unprocessed semen
with intrauterine insemination success rates. J Turk Ger Gynecol Assoc. 2019;20:1–7. https://doi.org/10.4274/jtgga.galenos.2018.2018.0089. 4. Mollaahmadi L, Keramat A, Ghiasi A, Hashemzadeh M. The relationship
between semen parameters in processed and unprocessed semen
with intrauterine insemination success rates. J Turk Ger Gynecol Assoc. 2019;20:1–7. https://doi.org/10.4274/jtgga.galenos.2018.2018.0089. Declarations 11. Ombelet W, Dhont N, Thijssen A, Bosmans E, Kruger T. Semen quality
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doi.org/10.4103/aja.aja_54_21. XX and DZ conceived and designed the study; YL, ML, MZ, JY, YZ, QL and XS
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G
d There are still a few limitations in our current study. At
present, the overall pregnancy rate of AIH is low. Due to
various causes of infertility in both couples, the predic-
tive value of a single predictor is low. Moreover, surgery
needs to be performed immediately after sperm process-
ing, which results in our study remaining in retrospective
analysis. Further comprehensive studies are of need in
the future. Ethics approval and consent to participate pp
p
p
This study was performed in accordance with the Declaration of Helsinki and
approved by the Ethics Committee of The Third Affiliated Hospital of Guang-
zhou Medical University with the Ethics Review Report #2018–142 on 29th 12. Akl LD, Oliveira JB, Petersen CG, Mauri AL, Silva LF, Massaro FC, et al. Effi-
cacy of the motile sperm organelle morphology examination (MSOME) 12. Akl LD, Oliveira JB, Petersen CG, Mauri AL, Silva LF, Massaro FC, et al. Effi-
cacy of the motile sperm organelle morphology examination (MSOME) Luo et al. BMC Pregnancy and Childbirth (2022) 22:703 Page 11 of 11 in predicting pregnancy after intrauterine insemination. Reprod Biol
Endocrinol. 2011;9:120. https://doi.org/10.1186/1477-7827-9-120. in predicting pregnancy after intrauterine insemination. Reprod Biol
Endocrinol. 2011;9:120. https://doi.org/10.1186/1477-7827-9-120. 30. Aitken RJ. Sperm function tests and fertility. Int J Androl. 2006;29:69–75. https://doi.org/10.1111/j.1365-2605.2005.00630.x. 13. Luco SM, Agbo C, Behr B, Dahan MH. The evaluation of pre and post pro-
cessing semen analysis parameters at the time of intrauterine insemina-
tion in couples diagnosed with male factor infertility and pregnancy rates
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value of sperm motility characteristics assessed by computer-assisted
sperm analysis in intrauterine insemination with superovulation in
couples with unexplained infertility. Clin Exp Reprod Med. 2011;38:47–52. https://doi.org/10.5653/cerm.2011.38.1.47. 32. Larsen L, Scheike T, Jensen TK, Bonde JP, Ernst E, Hjollund NH, et al. Computer-assisted semen analysis parameters as predictors for fertility
of men from the general population. The danish first pregnancy planner
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Ginecol. 2017;69:6–12. https://doi.org/10.23736/S0026-4784.16.03892-2. 16. Lemmens L, Kos S, Beijer C, Brinkman JW, van der Horst FAL, van den
Hoven L, et al. Ethics approval and consent to participate Predictive value of sperm morphology and progressively
motile sperm count for pregnancy outcomes in intrauterine insemina-
tion. Fertil Steril. 2016;105:1462–8. https://doi.org/10.1016/j.fertnstert.
2016.02.012. 34. Nikbakht R, Saharkhiz N. The influence of sperm morphology, total motile
sperm count of semen and the number of motile sperm inseminated in
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2015.12.014. 17. Vargas-Tominaga L, Alarcón F, Vargas A, Bernal G, Medina A, Polo Z. Associated factors to pregnancy in intrauterine insemination. JBRA Assist
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motile spermatozoa are required for successful fertilisation through arti-
ficial intrauterine insemination with husband’s spermatozoa. Andrologia. 2014;46:529–34. https://doi.org/10.1111/and.12109. 36. Danis RB, Samplaski MK. Sperm morphology: history, challenges, and
impact on natural and assisted fertility. Curr Urol Rep. 2019;20:43. https://
doi.org/10.1007/s11934-019-0911-7. 37. Kohn TP, Kohn JR, Ramasamy R. Effect of sperm morphology on preg-
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2017.11.045. 19. Gubert PG, Pudwell J, Van Vugt D, Reid RL, Velez MP. Number of motile
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human semen. Geneva: World Health Organization; 2010. 38. Hamilton JAM, Cissen M, Brandes M, Smeenk JMJ, de Bruin JP, Kremer
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N Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations. 24. Gode F, Bodur T, Gunturkun F, Gurbuz AS, Tamer B, Pala I, et al. Compari-
son of microfluid sperm sorting chip and density gradient methods for
use in intrauterine insemination cycles. Fertil Steril. 2019;112:842-8.e1. https://doi.org/10.1016/j.fertnstert.2019.06.037. 25. Zhu D, Zhao Z, Cui G, Chang S, Hu L, See YX, et al. Single-cell tran-
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doi.org/10.1186/s13578-019-0278-y. •
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? Choose BMC and benefit from: 27. Zhu D, Rostami MR, Zuo W-L, Leopold PL, Crystal RG. Ethics approval and consent to participate The correlation of the degree of abnormal sperm
morphology using strict criteria and pregnancy rates following intrauter-
ine insemination (IUI). Clin Exp Obstet Gynecol. 2017;44:183–4. 40. Ombelet W, Dhont N, Thijssen A, Bosmans E, Kruger T. Semen quality and
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g
23. Oguz Y, Guler I, Erdem A, Mutlu MF, Gumuslu S, Oktem M, et al. The effect
of swim-up and gradient sperm preparation techniques on deoxyribo-
nucleic acid (DNA) fragmentation in subfertile patients. J Assist Reprod
Genet. 2018;35:1083–9. https://doi.org/10.1007/s10815-018-1163-z. Publisher’s Note
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scriptome analysis of mouse liver cell-specific tropism and transcriptional
dysregulation following intravenous Administration of AAVrh.10 vectors. Hum Gene Ther. 2020;31:590–604. https://doi.org/10.1089/hum.2019.366. 28. Atasever M, Kalem MN, Hatırnaz Ş, Hatırnaz E, Kalem Z, Kalaylıoğlu Z. Factors affecting clinical pregnancy rates after IUI for the treatment of
unexplained infertility and mild male subfertility. J Turk Ger Gynecol
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MP, et al. Association between testosterone, semen parameters, and live
birth in men with unexplained infertility in an intrauterine insemination
population. Fertil Steril. 2019;111:1129–34. https://doi.org/10.1016/j.fertn
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https://europepmc.org/articles/pmc3702586?pdf=render
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English
| null |
Imaging Lymphatic System in Breast Cancer Patients with Magnetic Resonance Lymphangiography
|
PloS one
| 2,013
|
cc-by
| 7,092
|
Abstract Objective:
To
investigate
the
feasibility
of
gadolinium
(Gd)
contrast-enhanced
magnetic
resonance
lymphangiography (MRL) in breast cancer patients within a typical clinical setting, and to establish a Gd-MRL
protocol and identify potential MRL biomarkers for differentiating metastatic from non-metastatic lymph nodes. Materials and Methods: 32 patients with unilateral breast cancer were enrolled and divided into 4 groups of 8
patients. Groups I, II, and III received 1.0, 0.5, and 0.3 ml of intradermal contrast; group IV received two 0.5 ml doses
of intradermal contrast. MRL images were acquired on a 3.0 T system and evaluated independently by two
radiologists for the number and size of enhancing lymph nodes, lymph node contrast uptake kinetics, lymph vessel
size, and contrast enhancement patterns within lymph nodes. Results: Group III patients had a statistically significant decrease in the total number of enhancing axillary lymph
nodes and lymphatic vessels compared to all other groups. While group IV patients had a statistically significant
faster time to reach the maximum peak enhancement over group I and II (by 3 minutes), there was no other
statistically significant difference between imaging results between groups I, II, and IV. 27 out of 128 lymphatic
vessels (21%) showed dilatation, and all patients with dilated lymphatic vessels were pathologically proven to have
metastases. Using the pattern of enhancement defects as the sole criterion for identifying metastatic lymph nodes
during Gd-MRL interpretation, and using histopathology as the gold standard, the sensitivity and specificity were
estimated to be 86% and 95%, respectively. Conclusion: Gd-MRL can adequately depict the lymphatic system, can define sentinel lymph nodes, and has the
potential to differentiate between metastatic and non-metastatic lymph nodes in breast cancer patients. Editor: Tone Frost Bathen, The Norwegian University of Science and Technology (NTNU), Norway Editor: Tone Frost Bathen, The Norwegian University of Science and Technology (NTNU), Norway Received December 17, 2012; Accepted June 17, 2013; Published July 5, 2013 Copyright: © 2013 Lu 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 is supported by National Natural Science Foundation of China (81271638); National Basic Research Program of China (973 Program:
2012CB932600); Frontier technology project of Shanghai Shen-kang Hospital Development Centre (SHDC12012112); and Shanghai Leading Academic
Discipline Project (S30203). 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 read the journal's policy and have the following conflicts: author Yongming Dai is currently employed by MR
Business, Philips Healthcare. There are no patents, products in development or marketed products to declare. 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. * E-mail: jhu@med.wayne.edu (J. Hua); Jill_huajia@163.com (J. Hu) well documented that post mastectomy radiation can benefit
patients with axillary lymph node metastases [3]. Qing Lu1, Jia Hua1*, Mohammad M. Kassir2, Zachary Delproposto3, Yongming Dai4, Jingyi Sun2, Mark
Haacke2 Jiani Hu2* 1 Department of Radiology, Shanghai Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China,, 2 Department of Radiology, Wayne
State University; Michigan, United States of America,, 3 Department of Radiology, Henry Ford Hospital, Detroit, Michigan, United States of America, 4 MR
Business, Greater China, Philips Healthcare, Shanghai, China Introduction For Gd-
MRL, 3D fast spoiled gradient-recalled echo T1-weighted
coronal images with a fat saturation (T1 high-resolution
isotropic volume excitation, THRIVE) were acquired prior to the
administration of Gd-DTPA with the following parameters:
TR/TE: 3.5/1.7ms, flip angle: 25, FOV: 375×350mm2, matrix:
750×700, slices: 150, voxel size: 1.2×0.5×0.5 mm3, acquisition
time: 3 min. After intradermal administration of the contrast
material, the same imaging sequence (THRIVE) was repeated
at 9, 12, 15, 18, 21 and 24 minutes. MIPs (Maximum Intensity
Projections) were used to improve visualization of lymphatic
vessels. Finally, dynamic fat suppressed axial high-resolution
T1-weighted fast gradient echo images (THRIVE) were
acquired (TE/TR 3.4/1.3 ms; flip angle of 10°; FOV 340×340
mm2, acquired voxel size 1×1×1.5 mm3); temporal resolution
was 60s per dynamic acquisition, with a total of six dynamic
acquisitions, one obtained prior to and five obtained
immediately after intravenous administration of a bolus
injection of 0.1 mmol/kg gadopentate dimeglumine followed by
a 20 ml saline flush at an injection rate of 2 ml/s using an
automatic injector. Total imaging time for each patient was
about 45 minutes. Table 1. Total number of patients and number of axillae
imaged within each group. Table 1. Total number of patients and number of axillae
imaged within each group. node mapping with the administration of isosulfan blue (“blue
dye”) is another commonly used technique to identify SLN, but
is invasive and can only be performed during surgery. The
possibility of tracer progression into other lymph node drainage
pathways can obscure or mistakenly mimic the SLN [8]. Furthermore, while both methods can identify SLNs, neither
method can differentiate metastatic from non-metastatic lymph
nodes. node mapping with the administration of isosulfan blue (“blue
dye”) is another commonly used technique to identify SLN, but
is invasive and can only be performed during surgery. The
possibility of tracer progression into other lymph node drainage
pathways can obscure or mistakenly mimic the SLN [8]. Furthermore, while both methods can identify SLNs, neither
method can differentiate metastatic from non-metastatic lymph
nodes. Magnetic
Resonance
Lymphangiography
(MRL)
is
a
relatively new technique consisting of the acquisition of
magnetic resonance images following the interstitial injection of
a contrast agent. MRL with gadolinium (Gd)-based contrast
agents (Gd-MRL) can generate high spatial resolution images
of lymphatic vessels and lymph nodes [9–14]. Despite
substantial progress in MRL techniques [15], the single
published paper on breast Gd-MRL to date used only healthy
human volunteers [16]. Introduction Breast cancer is the leading cause of cancer mortality in
women worldwide [1]. Metastatic spread of malignancy can
profoundly alter the prognosis and management of breast
cancer [2]. Malignant spread to axillary lymph nodes is one of
the most important predictors of survival in patients with breast
cancer, increasing the 10-year recurrence rate from 20–30% to
nearly 70% [2]. Since confirmation of metastatic lymph nodes
alters both clinical and surgical management, and it has been Typically, breast cancer metastasizes to the sentinel lymph
node (SLN), which is considered to be the first node to drain
lymphatic fluid from the tumor [4,5]. The detection of a SLN
metastasis is therefore critical for staging and prognosis. Lymphoscintigraphy, currently the most widely used methods
to localize SLN, has some diagnostic and implementation
disadvantages [6,7]. A radioactive tracer and associated
precautions are required. Moreover, image quality and spatial
resolution of scintigrams is generally poor. Intraoperative lymph PLOS ONE | www.plosone.org 1 1 July 2013 | Volume 8 | Issue 7 | e69701 MR Lymphography in Breast Cancer node mapping with the administration of isosulfan blue (“blue
dye”) is another commonly used technique to identify SLN, but
is invasive and can only be performed during surgery. The
possibility of tracer progression into other lymph node drainage
pathways can obscure or mistakenly mimic the SLN [8]. Furthermore, while both methods can identify SLNs, neither
method can differentiate metastatic from non-metastatic lymph
nodes. Table 1. Total number of patients and number of axillae
imaged within each group. Group Injection volume
Injection sites
Total number of imaged axillae
1
1.0 ml
1
16
2
0.5 ml
1
16
3
0.3 ml
1
16
4
0.5 ml
2
16 placed in the prone position, head first in the scanner using a
dedicated seven-channel phased-array breast coil. The
imaging protocol consisted of an axial T1-weighted fast spin
echo (T1-FSE) sequence, an axial diffusion-weighted imaging
(DWI) echo-planar sequence (TE/TR 6548/65 ms; flip angle
90°, FOV 340×340 mm2, acquired voxel size 2 × 2 × 3 mm3; b
values of 0 and 600 sec/mm2), and an axial and two sagittal
T2-weighted fat suppressed sequence (Philips SPAIR; TE/TR
120/90 ms; inversion delay 125 ms; flip angle 90°; FOV 340×
340 mm2, acquired voxel size 1.01×1.31×3.0 mm3). Introduction The objective of this study is to
investigate the feasibility of Gd-MRL for breast patients in a
typical clinical setting, to establish an effective Gd-MRL
protocol, and to identify potential MRL biomarkers for
differentiating metastatic from non-metastatic lymph nodes. To optimize the breast MRL procedure, 32 patients were
assigned to one of four groups (8 patients per group), with
each group representing a different contrast administration or
contrast dosing protocol. Both breasts were injected in each
patient in all groups. For groups 1-3, gadolinium-based contrast
was administered intradermally into the upper-outer periareolar
area; only the amount of contrast delivered varied between the
groups. Groups 1, 2, and 3 had 1.0 ml, 0.5 ml, and 0.3 ml of
contrast administered, respectively. Patients in group 4
received two 0.5 ml intradermal periareolar injections with one
injection in the upper-outer and one in the lower-inner
quadrants. For all groups, following each injection, finger
massage was applied for about 90 seconds at the injection site
in order to facilitate the penetration of contrast into the
lymphatic system. Table 1 summarizes the above mentioned
information. Image analysis Gadopentate dimeglumine (Gd-DPTA) (Magnevist, Bayer
Schering Pharma AG, Berlin, Germany) was mixed 10:1 with
1% mepivacaine hydrochloride, and used for all injections. Mepivacaine hydrochloride was added to alleviate pain during
intradermal injection. All injections were performed using a 1 ml
tuberculin syringe and a 26 G needle. Images were evaluated by two radiologists with over 15
years of body MRI experience. Morphological characteristics,
the number of enhancing axillary lymph nodes, number of
enhancing breast lymphatic vessels, and the average signal
intensity for each lymph node were evaluated independently
using
a
workstation
(ViewForum,
release
5.1;
Philips
Healthcare). Morphological analysis included evaluation of
contrast enhancement defects and the presence of lymphatic
vessel dilation. Contrast enhancement defects are foci of
nonenhancement within an enhancing lymph node, using Patients The study was conducted after approval of the Shanghai
Jiao tong University School of Medicine institutional review
board, and was performed in accordance with the ethical
guidelines of the Declaration of Helsinki. Written informed
consent was obtained for each patient. From April 2012 to July
2012, a total of 32 patients (ages ranging from 27 years to 71
years; mean age: 51.5±9.2 years) were enrolled. Patient
inclusion criteria were: (1) the presence of invasive breast
cancer in a single breast, and (2) a treatment plan that included
axillary lymphadenectomy. Pregnant patients, patients with
previous axillary lymphadenectomy, and patients with renal
insufficiency were excluded. MR Imaging Imaging was performed on a 3.0 T MR scanner (Achieva TX,
Philips Medical Systems, Best, Netherlands). Patients were PLOS ONE | www.plosone.org 2 July 2013 | Volume 8 | Issue 7 | e69701 MR Lymphography in Breast Cancer criteria adopted from the literature [17–20]. For morphological
characteristics of lymphatic vessels, we defined a lymphatic
vessel as dilated if its diameter was more than 1.5 mm or at
least 50% greater than the diameter of lymphatic vessels in the
contralateral breast. Lymph nodes were further classified as
Level 1, Level 2, or Level 3 based on anatomic location (Figure
1). The maximum transverse diameter (short axis diameter) of
enhancing axillary lymph nodes and lymphatic vessels were
measured and recorded. Contrast uptake kinetics for all
enhancing lymph nodes were acquired from operator-defined
regions of interest (ROI) drawn on both the pre- and post-
contrast images. The signal intensity of air (ROI, 300 mm2) was
used to estimate the background signal. All measurements
were performed three times and each signal amplitude value
was calculated as the mean of 3 separately-sampled ROIs. Time-signal intensity curves of lymph nodes were then
constructed from signal intensity (SI) values obtained from the
ROIs. The maximal enhancement time was defined at time
point that the lymph node signal intensity began to reach
plateau. The nodal signal-to-noise ratio (SNR, the maximum
enhancement height) and nodal enhancement ratio (ER) at the
maximal enhancement time were subsequently calculated. The
nodal maximum enhancement height was determined by
dividing the mean nodal signal intensity at the maximal
enhancement time by the standard deviation (SD) of noise
measured outside the patient. Nodal ER was determined by
mean nodal SI at maximal enhancement time subtracting nodal
SI at pre-contrast and divided by the nodal SI before contrast,
and converted to percentages. MRL data from patients in group
1, 2, 4 were used to explore the potential of Gd-MRL for
differentiating metastatic lymph nodes from non-metastatic
ones. Table 2. Clinically observed side effects for all patients in
group 1-4. Group
Diameter of local
redness and
swelling (cm)
Subsiding time of
local redness and
swelling (hours)
Cases of local
blister appearing
Local
infection
1
2.7
16.9
3
None
2
1.6
8.7
None
None
3
1.2
5.7
None
None
4
1.7
9.6
None
None Table 2. Clinically observed side effects for all patients in
group 1-4. Figure 1. Diagrammatic representation of axillary lymph
node levels. MR Imaging Lymph nodes were classified as Level 1, Level 2,
or Level 3 based on anatomic location. Level I: latissimus dorsi
to lateral pectoralis minor; level II: posterior to pectoralis minor;
level III: medial pectoralis minor to thoracic inlet. doi: 10.1371/journal.pone.0069701.g001 criteria adopted from the literature [17–20]. For morphological
characteristics of lymphatic vessels, we defined a lymphatic
vessel as dilated if its diameter was more than 1.5 mm or at
least 50% greater than the diameter of lymphatic vessels in the
contralateral breast. Lymph nodes were further classified as
Level 1, Level 2, or Level 3 based on anatomic location (Figure
1). The maximum transverse diameter (short axis diameter) of
enhancing axillary lymph nodes and lymphatic vessels were
measured and recorded. Contrast uptake kinetics for all
enhancing lymph nodes were acquired from operator-defined
regions of interest (ROI) drawn on both the pre- and post-
contrast images. The signal intensity of air (ROI, 300 mm2) was
used to estimate the background signal. All measurements
were performed three times and each signal amplitude value
was calculated as the mean of 3 separately-sampled ROIs. Time-signal intensity curves of lymph nodes were then
constructed from signal intensity (SI) values obtained from the
ROIs. The maximal enhancement time was defined at time
point that the lymph node signal intensity began to reach
plateau. The nodal signal-to-noise ratio (SNR, the maximum
enhancement height) and nodal enhancement ratio (ER) at the
maximal enhancement time were subsequently calculated. The
nodal maximum enhancement height was determined by
dividing the mean nodal signal intensity at the maximal
enhancement time by the standard deviation (SD) of noise
measured outside the patient. Nodal ER was determined by
mean nodal SI at maximal enhancement time subtracting nodal
SI at pre-contrast and divided by the nodal SI before contrast,
and converted to percentages. MRL data from patients in group
1, 2, 4 were used to explore the potential of Gd-MRL for
differentiating metastatic lymph nodes from non-metastatic
ones. Figure 1. Diagrammatic representation of axillary lymph
node levels. Lymph nodes were classified as Level 1, Level 2,
or Level 3 based on anatomic location. Level I: latissimus dorsi
to lateral pectoralis minor; level II: posterior to pectoralis minor;
level III: medial pectoralis minor to thoracic inlet. doi: 10.1371/journal.pone.0069701.g001 significance of the different results among the four groups. Results All breast cancer patients completed their examinations
successfully without any unexpected adverse events. A small
papular eruption typically appeared in the periareolar area at
the site of contrast injection, and was most obvious about 30
minutes following the injection. All side effects are summarized
in Table 2. Evaluation of lymph node and lymphatic vessel, including the
number, diameter, and signal intensity showed excellent inter-
observer agreement, with k values of 0.97, 0.88, and 0.96,
respectively. Typical examples of enhancing Level 1 through
Level 3 axillary lymph nodes on MRL are shown in Figures 2
and 3. The overall number and diameters of enhancing lymph
nodes in each of the four groups are summarized in Table 3. Groups 1, 2, and 4 had a significantly greater number of
enhancing lymph nodes than group 3 (F ratio = 26.41,
p<0.001), but otherwise there was no significant difference
between groups 1, 2 and 4. There were a significantly greater
number of enhancing Level 1 lymph nodes in groups 1, 2, and
4 compared to group 3 (F ratio = 15.34, p<0.001), but no
significant differences in the number of enhancing Level 2 or
Level 3 lymph nodes between any of the four groups, and no Evaluation of lymph node and lymphatic vessel, including the
number, diameter, and signal intensity showed excellent inter-
observer agreement, with k values of 0.97, 0.88, and 0.96,
respectively. Typical examples of enhancing Level 1 through
Level 3 axillary lymph nodes on MRL are shown in Figures 2
and 3. The overall number and diameters of enhancing lymph
nodes in each of the four groups are summarized in Table 3. After the MRL, a radiologist with 22 years of breast MRI
experience and a surgeon with 15 years of breast surgery
experience worked together to correlate the MR images with
dissected lymph nodes based on location, size, morphological
characteristics, and the number of metastatic lymph nodes in
the patient by pathological evaluation. A pathologist with 8
years of experience who was blinded to the MRL results
performed
pathological
evaluations
using
standard
departmental procedure [21]. Groups 1, 2, and 4 had a significantly greater number of
enhancing lymph nodes than group 3 (F ratio = 26.41,
p<0.001), but otherwise there was no significant difference
between groups 1, 2 and 4. Results There were a significantly greater
number of enhancing Level 1 lymph nodes in groups 1, 2, and
4 compared to group 3 (F ratio = 15.34, p<0.001), but no
significant differences in the number of enhancing Level 2 or
Level 3 lymph nodes between any of the four groups, and no MR Imaging Inter-observer agreement was calculated by using the
kappa test, with k values of 0.5-0.75 considered to indicate
satisfactory agreement, and values higher than 0.75 were
considered to indicate excellent agreement. A p value of < 0.05
was used as the cutoff for statistical significance. July 2013 | Volume 8 | Issue 7 | e69701 5
July 2013 | Volume 8 | Issue 7 | e69701 Discussion Previous human studies have demonstrated that Gd-MRL is
a safe method for imaging lymphatic system, and can be used
to delineate the anatomy of lymphatic vasculature in various
parts of the body [9,13,22] including the breast [16]. The sub-
areolar plexus (Sappey’s plexus) is known to have a rich
lymphatic network. Periareolar intradermal injection of contrast
agent was chosen for this study based on the consensus that it
is an end point for dermal lymphatic drainage, and
subsequently drains to the axilla [23,24]. Gadopentate
dimeglumine is a commercially available, widely used
extracellular, water-soluble paramagnetic contrast agent. The
recommend dose for intravenous administration is 0.1 mmol
per kilogram of body weight, which is about 5 times higher than
the concentration used in this study. A favorable safety profile
has been previously shown for intravenous administration [25]. Although the smaller dose and local injection into the breast
lowers the risk of anaphylactoid reactions and renal toxicity, we
excluded patients with renal failure as a general precaution. Animal studies indicate that gadopentetate dimeglumine
causes moderate necrosis, hemorrhage, inflammation and
edema that is not statistically different from meglumine
diatrizoate when the agent is injected into the subcutaneous
tissues of rats or mice [26,27]. Periareolar intradermal contrast
injections can cause minor tissue injury, namely superficial
erythema and blistering at the injection site. We found that
tissue injury at the injection sites was temporary and reactions
fell within the expectations of clinical experience [28] Moreover,
no irreversible or unexpected adverse events have been
reported in prior contrast-enhanced MRL studies, which is
confirmed by our observations [10,12,13,29,30]. Figure 4. Axillary lymph nodes contrast-uptake kinetics of
the four patient groups. Graph of enhancement profile over
time
as
determined
with
signal-to-noise
ratio
(SNR)
measurements in the axillary lymph node shows a different
contrast -uptake kinetics of the four patient groups. ANOVA
test results show that the SNR (at the maximum enhancement
height) of the lymph nodes in group 1, 2 and 4 was significantly
higher than that in group 3 (SNR: F ratio=17.613, p<0.001),
though there was no significant difference between groups 1, 2
and 4. Error bars represent standard errors of the mean. doi: 10.1371/journal.pone.0069701.g004 Figure 4. Axillary lymph nodes contrast-uptake kinetics of
the four patient groups. Graph of enhancement profile over
time
as
determined
with
signal-to-noise
ratio
(SNR)
measurements in the axillary lymph node shows a different
contrast -uptake kinetics of the four patient groups. Statistical Analysis The number of lymph nodes, SNR, ER, and number of
lymphatic vessels were compared between the four groups. The ANOVA test was used to determine the statistical PLOS ONE | www.plosone.org July 2013 | Volume 8 | Issue 7 | e69701 3 MR Lymphography in Breast Cancer Figure 2. MRL images of breast lymph nodes at different levels. (A) (coronal plane) and (B) (transversal plane) show typica
MRL images illustrating breast lymph node enhancement at different nodal levels. Arrowhead: Level 1 axillary lymph nodes. Arrows
Level 2 axillary lymph nodes. doi: 10.1371/journal.pone.0069701.g002 Figure 2. MRL images of breast lymph nodes at different levels. (A) (coronal plane) and (B) (transversal plane) show typical
MRL images illustrating breast lymph node enhancement at different nodal levels. Arrowhead: Level 1 axillary lymph nodes. Arrows:
Level 2 axillary lymph nodes. doi: 10.1371/journal.pone.0069701.g002 doi: 10.1371/journal.pone.0069701.g002 4 PLOS ONE | www.plosone.org 4 MR Lymphography in Breast Cancer Figure 3. MRL images of breast lymph nodes at different levels. A typical MRL image shows enhancing breast lymph nodes at
different nodal levels. Arrowhead: Level 1 lymph nodes. Arrow: Level 3 lymph nodes. doi: 10.1371/journal.pone.0069701.g003 Figure 3. MRL images of breast lymph nodes at different levels. A typical MRL image shows enhancing breast lymph nodes at
different nodal levels. Arrowhead: Level 1 lymph nodes. Arrow: Level 3 lymph nodes. doi: 10.1371/journal.pone.0069701.g003 Table 3. Comparison of number and diameter of lymph nodes and lymph vessels in group 1-4. Table 3. Comparison of number and diameter of lymph nodes and lymph vessels in group 1-4. Table 3. Comparison of number and diameter of lymph nodes and lymph vessels in group 1-4. Enhancing axillary lymph nodes
Lymphatic vessels in breast
Group
Axillas (N)
Number (Median)
Diameter (mm)
Number
Diameter (mm)
Level 1
Level 2
Level 3
Total number
Mean±SD
Median
Mean±SD
1
16
3.5
1
0.5
5
9.13 ± 2.29
3
1.42 ± 0.53
2
16
3.5
1
0.5
4.5
8.57 ± 1.97
3
1.39 ± 0.53
3
16
1.5
*
0
0
2
*
8.21 ± 1.67
1
*
1.34 ± 0.53
4
16
4
1
0.5
5.5
8.24 ± 2.19
3
1.62 ± 0.46
Note: * indicates a significant difference between group 3 and the other three groups 5 PLOS ONE | www.plosone.org 5 MR Lymphography in Breast Cancer MR Lymphography in Breast Cancer Table 4. Differences in dynamic contrast-enhanced kinetics
between groups 1-4. Statistical Analysis Group
Time to maximal
enhancement
(minutes)
Axially lymph node at maximal
enhancement time Mean±SD)
SNR
ER (%)
1
12
211.23 ± 53.07
145.91 ± 69.15
2
15
202.67 ± 22.09
124.19 ± 31.16
3
24
124.63 ± 12.81
*
51.57 ± 27.99
*
4
12
217.63 ± 41.53
129.19 ± 49.78
Note: * indicates a significant difference between group 3 and the other three
groups Using histopathology as the gold standard, the presence of
contrast enhancement defects gave a sensitivity of 86% and
specificity of 95%. In addition to SLN morphological analysis,
27 of 128 (21%) lymphatic vessels were found to be dilated. All
patients with dilated lymphatic vessels were pathologically
proven to have metastases. Figure 5 is a representative MRL
for a patient with a normal-size metastatic lymph node,
showing an enhancement defect pattern and a dilated
lymphatic vessel. Figure 6 is another example, but with an
enlarged metastatic lymph node. Excepting size, it has the
same morphological characteristics as the lymph node in
Figure 5. July 2013 | Volume 8 | Issue 7 | e69701 Discussion ANOVA
test results show that the SNR (at the maximum enhancement
height) of the lymph nodes in group 1, 2 and 4 was significantly
higher than that in group 3 (SNR: F ratio=17.613, p<0.001),
though there was no significant difference between groups 1, 2
and 4. Error bars represent standard errors of the mean. doi: 10.1371/journal.pone.0069701.g004 significant difference in the number of enhancing Level 1 lymph
nodes between groups 1, 2, and 4. Similarly, the number of
enhancing lymphatic vessels visualized in groups 1, 2, and 4
was significantly greater than those of group 3 (F ratio = 9.643,
p<0.001), but there was no significant difference in the number
of enhancing lymph vessels between groups 1, 2, and 4. Comparison of results from the four groups suggest that a
single (per breast), a 0.5 ml periareolar gadolinium injection is
sufficient for imaging axillary lymph nodes. More specifically,
for axillary lymph nodes, the maximum peak enhancement
from a 0.5 ml gadolinium contrast injection is comparable to a
1.0 ml injection, but with fewer side effects. Conversely,
insufficient enhancement was seen with the administration of
0.3 ml of contrast. The protocol for group 4, (two 0.5 ml
periareolar injections) was not found to be superior to the
single injection of 1.0 or 0.5 ml gadolinium contrast agent,
though this method could be helpful during training to ensure
an intradermal rather than a subdermal (subcutaneous)
injection. The only statistically significant advantage for using
the protocol 1 or protocol 4 over protocol 2 was about a 3 Figure 4 shows contrast uptake curves for all groups, and
Table 4 summarizes the time needed for axillary lymph nodes
to reach peak enhancement and the enhancement rate (ER). ANOVA results show that the SNR and ER of the lymph nodes
in group 1, 2 and 4 were significantly higher than that in group
3 (SNR: F ratio=17.613, p<0.001; ER: F ratio=8.721, p<0.001),
though there was no significant difference between groups 1, 2
and 4. Table
5
lists
the
results
for
MRL
morphological
characteristics of SLNs from patients in groups 1, 2 and 4. PLOS ONE | www.plosone.org 6 July 2013 | Volume 8 | Issue 7 | e69701 MR Lymphography in Breast Cancer Figure 5. MRL images of breast normally-sized metastatic lymph nodes. Example of normally-sized metastatic lymph nodes
with an abnormal nodal enhancement pattern and lymphatic vasculature. Arrowheads: enhancement defects within non-enlarged
lymph nodes. Discussion Long arrows: lymphatic vessels. Short arrows: veins. doi: 10.1371/journal.pone.0069701.g005 Figure 5. MRL images of breast normally-sized metastatic lymph nodes. Example of normally-sized metastatic lymph nodes
with an abnormal nodal enhancement pattern and lymphatic vasculature. Arrowheads: enhancement defects within non-enlarged
lymph nodes. Long arrows: lymphatic vessels. Short arrows: veins. doi: 10.1371/journal.pone.0069701.g005 lymph nodes, contrast enhancement defects could be an
additional biomarker identifying metastatic lymph nodes. The
observation of contrast enhancement defects within metastatic
lymph nodes is in agreement with previous MRL studies on
cervical lymph node metastases in a rabbit model [31], and
malignant lymphoma in a mouse model [32]. Our results also
suggest that lymphatic vessels that connect to metastatic
lymph nodes can appear dilated compared to non-metastatic
vessels, an observation consistent with previous studies using
CT lymphography [33]. To our knowledge, the morphological
features of lymph node enhancement defects and dilated
lymphatic vessels have not been previously observed in breast
cancer patients, and more importantly, these features show
potential for differentiating metastatic from non-metastatic
lymph
nodes. The
mechanism
which
underlies
these
observations is not fully known. Elucidating the mechanism
requires further thorough scientific investigation and is beyond
the scope of this study. Nevertheless, we can speculate based
on our observations and related knowledge in the literature. In
the normal lymphatic system, intradermal contrast material
diffuses into lymphatic vessels and drains with lymph fluid
through the lymphatic system to lymph nodes. In metastatic
lymphatic systems, however, lymphatic vessels can be partially
blocked by metastatic implants (perhaps dilating lymphatic
vessels) or be completely absent due to metastatic invasion. This can cause the enhancement defects on MRL images as
observed in this study. Finally, our results are also in
agreement
with
the
well-documented
knowledge
that
metastatic lymph nodes can be enlarged [34–39]. Table 5. Summary of lymph node analysis for patients in
group 1, 2 and 4. MRL
findings
Number of lymph
nodes with contrast
enhancement defects
Number of lymph
nodes without contrast
enhancement defects
Number of
non-
Metastatic
lymph
nodes
Number of
Metastatic
lymph
nodes
Number of
non-
Metastatic
lymph
nodes
Number of
Metastatic
lymph
nodes
SensitivitySpecificity
Group
1
2
6
51
1
Group
2
1
10
58
2
86.2%
95.3%
Group
4
2
9
55
1 Table 5. Summary of lymph node analysis for patients in
group 1, 2 and 4. Table 5. Summary of lymph node analysis for patients in
group 1, 2 and 4. July 2013 | Volume 8 | Issue 7 | e69701 Discussion MRL
findings
Number of lymph
nodes with contrast
enhancement defects
Number of lymph
nodes without contrast
enhancement defects
Number of
non-
Metastatic
lymph
nodes
Number of
Metastatic
lymph
nodes
Number of
non-
Metastatic
lymph
nodes
Number of
Metastatic
lymph
nodes
SensitivitySpecificity
Group
1
2
6
51
1
Group
2
1
10
58
2
86.2%
95.3%
Group
4
2
9
55
1 minute faster time to reach maximum peak enhancement in
axillary lymph nodes, which could be valuable in clinical
settings where an abbreviated waiting period between
intradermal injection and MRL data acquisition is required. The importance of identifying SLN metastases in breast
cancer patients has long been recognized. The physiology of
Gd-MRL makes the identification of SLNs readily apparent due
to gadolinium-based contrast uptake within lymphatic vessels
and lymph nodes following intradermal injection. As indicated in
Table 5 and in Figures 5 and 6, Gd-MRL cannot only identify
SLN, but also has the potential to differentiate metastatic from
non-metastatic lymph nodes. Specifically, in addition to the
well-known parameter of enlarged short axis dimension of This study has several limitations. First, there are technical
challenges preventing precise node-by-node correlation, which
is well-understood by the community. What we did was to
correlate MR results with pathologic results based on 1) the 7 PLOS ONE | www.plosone.org July 2013 | Volume 8 | Issue 7 | e69701 MR Lymphography in Breast Cancer Figure 6. MRL of enlarged metastatic lymph nodes. Arrowhead: Irregular enlarged lymph nodes with enhancement (or contrast
filling) defect pattern. Long thin arrows: enhancing and dilated lymphatic vessels. Short fat arrow: enhancing normal lymphatic
vessels with a beaded appearance. Short arrows: vein. Hollow arrows: injection sites. doi: 10.1371/journal.pone.0069701.g006 Figure 6. MRL of enlarged metastatic lymph nodes. Arrowhead: Irregular enlarged lymph nodes with enhancement (or contrast
filling) defect pattern. Long thin arrows: enhancing and dilated lymphatic vessels. Short fat arrow: enhancing normal lymphatic
vessels with a beaded appearance. Short arrows: vein. Hollow arrows: injection sites. doi: 10.1371/journal.pone.0069701.g006 subareolar, subcutaneous over the primary tumor site,
peritumoral, and intratumoral. As mentioned before, Gd-MRL
for patients with breast cancer is an essentially unexplored
area, and further thorough investigations would have to be
performed prior to routine clinical use. size and location of the lymph node, 2) the number of
metastatic lymph nodes as determined by pathological
examination and 3) corresponding number of lymph nodes with
the most suspicious MRL patterns. Discussion That is, only if the number
of metastatic lymph nodes by pathological examination was not
equal to the number of lymph nodes with Gd-MRL
enhancement defects or dilated lymphatic vessels, did we
consider the results to be a mismatch between MRL and
pathology. Second, the 32 (8 patients in 4 groups) patients had
four different MRL protocols. Although these protocol
differences did not affect our ability to identify potential MRL
biomarkers for differentiating metastatic from non-metastatic
lymph nodes, they do affect the accuracy of our statistical
results. We are actively seeking a better way to improve the
correlation between MRI results and pathologic finding. We are
also actively recruiting more patients in an effort to overcome
the above limitations. Finally, we only evaluated the intradermal
periareolar injection. Other possible injection sites include In conclusion, we have successfully acquired MRL images in
breast cancer patients using a widely available Gd-based
contrast agent in a typical clinical setting. Our results
demonstrate the potential of Gd-MRL to identify sentinel lymph
nodes and differentiate metastatic from non-metastatic lymph
nodes. Author Contributions Conceived and designed the experiments: J. Hu J. Hua MH. Performed the experiments: QL J. Hua. Analyzed the data: QL
MMK. Contributed reagents/materials/analysis tools: YD JS. Wrote the manuscript: QL ZD J. Hu. Conceived and designed the experiments: J. Hu J. Hua MH. Performed the experiments: QL J. Hua. Analyzed the data: QL
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Predicting lymphatic drainage patterns and primary tumour location in PLOS ONE | www.plosone.org July 2013 | Volume 8 | Issue 7 | e69701 9
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Plant-insect chemical communication in ecological communities: an information theory perspective
|
bioRxiv (Cold Spring Harbor Laboratory)
| 2,021
|
cc-by
| 6,940
|
Peng‐Juan Zu1,2*
, Reinaldo García‐García3
, Meredith C. Schuman4
, Serguei Saavedra5
, an
Carlos J. Melián2,6 1Department of Environmental Systems Science, ETH Zurich, Schmelzbergstrasse 9, Zurich CH‐8092, Switzerland
2Department Fish Ecology & Evolution, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Seestrasse 79, Kastanienbaum
l 1Department of Environmental Systems Science, ETH Zurich, Schmelzbergstrasse 9, Zurich CH‐8092, Switzerland
2Department Fish Ecology & Evolution, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Seestrasse 79, Kastanienbaum
6
i
l
d 1Department of Environmental Systems Science, ETH Zurich, Schmelzbergstrasse 9, Zurich CH‐8092, Switzerland
2Department Fish Ecology & Evolution, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Seestrasse 79, Kastanienbaum
CH‐6047, Switzerland 1Department of Environmental Systems Science, ETH Zurich, Schmelzbergstrasse 9, Zurich CH‐8092, Switzerland
2Department Fish Ecology & Evolution, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Seestrasse 79, Kastanienbaum
CH‐6047, Switzerland
3Departamento de Física y Matemática Aplicada, Facultad de Ciencias, Universidad de Navarra, Irunlarrea 1, Pamplona 31008, Spain
4Departments of Chemistry and Geography, University of Zurich, Winterthurerstrasse 190, Zurich CH‐8057, Switzerland
5Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, 77 Massachusetts Av., Cambridge 02139, MA, USA
6Institute of Ecology and Evolution, University of Bern, Baltzerstrasse 6, Bern CH‐3012, Switzerland
*Author for correspondence. E‐mail: pengjuan.zu@gmail.com
Received 30 September 2021; Accepted 15 February 2022; Article first published online 23 February 2022 3Departamento de Física y Matemática Aplicada, Facultad de Ciencias, Universidad de Navarra, Irunlarrea 1, Pamplona 31008, Spain
4Departments of Chemistry and Geography, University of Zurich, Winterthurerstrasse 190, Zurich CH‐8057, Switzerland
5Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, 77 Massachusetts Av., Cambridge 02139, MA, USA
6Institute of Ecology and Evolution, University of Bern, Baltzerstrasse 6, Bern CH‐3012, Switzerland
*Author for correspondence. E‐mail: pengjuan.zu@gmail.com p
p
g
@g
Received 30 September 2021; Accepted 15 February 2022; Article first published online 23 February 2022 Abstract
Cross‐species communication, where signals are sent by one species and perceived by others, is one
of the most intriguing types of communication that functionally links different species to form complex
ecological networks. Global change and human activity can affect communication by increasing fluctuations in
species composition and phenology, altering signal profiles and intensity, and introducing noise. So far, most
studies on cross‐species communication have focused on a few specific species isolated from ecological
communities. Scaling up investigations of cross‐species communication to the community level is currently
hampered by a lack of conceptual and practical methodologies. Peng‐Juan Zu1,2*
, Reinaldo García‐García3
, Meredith C. Schuman4
, Serguei Saavedra5
, an
Carlos J. Melián2,6 Here, we propose an interdisciplinary
framework based on information theory to investigate mechanisms shaping cross‐species communication at the
community level. We use plants and insects, the cornerstones of most ecosystems, as a showcase and focus on
chemical communication as the key communication channel. We first introduce some basic concepts of
information theory, then we illustrate information patterns in plant–insect chemical communication, followed
by a further exploration of how to integrate information theory into ecological and evolutionary processes to
form testable mechanistic hypotheses. We conclude by highlighting the importance of community‐level
information as a means to better understand the maintenance and workings of ecological systems, especially
during rapid global change. Key words: chemical communication, ecological networks, functional traits, information theory, plant–insect interaction, volatile
organic compounds, Zipf's law. shaped by hundreds of millions of years of co‐evolution
(Ehrlich & Raven, 1964). © 2022 The Authors. Journal of Systematics and Evolution published by John
Wiley & Sons Australia, Ltd on behalf of Institute of Botany, Chinese Academy
of Sciences. JSE
Journal of Systematics
and Evolution JSE
Journal of Systematics
and Evolution Journal of Systematics
and Evolution doi: 10.1111/jse.12841 doi: 10.1111/jse.12841 JSE
Journal of Systematics
and Evolution Peng‐Juan Zu1,2*
, Reinaldo García‐García3
, Meredith C. Schuman4
, Serguei Saavedra5
, and
C
l
J M liá 2 6 u1,2*
, Reinaldo García‐García3
, Meredith C. Schuman4
, Serguei Saavedra5
, and
2 6 1 Introduction Communication is prevalent in nature. For example, honey-
bees waggle to send information that guides other bees in
the colony (Von Frisch, 1974); birds sing to mate or alert
others in the flock (Freeberg, 2008); and flowers exhibit
colors and scents that can attract pollinators or deter
herbivores
(Schoonhoven
et
al.,
2005). Cross‐kingdom
(Plantae and Animalia) plant–insect communication is of
extreme interest not only because of its ubiquity and
fundamental roles in both natural and agricultural systems
(Seastedt & Crossley, 1984; Strong et al., 1984; Isbell
et al., 2011; Potts et al., 2016; Ollerton, 2021) but also due
to the extraordinarily diverse communication mediators Chemical communication is one of the most ancient and
pivotal means for plants and insects. In fact, chemistry
underlies color (pigments), shape (genetic encoding in
nucleic acids and chemical inducers such as hormones), and
scent (volatile organic compounds, or VOCs). Yet, chemical
mediators of communication are most often considered from
among the vast number of secondary metabolites produced
by plants, with an estimate of 200 000 compounds including
VOCs that have been extracted and identified (Kessler &
Kalske, 2018; Robbins, 2000), which are not strictly required
for plant growth and development but may have important
defensive and attractive functions (Fraenkel, 1959; Ehrlich 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. May 2023 | Volume 61 | Issue 3 | 445–453 © 2022 The Authors. Journal of Systematics and Evolution published by John
Wiley & Sons Australia, Ltd on behalf of Institute of Botany, Chinese Academy
of Sciences. Zu et al. 446 & Raven, 1964; Pichersky & Gershenzon, 2002). Insects,
with their numerous chemoreceptors, are very sensitive to
many plant chemicals (Schoonhoven et al., 2005; Kaupp,
2010; Hansson & Stensmyr, 2011) and depend on chemical
signals
for
fundamental
activities,
such
as
foraging
(Schiestl, 2010), mating (Alexander et al., 1997), and
oviposition (Renwick & Chew, 1994). Presumably, plant‐
feeding insects and their natural enemies have been under
strong selective pressure to perceive and interpret plant
chemicals that are relevant for these essential activities. So
far, most plant–insect chemical communication studies
have focused on specific species, isolating them from the
community context in which they are naturally embedded. 1 Introduction However, scaling up plant–insect communication from the
species to the community level can be possible through
the lens of information theory and communication systems
(Shannon, 1948). the information is reproduced at the receiver's end, we can
quantify the clarity or ambiguity of the communication
(Shannon, 1948). That is, the better a message is reproduced,
the greater amount of information (clarity) it contains, and the
lower its entropy (ambiguity, uncertainty). This mathematical
theory of communication is called information theory. Figure 1
summarizes key information quantities for a vector of signals
(entropy and self‐information of each signal) and for an
object‐signal matrix (conditional entropy and mutual informa-
tion). Information theory was originally developed for man‐
made communication systems, such as telecommunication,
and later applied to a wide range of communication‐related
fields, for example, cybernetics (Gabor, 1954), cryptography
(Ahlswede & Csiszár, 1993), linguistics (Zipf, 1949; Ferrer‐i‐
Cancho & Solé, 2003), and neurobiology (Sharpee et al., 2014). Information theory brings at least two important new features
that make it a promising tool for various systems and scales. First, information theory translates diverse communication
signals into information. Thus, it unites different signals by
extracting their information content without being over-
whelmed by their different identities. Second, information Communication
can
be
considered
as
a
process
of
information
transfer
from
a
sender
who
encodes
the
information (e.g., visual, vocal, or olfactory), to a receiver
who decodes the information (Fig. 1). Depending on how well Fig. 1. Information transferring process in communication and formula quantifying information in communication systems. Fig. 1. Information transferring process in communication and formula quantifying informatio J. Syst. Evol. 61(3): 445–453, 2023 J. Syst. Evol. 61(3): 445–453, 2023 Plant–insect chemical communication using information theory 447 theory measures the reproducibility of information between
two
states
based
on
probabilistic
concepts
(Boso
&
Tartakovsky, 2018). This nonparametric perspective allows
the scaling of information across different dimensions. (Zu et al., 2020). Additionally, we also use a review study
by Farré‐Armengol et al. (2020), who compiled a floral VOC
dataset from 305 species. In the review study, the authors
also categorized chemical groups of VOCs, families of
plant species, and pollination systems of these plant
species. Not
surprisingly,
information
theory
has
long
been
proposed as a conceptual and quantitative framework to
study
information
transfer
across
ecological
systems
(Margalef, 1968; Ulanowicz, 2001; O'Connor et al., 2019). However, concrete applications to plant–insect communica-
tion are just starting to emerge (Zu et al., 2020). In this
paper, we illustrate the application of information theory as a
means
to
increase
our
understanding
of
plant–insect
communication. In particular, we propose to consider plant
VOCs as communication signals and explore the emerging
information patterns of plant–insect chemical communica-
tion. We then discuss potential future directions to uncover
the underlying mechanisms of plant–insect communication
by the integration of information theory with ecological and
evolutionary processes. Note that here we use “signals” in
an information theory framework to simply refer to all plant
VOCs that form the repository (regardless of whether they
have
demonstrated
attractant
or
deterrent
functions,
or not). By analyzing the distributions of VOCs in these studies
and in different categories (chemical groups, plant families,
pollination groups), we found that most cases follow a
heavy‐tail distribution where a few VOCs are predominant
whereas many other VOCs occur rarely (Fig. 2). In five cases
(out
of
the
16
examined
cases
and
categories),
a
power–law distribution fits either the whole data (in one
community study PV_k, and the group of N‐, S‐containing
compounds, Fig. 2, Table 1) or part of the data (in
Orchidaceae, insect‐pollinated flowers, and the overall
review data, Fig. 2, Table 1). The fitting was performed
using the R package “poweRlaw” (Clauset et al., 2009;
Gillespie, 2017). Many of the remaining cases appear to
have power–law‐like distributions, but a fit cannot be
statistically
supported
(Table
S1). Indeed,
although
power–law distributions are thought to be common, it is
not easy to achieve a strict fit to many empirical data
(Clauset et al., 2009) partially due to limited sample size
and sample bias on abundant vs. rare signals. 2 Patterns
of
Plant–Insect
Chemical
Communication In the five cases in which a full or partial fit can be made,
the slopes of the distribution range from k = 1.94 to k = 2.68,
which is steeper than observed in human languages. These
patterns suggest that plant VOC languages may be more
redundant than human language. Following information
theory, the entropy of VOCs in all these cases is very high,
ranging from 0.78 to 0.99 (H(V) in Table 1A). 2.1 Zipf's law Zipf's law (Zipf, 1932, 1949) in linguistics describes that the
frequency of a word decays rapidly proportional to its rank,
or frequency of usage, following a power–law distribution
(p(r) = ar−k, where r denotes rank). Taking the English
language for example, “the” is the most frequent word in
corpora, occurring at a rate of 6% in British National Corpus,
followed by “of,” which only occurs half as often (3%)
(Leech et al., 2014). And there is a large number of words
that occur in very low frequency, leading to a heavy tail
distribution. The power–law decay distribution is also
related to the Pareto principle (or 80‐20 rule) known in
social sciences: that is, roughly 80% of outcomes result from
20% of causes (Pareto, 1964). Importantly, the power–law
exponent describing the speed of decay (i.e., the shape of
this tailed distribution) and the redundancy of information
in communication systems is around k = 1 in many human
languages (Zipf, 1949; Piantadosi, 2014). Zipf's law has also
been
explored
in
various
biological
systems
(Semple
et al., 2021). Note that throughout the whole paper, we used stand-
ardized entropy so that it ranges between 0 and 1, where the
higher the value (closer to 1), the higher the uncertainty. Entropy calculation formulas can be found in Fig. 1. 2.2 Coding, decoding, and interactions 2.2 Coding, decoding, and interactions
In the previous section, we only focus on the putative signals
(VOCs) themselves. In this section, we place these into the
context of communication: the coding and decoding of
signals, and species interactions. Following the work by Zu
et al. (2020), we can use the associations of VOCs (V) with
plants (P) in a community to describe the plant coding
process (PV‐matrix), the associations of VOCs with insects (or
animals, A) to describe insect decoding process (AV‐matrix),
and associations of animals with plants (AP‐matrix) for
insect‐plant interactions. Empirically, to screen how each
insect reacts to each of the VOCs in the community requires
extensive experimental manipulations under both controlled
and natural conditions. Therefore, it is challenging to
generate the whole insect decoding matrix from field and
experimental work. If we consider a plant chemical “language,” we can
think of plants emitting different chemical “words” to
their environment. Studies on plant VOCs have revealed
that some VOCs are more frequent than others (Knudsen
et al., 2006; Farré‐Armengol et al., 2020), but the detailed
information structures have not been explicitly studied. To
explore the redundancy of plant chemical language and
whether the frequency of its vocabulary (VOCs) follows
Zipf's law, we gathered the data from the only four
community‐level plant VOC studies so far, three of which
focused on floral VOCs in plant‐pollinator networks (Filella
et al., 2013; Kantsa et al., 2017; Burkle & Runyon, 2019) and
one on leaf VOCs in a plant‐herbivore (caterpillar) network From the four community‐level plant VOC studies that
documented
a
PV‐matrix,
three
of
them
(Burkle
&
Runyon, 2019; Kantsa et al., 2019; Zu et al., 2020) also
document insect‐plant interaction networks (AP‐matrix) in
the same community. We found that plant‐coding patterns
vary from community to community (Fig. 3, Table 1). In the
case of the leaf VOC community (PV_z), VOCs are more
commonly shared among plants (H(P|V) = 0.94), whereas in J. Syst. Evol. 61(3): 445–453, 2023 www.jse.ac.cn 17596831, 2023, 3, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/jse.12841 by Universidad de Navarra, Wiley Online Library on 17596831, 2023, 3, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/jse.12841 by Universidad de Navarra, Wiley Online Library on [23/05/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are 448 t
f fl
VOC
(PV f
PV k)
th
d
i di
ti
i li
ti
(H(P | V)
Fig. 2. 2.2 Coding, decoding, and interactions Volatile organic compound (VOC) frequency vs rank (log–log scale) from four community‐level study papers (top row)
and a review paper (second to fourth rows) that summarized VOC frequency in different chemical groups (second row), four
representatives of plant families (third row), and plants with different pollination groups and the overall review data (fourth
row). Black lines in the cases of “Community: PV_k,” “N‐, S‐, compounds,” “Orchidaceae,” “Overall” indicate that data can be
described by power–law distribution (k values represent the exponent of the power–law distribution p(r) = ar−k), although
log‐normal distribution can describe the data similarly well (tests see Table S1). N‐, S‐, compounds: nitrogen or sulfur‐
containing volatile compounds. Number of sampled plant species (N_plant) and number of VOCs (N_VOC) in each case can be
found in Table 1. 448
Zu et al. Fig. 2. Volatile organic compound (VOC) frequency vs rank (log–log scale) from four community‐level study papers (top row)
and a review paper (second to fourth rows) that summarized VOC frequency in different chemical groups (second row), four
representatives of plant families (third row), and plants with different pollination groups and the overall review data (fourth
row). Black lines in the cases of “Community: PV_k,” “N‐, S‐, compounds,” “Orchidaceae,” “Overall” indicate that data can be
described by power–law distribution (k values represent the exponent of the power–law distribution p(r) = ar−k), although
log‐normal distribution can describe the data similarly well (tests see Table S1). N‐, S‐, compounds: nitrogen or sulfur‐
containing volatile compounds. Number of sampled plant species (N_plant) and number of VOCs (N_VOC) in each case can be
found in Table 1. around 0.5 indicating some specialization (H(P | V) = 0.53,
H(V | P) = 0.41, Table 1A). We observe specialized patterns for all these insect‐plant
interactions as revealed by entropy values much less than 1 (H
(A|P) around 0.5, H(P|A) around 0.2, Table 1B, Fig. 4). The
asymmetric values of H(A|P) and H(P|A) indicate that insects are two cases of flower VOCs (PV_f, PV_k), there are more
unique VOCs (H(P | V) = 0.41, 0.51 respectively), and the
third case of flower VOCs is in between (H(P|V) = 0.75). around 0.5 indicating some specialization (H(P | V) = 0.53,
H(V | P) = 0.41, Table 1A).
We observe specialized patterns for all these insect‐plant
interactions as revealed by entropy values much less than 1 (H
(A|P) around 0.5, H(P|A) around 0.2, Table 1B, Fig. 4). The
asymmetric values of H(A|P) and H(P|A) indicate that insects are 2.2 Coding, decoding, and interactions We
also analyzed plant coding patterns based on the review
study and found these to vary from category to category
(Table 1A), with the overall (from the whole dataset) value of around 0.5 indicating some specialization (H(P | V) = 0.53,
H(V | P) = 0.41, Table 1A). We observe specialized patterns for all these insect‐plant
interactions as revealed by entropy values much less than 1 (H
(A|P) around 0.5, H(P|A) around 0.2, Table 1B, Fig. 4). The
asymmetric values of H(A|P) and H(P|A) indicate that insects are J. Syst. Evol. 61(3): 445–453, 2023 J. Syst. Evol. 61(3): 445–453, 2023 www.jse.ac.cn 449
Plant–insect chemical communication using information theory Plant–insect chemical communication using information theory 449 Table 1 Entropy measures based on (A) plant‐VOC associations (PV‐matrix based) and (B) insect‐plant networks (AP‐matrix
based) in the four community‐level studies papers and a review paper that compiled plant‐VOC publications A A
B
H(V) entropy of VOCs. H(·|·) conditional entropy. Calculation formulas see Fig. 1. *Details of statistical tests for power–law, see
Table S1. VOC, volatile organic compound. A
B
H(V) entropy of VOCs. H(·|·) conditional entropy. Calculation formulas see Fig. 1. *Details of statistical tests for power–law, see
Table S1. VOC, volatile organic compound. B B H(V) entropy of VOCs. H(·|·) conditional entropy. Calculation formulas see Fig. 1. *Details of statistical tests for power–law, see
Table S1. VOC, volatile organic compound. more specialized on plants than plants specialized on insects (H
(P | A) are lower). In addition, the interaction patterns seem to
be indistinguishable between mutualistic (pollinator‐plant) and
antagonistic (herbivore‐plant) networks based on these few
studies. Indeed, a global analysis of more than 250 mutualistic
and antagonistic networks has revealed that the network
structures (e.g., generality, nestedness) per se cannot separate
mutualistic from antagonistic networks (Michalska‐Smith &
Allesina, 2019) unless one includes environmental factors (Song
& Saavedra, 2020). more clearly with their pollinators than with their herbivores,
while herbivores must try harder than pollinators to decode
information from their host plants. While we recognize that further conclusions are likewise
currently limited by a shortage of data, we can still ask why
plant–insect chemical communication is structured in the way
it is, and not otherwise. In this section, we highlight two
approaches to investigate the potential mechanisms driving
these chemical communication patterns between plants and
insects. 2.2 Coding, decoding, and interactions Recall the difficulties of building a complete decoding
matrix (how each insect decodes each of the VOCs) empirically. Here, we theoretically construct insect decoding from two
approaches: (i) using a top‐down logic assuming that the insect
can decode all the VOCs from a plant as long as they can feed
on that plant; that is, AV = AP × PV and (ii) use a bottom‐up
logic
by
hypothesizing
the
relationships
between
VOC
abundance and functionality (i.e., effects on insects). In both
directions, we integrate information theory into ecological and
evolutionary theories to generate testable hypotheses. 3 From patterns to mechanisms We have shown the information structures of plant–insect
chemical communications as revealed by the apparent
power–law behavior in some cases (but where these
conclusions are limited by limited data availability), and by
the ubiquitous decrease in entropy of VOC associations to
plants as opposed to total entropy of VOCs. The latter is not
surprising, as not all plants produce all VOCs. Interestingly,
the conditional entropy of VOCs (H(P|V)) involved in plant‐
herbivore interactions seems to be generally higher than the
entropy of those involved in plant‐pollinator interactions, but
this is not reflected in the conditional entropy of plant‐animal
associations (H(A|P))—which is similar among these inter-
action types. This suggests that plants try to communicate 3.1 Top‐down: Interactions shape communication
This direction follows the inspiration of studies exploring
how Zipf's law patterns emerge in linguistics. Various
hypotheses have been proposed to explain this intriguing
pattern in human languages. Among these, the “least effort”
hypothesis (Zipf, 1949; Ferrer‐i‐Cancho & Solé, 2003) is a
compelling hypothesis that nicely recovers the Zipf's law J. Syst. Evol. 61(3): 445–453, 2023 www.jse.ac.cn Fig. 3. Patterns of plant‐volatile organic compound (VOC) associations (PV‐matrix) in the four community studies (details see
top four rows in Table 1A). Each row and column represents plant species and VOCs, respectively. Black and white squares
show that a given VOC was present or absent in a given plant, respectively. 450
Zu et al. Zu et al. 450 Fig. 3. Patterns of plant‐volatile organic compound (VOC) associations (PV‐matrix) in the four community studies (details see
top four rows in Table 1A). Each row and column represents plant species and VOCs, respectively. Black and white squares
show that a given VOC was present or absent in a given plant, respectively. Fig. 3. Patterns of plant‐volatile organic compound (VOC) associations (PV‐matrix) in the four community studies (details see
top four rows in Table 1A). Each row and column represents plant species and VOCs, respectively. Black and white squares
show that a given VOC was present or absent in a given plant, respectively. This is a successful case of integrating other known
evolutionary and ecological theories into information theory
to build a framework that aims to disentangle mechanisms
driving plant–insect interactions and communication at the
community level. In general, there are three steps to construct
communication frameworks for a given system. First, we must
define who are the speakers and who are the listeners. 3 From patterns to mechanisms Second, we must define proper fitness functions for both
parties based on their ecological and evolutionary relation-
ships. Third, we must define the rules of optimization for each
party in the information game. Both the second and the third
steps require very careful examination by integrating evolu-
tionary and ecological processes. We also want to emphasize
that the “fitness” function at the community level, which
defines success in terms of passing into the next “round” in a
game, is not the same as the Darwinian fitness proxies that
biologists normally use to assess individual success in survival
and reproduction but rather refers to broader benefits, which
can be assessed at the level of communities rather than
individuals. This corresponds as well to the broader use of the
term “signal” introduced at the beginning of this paper. This
approach is compatible with the evaluation of individual‐level
fitness but aims at criteria that can be used at the community
level. We hope more studies will be inspired by this
information
perspective
to
provide
insights
into
other
plant–insect
chemical
communication
types
(e.g.,
plant‐
pollinator, plant‐herbivore‐parasitoid). distribution as a natural consequence from the conflicting
interests between speakers (who are thought to aim for
“brevity and phonological reduction” to minimize their effort
to speak) and listeners (who should desire “explicitness and
clarity”
to
minimize
their
effort
to
understand). The
successful application of information theory in studying the
structure and emergence of human language has inspired
studies on animal vocal communication (e.g., reviews in
McCowan et al., 1999, 2008; Kershenbaum et al., 2021),
and indicates its potential to be extended in studying
the
chemical
“language”
in
plant–insect
communities
(Zu et al., 2020). distribution as a natural consequence from the conflicting
interests between speakers (who are thought to aim for
“brevity and phonological reduction” to minimize their effort
to speak) and listeners (who should desire “explicitness and
clarity”
to
minimize
their
effort
to
understand). The
successful application of information theory in studying the
structure and emergence of human language has inspired
studies on animal vocal communication (e.g., reviews in
McCowan et al., 1999, 2008; Kershenbaum et al., 2021),
and indicates its potential to be extended in studying
the
chemical
“language”
in
plant–insect
communities
(Zu et al., 2020). Indeed, Zu et al. (2020) aimed to borrow the framework to
test whether plant‐herbivore chemical communication patterns
can be explained by conflicting interests of plants (speakers)
and herbivores (listeners). 4 Conclusion We have found from the limited studies that plant VOC
frequencies follow a heavy‐tail distribution with a few
predominant compounds and many rare compounds; all
the three documented plant–insect interaction matrices are
highly specialized, whereas plant–VOC coding patterns seem
to vary from case to case, with different plant communities
and perhaps, interaction types, resulting in signals that are
encoded more or less redundantly. We also provide a top‐
down and a bottom‐up direction for constructing theoretical
frameworks to integrate information theory in studies of
plant–insect chemical communication. By proposing both
top‐down and bottom‐up frameworks, we hope we can draw
attention to, and inspire more studies on the information
perspective of trophic networks in ecosystems. Fig. 4. Patterns of insect‐plant interactions (AP‐matrix) in
the three community studies (details see Table 1B). Each row
and column represents insect species and plant species,
respectively. Black and white squares show that a given
insect was, or was not observed feeding on a given plant,
respectively. plant–insect communication. Given that there are rare
and common VOCs (frequency), it is natural to ask
whether rare VOCs or common VOCs can be decoded
more easily by insects (functionality) and how much
information can be gained by decoding the VOCs. In the face of more serious and more frequent threats to
ecological systems, plant–insect interactions are vulnerable,
yet particularly important aspects of ecosystem functioning:
insect pollinators are vital for agricultural productivity as well
as for the survival of wild plant communities (Ollerton, 2021;
Wei et al., 2021); herbivores support all higher trophic levels
that depend on plants (Price et al., 1980; Harvey et al., 2003;
Moreira et al., 2016), and their predators and parasitoids
perform pest control services (Schmidt et al., 2003). We still
struggle to control these interactions with relatively crude
tools that carry heavy collateral damage, such as physically
uprooting and transporting communities of pollinators to
agricultural
fields
and
broadly
prescribed
spraying
of
pesticides. Integrating information theory has the potential
to help us gain a better understanding of the underlying
mechanisms, and thus promises novel insights to better
understand and manage these interactions. For example,
novel chemicals of exotic plants have been suggested to be
the main mechanism for invading the local communities
(Cappuccino & Arnason, 2006; Macel et al., 2014). Plant–insect chemical communication using information theory 451 Fig. 4. Patterns of insect‐plant interactions (AP‐matrix) in
the three community studies (details see Table 1B). Each row
and column represents insect species and plant species,
respectively. Black and white squares show that a given
insect was, or was not observed feeding on a given plant,
respectively. decoding
common
VOCs,
lead
to
more
generalized
plant–insect
interactions;
whereas
negative‐frequency
dependence, preferentially decoding rare VOCs, may result
in more specialized interactions? How could this be
understood in terms of the co‐evolution of plant VOCs
and insect olfaction? Within this framework, one can hypothesize different
specific relationships between VOC frequency and informa-
tion functionality (VA‐matrix), to test how these give rise to
plant–insect interaction network structures (using PA = PV ×
VA). Specifically, information functionality can be modeled
with two elements: one, how easily a VOC can be decoded
(VA_func); two, how much information can be gained by
decoding the VOC (V_info). Therefore, the information
functionality matrix (VA) can be treated as an information‐
weighted decoding matrix, generated by (VA = V_info ×
VA_func). We can use a drift process mimicking frequency‐
independent decoding, which might act as a control for
testing
the
strength
of
frequency‐dependent
decoding
occurring in the empirical data. 3 From patterns to mechanisms It is well‐known that the chemical
arms race between plants and herbivores has been playing out
for hundreds of millions of years, where herbivores must
constantly adapt to plant defense chemicals while plants must
keep producing novel chemicals (Ehrlich & Raven, 1964). Zu and
colleagues (Zu et al., 2020) translated this chemical arms race
into an information arms race: plants code the (chemical)
information in a way (changes in PV‐matrix) to make the
decoding (AV given by AP × PV) difficult (high entropy) for
herbivores, whereas herbivores interact with plants in a way
(changes in AP‐matrix) to make the decoding easier (low
entropy). With repeated cycles of information optimization by
plants and herbivores, they found that an equilibrium stage is
reached in which a plant‐VOC redundancy matrix and herbivore‐
plant specialization matrix have emerged. These information
patterns at the equilibrium stage matched their field data
collected in a tropical dry forest. 3.2 Bottom‐up: Connect VOC frequency with “information
functionality” 3.2 Bottom‐up: Connect VOC frequency with “information
functionality” A different, bottom‐up approach would connect VOC
frequency
with
information
functionality
to
study www.jse.ac.cn J. Syst. Evol. 61(3): 445–453, 2023 www.jse.ac.cn Plant–insect chemical communication using information theory References structures are more resilient than others. We can further-
more ask how climate change, pollution (including pesticide),
and habitat fragmentation will affect communication signal
profiles, dynamics, and signal‐to‐noise ratios and thus rewire
plant–insect networks. Overall, understanding the effects of
communication on species interactions and vice versa has the
potential to improve our ability to assess impacts of
anthropogenic
disturbances
on
ecosystems,
and
assist
conservation and restoration practices. For instance, instead
of focusing on taxonomic diversity, chemical diversity and
chemical information structure may be shown to be more
crucial and informative for ecosystem biodiversity (Schuman
et al., 2016). Ahlswede R, Csiszár I. 1993. Common randomness in information
theory and cryptography. I. Secret sharing. IEEE Transactions on
Information Theory 39: 1121–1132. Alexander RD, Marshall DC, Cooley JR. 1997. Evolutionary perspectives
on insect mating. In: Choe JC, Crespi BJ eds. The evolution of mating
systems in insects and arachnids. Cambridge: Cambridge University
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bidirectional scaling. Water Resources Research 54: 4916–4928. Burkle LA, Runyon JB. 2019. Floral volatiles structure plant–pollinator
interactions in a diverse community across the growing season. Functional Ecology 33: 2116–2129. Information approaches can provide the scalability to
integrate further dimensions to achieve a better and
potentially more unified understanding of information flows
and their effects in ecosystems (Deng et al., 2021). For
instance, we can expand these frameworks by including
different sets of VOCs (e.g., from flowers, leaves, and roots);
different sets of partners and trophic levels (e.g., pollinators,
microbes, parasitoids, and predators); and even different
information forms (e.g., visual, vocal). Information theory
abstracts all kinds of signals (or functional traits) as
information and thus has the potential to gather the multi‐
layer functional maps into a unified framework. In summary,
integrating information theory to existing theories in ecology
and evolution has the potential to unveil central biological
mechanisms driving the formation and maintenance of the
functionality of species interactions and thus of entire
ecosystems
(Margalef,
1968;
Kessler
&
Kalske,
2018;
O'Connor et al., 2019), as has recently been argued more
generally for plant chemistry (Walker et al., 2022). Cappuccino N, Arnason JT. 2006. Novel chemistry of invasive exotic
plants. Biology Letters 2: 189–193. Clauset A, Shalizi CR, Newman ME. 2009. Power‐law distributions in
empirical data. SIAM Review 51: 661–703. D'Alfonso S. 2011. On quantifying semantic information. Information
2: 61–101. Deng J, Angulo MT, Saavedra S. 2021. 4 Conclusion From the
perspective of information theory, we can ask what are the
effects of invasive species on the information landscape of
the current community and whether some information Shannon's original mathematical theory of communica-
tion (Shannon, 1948) was mostly based on the “Inverse
Relationship Principle” (D'Alfonso, 2011), which states that
the less probable a signal is, the more information it bears. In our plant–insect communication systems, insects face
an environment with VOCs at different frequencies. On the
one hand, specializing in decoding rare VOCs brings
advantages if substantial information is thereby gained
to access a niche that can be exploited by specialists. However, specialization comes with risks because rare
VOCs (emitted by only one plant species or a few
phenotypes) can go extinct more easily, locally or globally. On the other hand, decoding common VOCs is likely to be
safer but less informative, meaning that insects might
need to decode more signals to gather enough informa-
tion to identify their plant hosts. Which strategy do insects
use and how will different strategies affect the interaction
network structure? For example, will positive‐frequency‐
dependent
decoding
structure:
that
is,
preferentially J. Syst. Evol. 61(3): 445–453, 2023 www.jse.ac.cn Zu et al. 452 Conflicts of Interest Hansson BS, Stensmyr MC. 2011. Evolution of insect olfaction. Neuron
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Program on Global Change and Biodiversity and membership
in the US NSF‐funded Biology Integration Institute BII‐
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Comparison of clinical and dental panoramic findings: a practice-based crossover study
|
BMC oral health
| 2,013
|
cc-by
| 6,740
|
© 2013 Moll et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. Abstract Background: Aim was to compare clinical findings with x-ray findings using dental panoramic radiography (DPR). In addition, type and frequency of secondary findings in x-rays were investigated. Methods: Patients were selected on the basis of available DPRs (not older than 12 months). No therapeutic
measures were permitted between the DPR and the clinical findings. The clinical findings were carried out by
several investigators who had no knowledge of the purpose of the study. A calibrated investigator established the
x-ray findings, independently and without prior knowledge of the clinical findings. The evaluation parameters for
each tooth were: missing, healthy, carious, restorative or prosthetically sufficient or insufficient treatment. Type and
frequency of additional findings in the DPR were documented, e.g. quality of a root canal filling and apical changes. Results: Findings of 275 patients were available. Comparison showed a correspondence between clinical and
radiographic finding in 93.6% of all teeth (n = 7,789). The differences were not significant (p > 0.05). Regarding
carious as well as insufficiently restored or prosthetically treated teeth, respectively there were significant differences
between the two methods (p < 0.05). The DPRs showed additional findings: root fillings in 259 teeth and 145 teeth
with periapical changes. Conclusions: With reference to the assessment of teeth, there was no difference between the two methods. However, in the evaluation of carious as well as teeth with insufficiently restorative or prosthetic treatment, there
was a clear discrepancy between the two methods. Therefore, it would have been possible to have dispensed with
x-rays. Nevertheless, additional x-ray findings were found. : Dental findings, Radiographic findings, Dental panoramic radiography (DPR), Clinical examination Comparison of clinical and dental panoramic
findings: a practice-based crossover study Marc A Moll1, Miriam Seuthe1, Constantin von See2,3, Antonia Zapf4, Else Hornecker1, Rainer F Mausberg1
and Dirk Ziebolz1* Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Open Access * Correspondence: dirk.ziebolz@med.uni-goettingen.de
1Department of Preventive Dentistry, Periodontology and Cariology,
University Medical Centre, Robert-Koch Str. 40, Goettingen D-37075, Germany
Full list of author information is available at the end of the article Background In order to complete the dental findings x-rays are
recommended [2]. Dental panoramic radiography (DPR)
provides an overview, and represents a sensible and fre-
quently used radiological basis; it enables an assessment
of the hard tissue structures of the facial area [3]. In this
way, clinical findings can be verified and supplemented
by important information. At the same time, however,
the value should be greater than the potential risk of
genotoxic effects caused by x-rays [2,4]; in this connec-
tion, the quality of the x-rays is of great importance [5]. Precise dental ascertainment of findings is the key to
achieving adequate diagnostics, as well as the therapy
based on this and the best possible treatment of the pa-
tient. In addition to a comprehensive anamnesis, the
documentation of extra- and intra-oral clinical findings
is necessary. The clinical dental examination includes, in
addition to assessment of the mucous membranes, the
condition of the teeth (healthy or carious), the restora-
tive and prosthetic treatment of the teeth (sufficient or
insufficient), as well as sensitivity testing and determin-
ation of the periodontal situation [1]. In Germany, the relevance of DPR in providing an
overview is undisputed [6]. Already in the 1970s, the
routine preparation of a DPR in dental practices was
promoted for the pre-treatment examination: It enables
the early diagnosis of tooth and jaw anomalies [7], and
the treatment costs may be reduced in the long-term [8]. Page 2 of 8 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 for carrying out the study was obtained from the
Bundesministerium für Verteidigung (German Ministry
of Defense), Fü San I/1, (File NO.: 42-13-05 dated
18.07.06). for carrying out the study was obtained from the
Bundesministerium für Verteidigung (German Ministry
of Defense), Fü San I/1, (File NO.: 42-13-05 dated
18.07.06). Rushton and Horner (1996), in contrast, have questioned
the importance of x-ray findings for dental diagnostics
in the routine recording of clinical dental findings [9]. They argue that the differences between tactile-visual
findings and x-ray findings are too small and may cause
an unnecessary exposure of the patient to x-rays [9]. Moreover, the diagnostic precision has been questioned
by some other authors [10,11]. The European Guideline
on Radiation in Dental Radiography Issue No. 136 says
that in adult patients DPR may be indicated in a limited
number of dental problems [12]. Participants/x-rays Making use of the x-ray control books of the participat-
ing centers, all DPRs from soldiers dating back to the
years 2007/2008 were determined. The x-rays had to
have been prepared within a maximum of 12 months be-
fore the dental clinical (check-up) examination. No add-
itional DPR was prepared for the study. Up until now, the question of the extent to which sup-
plementary x-rays provide additional and valuable infor-
mation during the clinical dental examination has not
been unambiguously clarified. Thus, it is conceivable
that, based on a proficient, reliable acquisition of clinical
findings during the first (check-up) examination in
everyday practice, the sense of an additional DPR is
questionable. Accordingly, it is possible that either no x-
rays are taken or, if it is, only an inadequate assessment
will take place instead of obtaining detailed x-ray find-
ings. However, the consequence may be the lack of or
inadequate diagnostics and possibly inadequate therapy. In particular problems, i.e. suspicion on carious lesions
and periapicale problems bitewing radiographs and/or
periapicale radiographs, respectively, are the method of
choice [13]. Nevertheless, DPRs nowadays are com-
monly used. The reason may be that additional findings
can be detected; however, this does not justify routinely
preparing DPRs. For this reason, it seems appropriate to
systematically examine the question of the additional
value of DPR in the context of the first dental (check-
up) examination. The following inclusion criteria were defined: current
and evaluable DPR and complete clinical dental finding,
no therapeutic measures having taken place between
preparation of the DPR and documenting of the clinical
finding. Only dental records of male soldiers who had
signed up for a fixed period (minimally 4 years) or pro-
fessional soldiers were included. The selection of the
DPRs was carried out in accordance with the inclusion
and exclusion criteria, respectively, shown in Table 1. Furthermore, subjects with removable dental restoration
were excluded. Clinical examination
( earrings or piercings
• Standardized setting of the x-ray
equipment: chin support, bite bar,
voltage (70 kV) and current (9 mA)
• Asymmetrical positioning
of the patient
• False positioning of the
patient’s head
• Improper presentation of
the jaws and the teeth
• Comparable/good image quality: (no
film overexposure and no soiling of the
film)
• recognizable movement of
the patient while the picture
was being taken
• Presentation of jaws and teeth
distortion-free as much as possible
• overlaying effects Table 1 Quality criteria for the x-rays (DPR) in the study
Inclusion criteria
Exclusion criteria
• DPR at the time of the study not
older than 12 months
• Metallic foreign bodies
in the head region,
e.g. earrings or piercings
• Standardized setting of the x-ray
equipment: chin support, bite bar,
voltage (70 kV) and current (9 mA)
• Asymmetrical positioning
of the patient
• False positioning of the
patient’s head
• Improper presentation of
the jaws and the teeth
• Comparable/good image quality: (no
film overexposure and no soiling of the
film)
• recognizable movement of
the patient while the picture
was being taken
• Presentation of jaws and teeth
distortion-free as much as possible
• overlaying effects Clinical examination
( Clinical findings (visual-tactile) were recorded on one
occasion under standardized conditions (mirror, dental
probe, illumination) during a routine first (check-up)
examination in those dental centers participating in the
study. The findings were randomly taken from two den-
tists per dental center, all dentists were skilled in dental
examination; they were not calibrated and had no know-
ledge in the study. At the time of the clinical examin-
ation, the radiographic findings of the soldiers were not
known to the six dentists. The aim of this study was to compare the clinical den-
tal findings of the first (check-up) examination in dental
practices with currently available DPRs in terms of an
assessment of healthy or carious, as well as restorative
and prosthetically sufficient or insufficiently treated
teeth. Also, additional x-ray findings were investigated,
in particular, sufficient and insufficient root canal fill-
ings, teeth with apicectomy or periapical changes, im-
pacted teeth, as well as shadowing of the maxillary sinus. The following hypotheses were formulated: clinical
findings and x-ray findings based on DPR show only
minor assessment differences. However, DPR enables the
detection of a number of additional information which is
needed for comprehensive diagnostics. The following parameters were recorded: missing
teeth, healthy and carious teeth, sufficient and insuffi-
cient fillings (amalgam, composite, inlay), as well as Table 1 Quality criteria for the x-rays (DPR) in the study
Inclusion criteria
Exclusion criteria
• DPR at the time of the study not
older than 12 months
• Metallic foreign bodies
in the head region,
e.g. earrings or piercings
• Standardized setting of the x-ray
equipment: chin support, bite bar,
voltage (70 kV) and current (9 mA)
• Asymmetrical positioning
of the patient
• False positioning of the
patient’s head
• Improper presentation of
the jaws and the teeth
• Comparable/good image quality: (no
film overexposure and no soiling of the
film)
• recognizable movement of
the patient while the picture
was being taken
• Presentation of jaws and teeth
distortion-free as much as possible
• overlaying effects Table 1 Quality criteria for the x-rays (DPR) in the study Table 1 Quality criteria for the x-rays (DPR) in the study
Inclusion criteria
Exclusion criteria
• DPR at the time of the study not
older than 12 months
• Metallic foreign bodies
in the head region,
e.g. Moll et al. BMC Oral Health 2013, 13:48
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http://www.biomedcentral.com/1472-6831/13/48 Page 3 of 8 Periapical region: periodontal ligament space widened,
periapical change, apical radiolucency, root-tip-resection. prosthetic treatment (crowns/partial crowns), combin-
ation of findings: filling or restoration with caries in the
sense of a primary or secondary caries, as well as im-
plant treatment. Because of irregular and imprecise de-
tails or information, respectively, the sensitivity test,
initial caries lesions and the periodontal situation were
not taken into account. prosthetic treatment (crowns/partial crowns), combin-
ation of findings: filling or restoration with caries in the
sense of a primary or secondary caries, as well as im-
plant treatment. Because of irregular and imprecise de-
tails or information, respectively, the sensitivity test,
initial caries lesions and the periodontal situation were
not taken into account. Further findings: impacted and ectopic tooth, root resi-
due, shadowing of the maxillary sinus. Participants A total of 302 patients’ records were available for the
period under investigation. According to the inclusion
criteria for the x-rays 275 patients’ records could be ex-
amined and analyzed. The age of the subjects ranged
from 25 to 35 years. Results The assessment of the DPRs was carried out under
standardized conditions in a shaded room with an x-ray
film viewer (light box) capable of functioning under such
conditions; the clinical findings were not known to this
investigator. The inclusion and exclusion criteria for the
panoramic radiographs are given in Table 1. Each DPR
was assessed twice at a 3-week interval. In the case of
deviation between the two assessments, the final finding
was established by a third assessment. Radiographic examination The findings of the DPRs were taken by a sole inves-
tigator (MS) who was calibrated in advance (Kappa
value ≥0.8). Statistical analysis Statistical analysis was performed with the commercially
available program SPSS 14.0 (SPSS, Inc., Chicago, IL,
USA). The statistical comparison of the clinical and
radiological findings was made using the paired-rank
test. The level of significance was set at p < 0.05. (*Parameter for findings: in accordance with Material and Methods, n.s.: not significant = p > 0.05). Methods The study was a cross-sectional investigation based on
available patients’ records (clinical findings and x-ray
findings (DPR)) from three dental practices of the
German Forces (locations: Wilhelmshaven (navy), Mun-
ster (army) and Köln-Wahn (air-force).a Authorization • overlaying effects Clinical examination For the assessment of the x-rays, the same parameters
as for the clinical findings were used. Fillings and resto-
rations were judged to be sufficient if there was a
smooth transition between restoration and tooth. Over-
hanging fillings and crown margins, as well as radio-
lucent gaps between restoration and tooth indicating
deficient marginal fit in the sense of a secondary caries
were judged to be insufficient. Implants were simply reg-
istered without assessment. The results of the clinical findings are given in Table 2. Acting on the assumption of 32 teeth in the perman-
ent dentition per participant, in total there were max-
imally 8,800 teeth to assess, of these 1,007 teeth were
clinically lacking, 553 of these were wisdom teeth. 4,650
teeth were classed as being healthy (52.8%), and 318
teeth showed carious lesions (3.6%). 2,424 teeth (27.5%)
showed sufficient fillings (n = 1978) or sufficient pros-
thetic restoration (n = 446). In contrast, 128 teeth (1.5%)
were treated insufficiently (restorative: n = 125, prosthet-
ically: n = 3). 136 (1.5%) teeth showed fillings or restora-
tions as well as caries lesions. In the case of 121 teeth
(1.38%), the clinical examination revealed “suspected
caries”: 16 teeth had been replaced by an implant. In addition, various additional findings were recorded:
Endodontic findings: proper root canal filling, deficient
root canal filling based on the following criteria: insuffi-
ciently filled or overfilled, coronal leakage, improper
homogeneity of the filling material. Table 2 Summary of the dental findings and x-ray findings, as well as the number of agreements
*Parameter for findings
Clinical findings
(n = 8800)/[%])
X-ray findings
(n = 8800/[%])
Number of accordance [%]
Significance level (p value)
Missing teeth
1007 (11.4)
1011 (11.5)
996 (99.6)
n.s. Healthy teeth
4650 (52.8)
4858 (55.2)
4587 (95.7)
n.s. Carious teeth
318 (3.61)
212 (2.41)
176 (66.6)
p < 0.05
Tooth sufficiently filled
1978 (22.5)
2009 (22.8)
1873 (98.5)
n.s. Tooth insufficiently filled
125 (1.42)
116 (1.32)
71 (92.8)
p < 0.05
Tooth sufficiently prosthetically treated
446 (5.07)
429 (4.88)
425 (96.2)
n.s. Tooth insufficiently prosthetically treated
3 (0.003)
16 (0.018)
3 (18.8)
p < 0.05
Implant
16 (0.018)
16 (0.018)
16 (100.0)
n.s. Combination (restoration and carious)
136 (1.55)
133 (1.51)
91 (97.8)
n.s. Clinically: suspected caries
121 (1.38)
–
–
–
(*Parameter for findings: in accordance with Material and Methods, n.s.: not significant = p > 0.05). Comparison of clinical and radiographic findings It was possible to establish agreement in 93.6% of cases
of all parameters between clinical and radiological find-
ings (Table 4). There was no significant difference be-
tween the two methods of assessment (p > 0.05). In 6.4% of the teeth discrepancies between the two
method were found, and these were distributed mainly
regarding the following findings: caries and insufficient
restorative or prosthetic treatment (Tables 2 and 4). Within this group, there were significant differences be-
tween clinical findings and x-ray findings (p < 0.05;
Table 2). Clinically, there were 130 carious lesions
present that could not be established by the x-ray find-
ings. In contrast, 23 lesions in the sense of a carious le-
sion were only identified by means of DPR findings. In
the assessment of the existing restorations, 54 teeth
showed a clinically sufficient filling (n = 43) or sufficient
prosthetic treatment (n = 11) that were judged with ref-
erence to x-rays to be insufficient. This contrasted with
51 clinically insufficient fillings that were assessed by x-
rays to be sufficient. Details of additional findings are summarized in
Table 3. Endodontic findings and assessment of the periapical
region: 259 of all teeth evaluated (2.9%) showed root
canal fillings; in accordance with the laid-down criteria,
of these teeth 184 (71.0%) were assessed to have suffi-
cient endodontic treatment. In the case of the root canal
fillings considered to be insufficient. (n = 75), the major-
ity (n = 42, 56%) showed inadequately filled canals. Inde-
pendent of endodontic treatment and/or the quality of
the existing root canal filling, in total, 145 teeth showed
periapical changes (1.6%). About half of them (n = 72;
0.8%) were root-canal-filled teeth. For the other parameters (healthy tooth, filling insuffi-
cient, prosthetic sufficient), there was no significant dif-
ference
between
the
two
methods
of
assessment
(p > 0.05; Table 2). Clinical examination dental findings and x-ray findings, as well as the number of agreements Table 2 Summary of the dental findings and x-ray findings, as well as the number of agreements Page 4 of 8 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Radiographic examination resected (18.7%), and 3 root residues (1.8%) were found. In five cases, the maxillary sinus showed shadowing (3%). The results of the radiological findings are shown in
Table 2. Of 8,800 maximally possible teeth, 1,011 teeth (11.5%)
were missing; of which 553 were wisdom teeth. More
than 50% of the teeth were considered to be healthy
(n = 4,858). With reference to the x-ray findings carious
lesions were found in 212 teeth (2.4%). 2,009 teeth were
sufficiently treated with fillings (22.8%) and 429 pros-
thetically (4.9%). In contrast, 132 (1.5%) teeth showed in-
sufficiently restorative (n = 116) or prosthetical (n = 16)
treatment. 133 (1.5%) teeth had fillings or restorations as
well as caries. In total, 16 implants were present. (RCF: root canal filling). Comparison of clinical and radiographic findings Further findings: In total, it was possible to establish
171 additional abnormalities/findings: 132 impacted or
ectopic wisdom teeth (79.5%), 31 teeth were root-tip Table 3 Number of additional findings (n) in the x-rays (DPR)
Type of additional findings
Number of additional findings [%]
Endodontic (n = 8800)
Total
259 (2.9%)
sufficient
184 (71%)
insufficient
1 insufficiently filled
42 (16%)
2 insufficient homogeneity
2 (1%)
3 over-filled
5 (2%)
4 coronal leakage
11 (4%)
combination of 1 - 4
15 (6%)
Periapical region (n = 8800)
Total
145 (1.7%)
periodontal ligament space widened
54 (37%)
periapical change
4 (3%)
apical raduiolucency
teeth with RCF
72 (50%)
teeth without RCF
15 (10%)
Other (n = 8800)
Total
171 (1.9%)
impacted or ectopic teeth
132 (77%)
root residue
3 (2%)
root-tip-resection
31 (18%)
shadowing of the maxillary sinus
5 (3%)
(RCF: root canal filling). Table 3 Number of additional findings (n) in the x-rays (DPR) Moll et al. Assessment of healthy and carious teeth With an agreement of 93.6%, the results showed no sig-
nificant
differences
between
the
two
investigative
methods (p > 0.05). In the assessment of “caries”, as well
as insufficient fillings and prosthetic restorations, there
were, however, to some extent, substantial differences
between clinical and radiological findings. In addition,
the x-rays revealed a number of additional findings: end-
odontic findings (n = 259), changes in the periapical re-
gion (n = 145) and others (n = 171), such as for example
impacted or ectopic teeth and shadowing of the maxil-
lary sinus. In this study, the parameter “carious teeth” showed a
significant difference (p < 0.05) between clinical and x-
ray findings. Therefore, the sensitivity for carious teeth
is lower then for healthy teeth (healthy: 95.7%, carious:
66.6%). In contrast to the study of Valachovic et al. (1986), we obtained better results with regard to the
agreement between clinical and x-ray findings in the as-
sessment of healthy and carious teeth. For carious teeth,
those authors found with 54%, only a small sensitivity
(agreement) of the x-ray findings with the clinical find-
ings [10]. Even more unfavorable were the results of
Moleander et al. (1993) with 47% [11]. One suspects that
the better results in the current study can be traced back
to the technical advances in dental radiology. Particu-
larly for the detection of interproximal caries lesions,
nowadays x-rays, DPRs and specially bitewings, are con-
sidered to be the most suitable diagnostic aid. However, Comparison of clinical and radiographic findings BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Page 5 of 8 Page 5 of 8 Table 4 Comparison between clinical (C) and radiological findings (R) using the paired-rank-test
C
0
1
2
3
4
5
6
7
8
9
Total
R
0
996
7
4
0
0
4
0
0
0
0
1011
11.3%
0.08%
0.05%
0.00%
0.00%
0.05%
0.00%
0.00%
0.00%
0.00%
11.5%
1
7
4587
130
18
2
0
0
0
3
111
4858
0.08%
52.1%
1.48%
0.20%
0.02%
0.00%
0.00%
0.00%
0.03%
1.26%
55.2%
2
0
23
176
5
1
0
0
0
0
7
212
0.00%
0.26%
2.0%
0.06%
0.01%
0.00%
0.00%
0.00%
0.00%
0.08%
2.41%
3
1
29
5
1873
51
6
0
0
41
3
2009
0.01%
0.33%
0.06%
21.3%
0.58%
0.07%
0.00%
0.00%
0.47%
0.03%
22.8%
4
0
2
0
43
71
0
0
0
0
0
116
0.00%
0.02%
0.00%
0.49%
0.81%
0.00%
0.00%
0.00%
0.00%
0.00%
1.32%
5
1
0
0
2
0
425
0
0
1
0
429
0.01%
0.00%
0.00%
0.02%
0.00%
4.83%
0.00%
0.00%
0.01%
0.00%
4.88%
6
1
0
0
1
0
11
3
0
0
0
16
0.01%
0.00%
0.00%
0.01%
0.00%
0.13%
0.03%
0.00%
0.00%
0.00%
0.18%
7
0
0
0
0
0
0
0
16
0
0
16
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
0.18%
0.00%
0.00%
0.18%
8
1
2
3
36
0
0
0
0
91
0
133
0.01%
0.02%
0.03%
0.41%
0.00%
0.00%
0.00%
0.00%
1.03%
0.00%
1.51%
Total
1007
4650
318
1978
125
446
3
16
136
121
8800
11.4%
52.8%
3.61%
22.5%
1.42%
5.07%
0.03%
0.18%
1.55%
1.38%
100%
(0 = tooth missing, 1 = healthy, 2 = caries, 3 = filling sufficient, 4 = filling insufficient, 5 = prosthetics sufficient, 6 = prosthetics insufficient, 7 = implant,
8 = combination of 2 and 3-6, 9 = suspected caries; number of accordance). Discussion in the context of a comprehensive dental examination. Accordingly, in a large number of cases, it would have
been possible to have dispensed with x-rays. Only in the
case of 6.4% of teeth there was no agreement between
the two methods of investigation. Other studies have
also raised the same question [14,15]. The aim of the study was to evaluate the extent to which
clinical findings and x-ray findings based on dental
panoramic radiography (DPR) correspond with and dif-
fer from one another. Interpretation of the results and comparison with the
international literature The high level of agreement of both methods of assess-
ment according to the criteria for evaluation laid down
previously is noteworthy and once more questions the
preparation of a DPR as a supplementary diagnostic tool Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Page 6 of 8 the prerequisite for this is that, in the preparation of the
x-rays, no errors due to the method or production occur
[16] and that the x-rays show no deficiencies in quality
[5]. Certainly, bitewings are the radiographic method in-
dicated to assess interproximal carious lesions [17]. According to Rushton et al. (2002) bitewing radiographs
will reduce the diagnostic yield identified solely by DPR
[18]. Therefore, DPRs are unsuitable for carious diagnos-
tic. The finding “carious lesion” showed only in 66.6% of
cases
an
agreement
between
the
two
investigative
methods. Douglass et al. (1986) found comparable re-
sults: in 60% of cases certain recognition was achieved
with a combination of DPR and bitewing radiographs
[19]. Two recent studies in which, in addition, one or
more investigators were calibrated, showed a comparably
high agreement in the identification of carious lesions
[20,21]. The values obtained by Hopcraft and Morgan
(2005) using x-rays were, for interproximal caries recog-
nition, around 93% to 97% and for occlusal carious le-
sions 33% to 42%; however, in addition to DPR, bitewing
radiographs were also included in this study [20]. In the
study presented here, more carious lesions were found
in the clinical examination than in the x-ray findings. This result supports earlier investigations in which, like-
wise, the clinical finding was superior to the findings
based on DPR [22-24]. In contrast, Heners and Riotte
(1978) found more carious lesions using bitewing radio-
graphs than in the clinical examination [25]. Therefore,
the results of this study can not be compared with the
results of our study. Deductive, the results of our study
shows that DPR is not a good diagnostic tool to detect
carious lesions. For revealing carious lesions Rushton
et al. (2002) prefer posterior bitewing radiographs [18]. should be considered that, because of the fuzziness in
the DPR, the margins could not always be unambigu-
ously evaluated. These points could explain the discrep-
ancy between the two investigative methods in relation
to the assessment of “insufficient filling”, whereby in
92.8% of teeth an agreement could be found (Table 2). Interpretation of the results and comparison with the
international literature In contrast to the assessment of fillings, “insufficient
prosthetic” was more frequently made in the x-rays than
clinically. A possible explanation for this could be that a
clinical, visual-tactile judgement of the frequently sub-
gingival located crown margins is possibly more difficult. Accordingly, in routine dental health check of adult pa-
tients DPR is not necceassary. This is in accord with
other authors [13-15,18]. Consequently, the hypothesis formulated in advance,
that clinical and radiological findings show only small
differences, was confirmed. At the same time, patho-
logical findings (caries, insufficient filling) are more fre-
quently
uncovered
clinically
than
by
using
x-rays. Whereas material properties of prosthetic restorations
(e.g. precious metals, ceramics) have been well investi-
gated, there is a lack of scientific data regarding the
quality of provision of fixed artificial dentition from clin-
ical practice; compared to other forms of artificial denti-
tion,
however,
it
was
possible
to
record
high
probabilities of survival [27,28]. Taking into account the
results presented here, the quality of fixed artificial den-
tition and the possibility of their being assessable in x-
rays appears to be subject to limitations; it is possible,
that because of the two-dimensional presentation in x-
rays the number of additional findings could have been
overestimated. Assessment of the restorations The assessment of the DPR revealed a substantial num-
ber of additional clinically non-conspicuous findings
(Table 4). It is here that the strength of the DPR as a
supplementary diagnostic aid to the clinical findings lies
as, in this way, an additional/substantial gain in informa-
tion can be achieved. At the same time, the advantages
and disadvantages in the preparation of a DPR in the
context of a risk/benefit analysis should be well weighed
up. Overall, the differences between the two methods in the
assessment of “insufficient filling” and “insufficient pros-
thetic restoration” were greater than the agreement. To
the best of our knowledge, there have been no data
available in the literature, up until now, regarding this
question. The extent to which the margin fit can be evaluated in
x-rays is considered to be an important criterion for de-
ciding whether there is sufficient or insufficient dental
provision. The evaluation of the various possibilities of
deficient/defective margin fit was carried out in the
present study only in terms of “sufficient” or “insuffi-
cient”. Material investigations have drawn attention to
the fact that an adequate difference in opacity between
restoration material (composite) and dental enamel must
exist in order to assess quality of the filling [26]. For this
reason, it may be possible that in the present study im-
precise statements about the margin fit were mostly
found in the case of composite restorations. Moreover, it In this study, because DPR provides an overview, it
was possible to obtain in total 171 additional findings. Compared with other studies, that is certainly a low num-
ber, but the distribution in relation to the corresponding
findings (impacted teeth, teeth with root-tip-resection
etc.) is, however, very similar when frequencies are com-
pared [29,30]. Also, the association between periapical
condition and sufficient root filling has already been
discussed in some studies [31,32] and is confirmed by the
results of this investigation. Accordingly, the second hy-
pothesis – that by using DPR a large number of additional Page 7 of 8 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 x-ray findings, additional agreement with endodontic
and periapical findings could arise. findings can be uncovered – was also confirmed. However,
the quantity of additional findings nonetheless makes the
DPR an important aid in dental diagnostics. Authors’ contributions
MM i
d h d MM interpreted the data and wrote the manuscript. MS carried out the
radiological examination and performed the determination of the study data. CvS has been involved in revising the manuscript critically for important
intellectual content and has given final approval of the version to be
published. AZ performed the statistical analysis. EH conceived of the study,
and participated in its design, and has been involved in drafting the
manuscript. RM has made substantial contributions to conception and
design of the study, DZ was the head of the study and has made substantial
contributions to conception, design and coordination. All authors read and
approved the final manuscript. Acknowledgements
h
h
h
k
h The authors thanks the dental offices of the military base of the German
Federal Armed Forces Cologne, Munster and Wilhelmshaven (Germany) and
there teams for supporting the study. Assessment of the restorations Therefore,
the preparation of a DPR including meticulous x-ray find-
ings in the context of a first dental (check-up) examin-
ation can be a helpful measure. In contrast, Rushton and
Rushton (2012) in comparing 740 DPR and intraoral ra-
diographs showed, that only in 32 DPR additional infor-
mation were found [13]. The authors conclude that
there is no reason for the use for DPRs in routine dental
health examinations [13]. The European Guideline on
Radiation in Dental Radiography Issue No. 136 supports
this opinion [12]. Furthermore, the assessment of periodontal bone level
was dispensed, because of the young age of the study
population (25-35 years). In addition, in a first dental
(check up) examination the PSR®/PSI is essential for ini-
tial periodontal examination [33]. This finding was not
available in all cases. Furthermore, Ziebolz et al. (2011)
showed, that DPR is of no value in cases of initial peri-
odontal problems [33]. Competing interests
h
h
d
l
h Competing interests
The authors declare that they have no financial or other relationships that
might lead to competing interests. The authors declare that they have no financial or other relationships that
might lead to competing interests. Conclusions There was no difference between clinical and x-ray find-
ings. However, with regard to the assessment of carious
as well as insufficiently filled or prosthetically treated
teeth, there was a clear discrepancy between the two
methods of investigation. At the same time, DPR find-
ings were inferior to clinical findings in relation to the
parameters “carious tooth” and “insufficient filling”. Ac-
cordingly, the DPR gives the clinician no additional gain
in information in this area. Therefore, it would have
been possible to have dispensed with x-rays. Neverthe-
less, additional x-ray findings were found. Implication for the practice The results presented in this study indicate that using
comprehensive and good clinical dental diagnostics for
the assessment of healthy/carious and/or sufficiently/in-
sufficiently restored and prosthetically treated teeth, rou-
tine DPR can be dispensed with. However, because of
the additional and unintended findings, for correct diag-
nosis and adequate therapy, the combination of clinical
findings and x-ray findings is sensible. Endnote The investigation presented here is a practice-based clin-
ical study. Overall, there is a lack of practice-related
studies, thus, this study provides a scientific contribution
from daily practice. aIn the German Forces, before each deployment
abroad, dental findings are documented and x-ray find-
ings recorded based on up-to-date dental panoramic
radiography (DPR). The clinical findings were obtained under conditions to
be found in a dental practice and were undertaken by a
number of experienced investigators/skilled dentists with-
out prior calibration and knowledge of the participants re-
garding the study. In this way, a study-determined effect
can be excluded. However, the fact needs to be taken into
account that differences may have occurred as a result of
individual subjectivity of the examining dentists, different
levels of care and clinical experience in the recording of
data. Overall, however, a high quality standard appears to
predominate in the investigation as, despite the absence of
calibration of the clinical investigators, there was a high
level of agreement with the x-ray findings. In contrast to
this, the x-ray evaluation was carried out with a high stand-
ard following prior investigator calibration. This should en-
sure that the x-ray findings were recorded completely and
comprehensively, with the aim of establishing comparability
and in order to assess the additional value of the DPR. Moreover, because of the large number of teeth investigated
and strict selection criteria, the results can be viewed as be-
ing representative. References 26. Hein CM, Noack MJ, Roulet JF: The x-ray opacity of composite materials
and hard tooth tissues. Dtsch Zahnarztl Z 1989, 44:536–539 [in German]. 1. Dentino AR, et al: Prevention of periodontal diseases. Dent Clin North Am
2005, 49(3):573–594. 27. De Backer H, et al: Survival of complete crowns and periodontal health:
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78(2):127–131. 3. Kalinowski P, Różyło-Kalinowska I: Panoramic radiomorphometric
parameters in Polish patients. Folia Morphol (Warsz) 2011, 70(3):168–174. 29. Grasser H, Barth HH: The importance of x-ray images in the diagnostics of
dental, facial and joint disorders. Dtsch Zahnarztl Z 1986, 41:1110–1113
[in German]. 4. Cerqueira EM, et al: Genotoxic effects of X-rays on keratinized mucosa
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104(2):104–106 [in German]. 5. Peretz B, et al: Common Errors in Digital Panoramic Radiographs of
Patients with Mixed Dentition and Patients with Permanent Dentition. Int J Dent 2012:584138. 10.1155/2012/584138. Epub 2012 Feb 8. 31. Hülsmann M, Lorch V, Franz B: An investigation of the frequency and
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fillings in the years 1983 and 1991. Dtsch Zahnarztl Z 1995, 50:154–156
[in German]. 6. Sitzmann F, Benz C: Single image status or orthopantomograph:
statement of the DGZMK. Zahnarztl Mitt 1999, 89(1):33 [in German]. 7. Freitag V, Seidel W: On the frequency of secondary findings in panorama
layer images. Dtsch Zahnarztl Z 1972, 27:993–996 [in German]. 33. Ziebolz D, Szabadi I, Rinke S, Hornecker E, Mausberg RF: Initial periodontal
screen-ing and radiographic findings – A comparison of two methods to
evaluate the perio-dontal situation. BMC Oral Health 2011, 11:3. 8. Nitsch JP: The routine use of the orthopantomograph as a diagnostic aid
in dental practice. Dtsch Zahnarztl Z 1979, 34:231–232 [in German]. 9. Rushton VE, Horner K: The use of panoramic radiology in dental practice. J Dent 1996, 24(3):185–201. doi:10.1186/1472-6831-13-48
Cite this article as: Moll et al.: Comparison of clinical and dental
panoramic findings: a practice-based crossover study. BMC Oral Health
2013 13:48. 10. Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Moll et al. BMC Oral Health 2013, 13:48
http://www.biomedcentral.com/1472-6831/13/48 Page 8 of 8 Page 8 of 8 Author details
1 1Department of Preventive Dentistry, Periodontology and Cariology,
University Medical Centre, Robert-Koch Str. 40, Goettingen D-37075,
Germany. 2Department of Oral and Maxillofacial Surgery, Hanover Medical
School, Hanover, Germany. 3Dental office, German Armed Forces, Munster,
Germany. 4Department of Medical Statistics, Hanover Medical School,
Hanover, Germany. In the context of the clinical dental examination, only
sporadically sensitivity tests were undertaken, so that
these could not be included in the study. It is therefore
to be assumed that in making the comparison with the Received: 8 June 2013 Accepted: 19 September 2013
Published: 26 September 2013 References Valachovic RW, et al: The use of panoramic radiography in the evaluation
of asymptomatic adult dental patients. Oral Surg Oral Med Oral Pathol
1986, 61:289–296. 11. Molander B, et al: Comparison of panoramic and intraoral radiography for
the diagnosis of caries and periapical pathology. Dentomaxillofac Radiol
1993, 22:28–32. 12. European Union European Commission: Radiation Protection 136. European
guidelines on radiation protection in dental radiology. Luxembourg: Office for
Official Publications of the EC; 2004. 13. Rushton MN, Rushton VE: A study to determine the added value of 740
screening panoramic radiographs compared to intraoral radiography in
the management of adult (>18 years) dentate patients in a primary care
setting. J Dent 2012, 40:661–669. 14. Rushton VE, Horner K, Worthington HV: Routine panoramic radiography of
new adult patients in general dental practice: relevance of diagnostic
yield to treatment and identification of radiographic selection criteria. Oral Surg Oral Med Oral Pathol Oral Radiol Endod 2002, 93(4):488–495. 15. Rushton VE, Horner K, Worthington HV: Screening panoramic radiology of
adults in general dental practice: radiological findings. Br Dent J 2001,
190(9):495–501. 16. Rushton VE, Horner K, Worthington HV: The quality of panoramic
radiographs in a sample of general dental practices. Br Dent J 1999,
186(12):630–633. 17. Pitts NB: Modern concepts of caries measurement. J Dent Res 2004,
83:C43–C47. Spec No C. 18. Rushton VE, Horner K, Worthington HV: Screening panoramic radiography
of new adult patients: diagnostic yield when combined with bitewing
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192:275–279. 19. Douglass CW, et al: Clinical efficacy of dental radiography in the
detection of dental caries and periodontal diseases. Oral Surg Oral Med
Oral Pathol 1986, 62(3):330–339. 20. Hopcraft MS, Morgan MV: Comparison of radiographic and clinical
diagnosis of approximal and occlusal dental caries in a young adult
population. Community Dent Oral Epidemiol 2005, 33(3):212–218. References Submit your next manuscript to BioMed Central
and take full advantage of:
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Submit your manuscript at
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and take full advantage of:
• Convenient online submission
• Thorough peer review
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• Immediate publication on acceptance
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Submit your manuscript at
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and take full advantage of:
• Convenient online submission
• Thorough peer review
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• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: 21. Galcerá Civera V, et al: Clinical and radiographic diagnosis of approximal
and occlusal dental caries in a low risk population. Med Oral Patol Oral Cir
Bucal 2007, 12(3):E252–E257. 22. Sonnabend E, Ring A: Die Bedeutung der Panoramadarstellung in der
Zahnerhaltung und Parodontologie. Dtsch Zahnarztl Z 1972, 27:965–969
[in German]. 23. Hurlburt CE, Wuehrmann AH: Comparison of interproximal carious lesion
detection in panoramic and standard intraoral radiography. J Am Dent
Assoc 1976, 93:1154–1158. 24. Muhammed AH, Manson-Hing LR: A comparison of panoramic and
intraoral radiographic surveys in evaluating a dental clinic population. Oral Surg Oral Med Oral Pathol 1982, 54:108–117. 24. Muhammed AH, Manson-Hing LR: A comparison of panoramic and
intraoral radiographic surveys in evaluating a dental clinic population. Oral Surg Oral Med Oral Pathol 1982, 54:108–117. 25. Heners M, Riotte P: Experimental studies on the radiographic
presentation of proximal caries in the lateral region. Dtsch Zahnarztl Z
1978, 33:228–230 [in German]. 25. Heners M, Riotte P: Experimental studies on the radiographic
presentation of proximal caries in the lateral region. Dtsch Zahnarztl Z
1978, 33:228–230 [in German].
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https://openalex.org/W4394976162
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https://link.springer.com/content/pdf/10.1007/JHEP04(2024)120.pdf
|
English
| null |
Holographic Weyl anomalies for 4d defects in 6d SCFTs
|
The Journal of high energy physics/The journal of high energy physics
| 2,024
|
cc-by
| 25,743
|
Published for SISSA by
Springer Received: December 7, 2023
Revised: February 20, 2024
Accepted: March 15, 2024
Published: April 19, 2024 Received: December 7, 2023
Revised: February 20, 2024
Accepted: March 15, 2024
Published: April 19, 2024 Keywords: AdS-CFT Correspondence, Anomalies in Field and String Theories,
Supergravity Models Published for SISSA by
Springer Open Access, © The Authors.
Article funded by SCOAP3. 1See [3] for a recent review of defects of various (co-)dimension in QFTs. Holographic Weyl anomalies for 4d defects in 6d SCFTs https://doi.org/10.1007/JHEP04(2024)120 Contents
1
Introduction
1
2
Review
4
2.1
Defect Weyl anomalies
5
2.2
11d SUGRA solutions
7
3
Holographic stress-energy tensor one-point function
12
3.1
Two-charge solutions
14
3.2
Electrostatic solutions
16
4
Defect sphere EE and the defect A-type anomaly
19
4.1
Two-charge solutions
20
4.2
Electrostatic solutions
21
5
On-shell action
25
6
Discussion
29
6.1
Future directions and open questions
32
A Fefferman-Graham coordinates
34
A.1 Two-charge solutions
34
A.2 Electrostatic solutions
36
B Regulating the on-shell action
39
B.1 AdS7 × S4
39
B.2
Renormalized AdS5 volume
40 Contents
1
Introduction
1
2
Review
4
2.1
Defect Weyl anomalies
5
2.2
11d SUGRA solutions
7
3
Holographic stress-energy tensor one-point function
12
3.1
Two-charge solutions
14
3.2
Electrostatic solutions
16
4
Defect sphere EE and the defect A-type anomaly
19
4.1
Two-charge solutions
20
4.2
Electrostatic solutions
21
5
On-shell action
25
6
Discussion
29
6.1
Future directions and open questions
32
A Fefferman-Graham coordinates
34
A.1 Two-charge solutions
34
A.2 Electrostatic solutions
36
B Regulating the on-shell action
39
B.1 AdS7 × S4
39
B.2
Renormalized AdS5 volume
40 2.2
11d SUGRA solutions JHEP04(2024)120 A.2 Electrostatic solutions B Regulating the on-shell action B.2
Renormalized AdS5 volume Holographic Weyl anomalies for 4d defects in 6d SCFTs JHEP04(2024)120 Pietro Capuozzo
,a John Estes
,b Brandon Robinson
c and Benjamin Suzzoni
a
aSTAG Research Centre, University of Southampton,
University Road, Southampton, SO17 1BJ, U.K. bDepartment of Chemistry and Physics, SUNY Old Westbury,
Old Westbury, NY, United States
cINFN, sezione di Milano-Bicocca,
Piazza della Scienza 3, I-20126 Milano, Italy
E-mail: p.capuozzo@soton.ac.uk, estesj@oldwestbury.edu,
brandon.robinson@mib.infn.it, b.suzzoni@soton.ac.uk Pietro Capuozzo
,a John Estes
,b Brandon Robinson
c and Benjamin Suzzoni
a
aSTAG Research Centre, University of Southampton,
University Road, Southampton, SO17 1BJ, U.K. bDepartment of Chemistry and Physics, SUNY Old Westbury,
Old Westbury, NY, United States
cINFN, sezione di Milano-Bicocca,
Piazza della Scienza 3, I-20126 Milano, Italy
E-mail: p.capuozzo@soton.ac.uk, estesj@oldwestbury.edu,
brandon.robinson@mib.infn.it, b.suzzoni@soton.ac.uk Pietro Capuozzo
,a John Estes
,b Brandon Robinson
c and Benjamin Suzzoni
a
aSTAG Research Centre, University of Southampton,
University Road, Southampton, SO17 1BJ, U.K. bDepartment of Chemistry and Physics, SUNY Old Westbury,
Old Westbury, NY, United States
cINFN, sezione di Milano-Bicocca,
Piazza della Scienza 3, I-20126 Milano, Italy
E-mail: p.capuozzo@soton.ac.uk, estesj@oldwestbury.edu,
brandon.robinson@mib.infn.it, b.suzzoni@soton.ac.uk Abstract: In this note, we study 1/4- and 1/2-BPS co-dimension two superconformal defects
in the 6d N = (2, 0) AN−1 SCFT at large N using their holographic descriptions as solutions
of 11d supergravity. In this regime, we are able to compute the defect contribution to the
sphere entanglement entropy and the change in the stress-energy tensor one-point function
due to the presence of the defect using holography. From these quantities, we are then
able to unambiguously compute the values for two of the twenty-nine total Weyl anomaly
coefficients that characterize 4d conformal defects in six and higher dimensions. We are
able to demonstrate the consistency of the supergravity description of the defect theories
with the average null energy condition on the field theory side. For each class of defects
that we consider, we also show that the A-type Weyl anomaly coefficient is non-negative. Lastly, we uncover and resolve a discrepancy between the on-shell action of the 7d 1/4-BPS
domain wall solutions and that of their 11d uplift. ArXiv ePrint: 2310.17447 Open Access, © The Authors. Article funded by SCOAP3. 1
Introduction Knowing the spectrum of local operators in a given quantum field theory (QFT) is insufficient
to uniquely specify it in field theory space [1], and so operators with non-trivial extension
along submanifolds embedded in the background spacetime (‘defects’) play an important
role in classifying QFTs [2]. However, the way that the presence of these defects affects, say,
correlation functions of local operators depends on the dimension d and geometry of the
background manifold Md, the co-dimension d −d and embedding of the d-dimensional defect
submanifold Σd, and the couplings between ambient and defect degrees of freedom.1 Thus,
it is crucial to characterize allowable defects in a given theory and precisely determine how
ambient physical observables change under the deformation by defect operators.f In this effort, some of the most powerful tools that we have come from imposing
symmetries on both the ambient and defect theories. The ambient field theories we consider
are 6d, supersymmetric, and invariant under 6d flat-space conformal symmetry SO(6, 2);
superconformal field theories (SCFTs). The defects that we study in this work are supported
on embedded co-dimension 2 submanifolds, Σ4 ,→M6, that will preserve at least 1/4 of the – 1 – total supersymmetries, i.e. N ≥1 4d supersymmetry, as well as an SO(4, 2)×U(1)N ⊂SO(6, 2)
global symmetry representing the defect conformal symmetry and U(1)N rotations in M6/Σ4. We will refer to these theories as defect [super]conformal field theories (D[S]CFTs). In the following, we will focus on ambient theories that are maximally superconformal
N = (2, 0) SCFTs with gauge algebra AN−1 in the large N limit and the 1/4- and 1/2-BPS co-
dimension 2 defects that they support. Despite the highly restrictive symmetries imposed, 6d
N = (2, 0) SCFTs and their defect operators pose a challenge to direct study. We know from
the worldvolume theory of a stack of coincident M5-branes [4] or M5-branes probing ADE
singularities [5] that 6d N ≥(1, 0) SCFTs exist, but generally they have no known Lagrangian
description. We also know that 6d SCFTs constructed from M-theory support 4d BPS defect
operators engineered at the intersection of orthogonal stacks of M5 branes. Since we often lack
a Lagrangian description, our efforts to characterize these d = 4 defect (super)conformal field
theories, or D(S)CFTs, are limited to analyzing their global properties using techniques such
as anomaly inflow (e.g. [6]) and chiral algebra methods [7]. (
)
[
]
3For probe branes wrapping AdS5 ⊂AdSd+1, all of 23 of the parity even anomalies can be holographically
computed [9] using the work of Graham and Reichert in [12]. 2These 29 terms include 6 terms that break parity on the defect submanifold.
The limit case of a
co-dimension 1 defect in 5d has 12 (including 3 parity odd) terms in the Weyl anomaly [9, 10]. 2These 29 terms include 6 terms that break parity on the defect submanifold.
The limit case of a
co-dimension 1 defect in 5d has 12 (including 3 parity odd) terms in the Weyl anomaly [9, 10].
3For probe branes wrapping AdS5 ⊂AdSd+1, all of 23 of the parity even anomalies can be holographically
computed [9] using the work of Graham and Reichert in [12]. 1
Introduction – 2 – aΣ
d2
Two-charge
N3
24 (1 −y2
+)
−N3
6 (q1 + q2)
Electrostatic
N3
32 −1
96
P
a
1+2ka
k2a
N3
a +
nP
b=a+1
Nakb
N2
a
k2a + 3 N2
b
k2
b
! −1
24
N3 −P
a
N3
a
k2a
Table 1. Holographic defect Weyl anomaly coefficients for the 11d uplift of the 1/4-BPS, two-charge
domain wall solution and the 1/2-BPS electrostatic solutions. Table 1. Holographic defect Weyl anomaly coefficients for the 11d uplift of the 1/4-BPS, two-charge
domain wall solution and the 1/2-BPS electrostatic solutions. JHEP04(2024)120 The final results of our analysis are collected in table 1. On the first line, the two-charge
defect Weyl anomaly coefficients are expressed in terms of the charges q1, q2 and of the location
y+, itself expressible in terms of the charges, where the geometry of the SUGRA solution either
smoothly caps off or ends on a conical deficit. On the second line, we display the anomalies for
the electrostatic solutions, which holographically describe defects in the 6d AN−1 N = (2, 0)
SCFT labelled equivalently by a Lie algebra homomorphism ϑ : sl(2) →su(N), the choice
of Levi subalgebra l ⊂su(N) associated with the Levi subgroup L = S(U(N1) × . . . U(Nn)),
or the Young diagram corresponding to the partition of N = Pn
a=1 Na. Additionally, the
construction of the electrostatic solutions allows for Zka orbifolds at the location of the
ath stack of M5-branes, which in dimensionally reducing to a 4d theory are interpreted as
monopole charges for the U(Na) factors. The parameters Na and ka completely determine
both aΣ and d2 for the electrostatic solutions. The results that we obtain for these d = 4 defect anomalies have implications and open
up questions beyond their roles in 6d SCFTs. Under the (partially) twisted dimensional
reduction on genus-g Riemann surface Cg either with Σ4 wrapping two legs along Cg or with
Cg orthogonal to Σ4 in M6, the theory containing a defect dual to the electrostatic solution
descends to a 4d class−S N = 2 SCFT [19, 20] deformed by a d = 2 surface defect [21, 22]
or by (possibly irregular [23–25]) punctures on its UV curve. 1
Introduction That said, there is a tremendous
amount that we can learn about the defect theory by studying its conformal anomalies. JHEP04(2024)120 As with any systems preserving an SO(d, 2) global conformal symmetry, putting the
ambient theory on a curved Md results in a non-trivial Weyl anomaly. Crucial to our
understanding of DCFTs, the theory supported on Σd ,→Md has its own defect-localized
contributions to the total Weyl anomaly that are sensitive to both the intrinsic submanifold
geometry and its embedding in the ambient space. The resulting defect Weyl anomaly can
be far more complicated than that of an ordinary d-dimensional theory. For example, it is
common knowledge that the Weyl anomaly in d = 4 is a combination of an ‘A-type’ anomaly
∼aE4, where E4 is the 4d Euler density, and a ‘B-type’ anomaly ∼c|W|2 with Wµνρσ
denoting the Weyl-tensor [8]. On the other hand, it was recently discovered in [9] that the
Weyl anomaly of a d = 4 defect in an ambient theory with d ≥6 has a total of 29 terms.2 The challenge thus far has been finding tractable, non-trivial d = 4 defect systems
beyond free theories (e.g. [11]) in which any of the 29 available defect Weyl anomalies can
be computed.3 In light of recently discovered 11d supergravity (SUGRA) solutions that
holographically describe certain d = 4 BPS defects in 6d SCFTs [13, 14], we have a window
on strongly coupled, non-Lagrangian defect systems that can be approached with standard
tools in holography to compute quantities known to be controlled by defect anomalies. In this work, we study both the 1/4-BPS ‘two-charge’ solutions in 11d constructed as
the uplift of domain wall solutions in 7d gauged SUGRA and the 1/2-BPS ‘electrostatic’
solutions for bubbling geometries [15, 16] built along the lines of those in [17, 18] but with
non-compact internal spaces. By holographically computing the one-point function of the
stress-energy tensor and the flat defect contribution to the entanglement entropy (EE) of a
spherical region co-original with the defect, we will be able to extract two of the 29 possible
defect Weyl anomaly coefficients. In doing so, we find two independent pieces of data that
characterize these defect systems. 1
Introduction Indeed, due to the non-trivial
nature of the fibration via which the 11d SUGRA solution is obtained, the requirement that
the 11d spacetime be asymptotically locally in FG parametrization results in a redefinition
of the angular coordinates which mixes the U(1) isometry of the 7d spacetime and the U(1)
R-symmetry. In the 7d picture, this coordinate redefinition corresponds to a large gauge
transformation which maps the theory to a singular gauge. Crucially, the uplift resolves this
singularity, thus producing a solution which is perfectly regular from an 11d perspective. When performing the computation of the on-shell action in the original 7d coordinates, which
do not manifest the asymptotic local AdS7 × S4 structure of the solution, eq. (5.16) picks up
a deformation which recovers precisely the result of [13], up to normalization factors.i At first sight, this result appears to be in tension with the computation of the on-shell
action of 7d N = 4 gauged SUGRA performed in [13]. The origin of this discrepancy can
be identified in the parametrization of the bulk integrand. Indeed, due to the non-trivial
nature of the fibration via which the 11d SUGRA solution is obtained, the requirement that
the 11d spacetime be asymptotically locally in FG parametrization results in a redefinition
of the angular coordinates which mixes the U(1) isometry of the 7d spacetime and the U(1)
R-symmetry. In the 7d picture, this coordinate redefinition corresponds to a large gauge
transformation which maps the theory to a singular gauge. Crucially, the uplift resolves this
singularity, thus producing a solution which is perfectly regular from an 11d perspective. When performing the computation of the on-shell action in the original 7d coordinates, which
do not manifest the asymptotic local AdS7 × S4 structure of the solution, eq. (5.16) picks up
a deformation which recovers precisely the result of [13], up to normalization factors.i JHEP04(2024)120 The present work is structured as follows. In section 2, we first review the pertinent
aspects of Weyl anomalies for 4d defects and highlight their connection to physical quantities
that we will compute in later sections. We will also briefly review the solutions in 11d SUGRA
that holographically describe 1/4-BPS and 1/2-BPS co-dimension 2 defects in 6d SCFTs. 1
Introduction For example in the case of Σ4
wrapping Cg = T2, the 4d description is of Gukov-Witten defects in N = 4 SU(N) super-Yang
Mills theory [26, 27], whose defect Weyl anomalies are known [28–30]. While the precise
map between the 29 defect anomalies and the two independent Weyl anomalies of a surface
operator in 4d [31] or the central charges of the 4d SCFT itself is unknown at present,
our results provide some insight into how some of the defect data in 6d is reorganized into
4d (defect) Weyl anomalies. For example, from table 1 and the results of [18], we see an
interesting relation between the central charge c4d of the dimensionally reduced 4d N = 2
SCFT and the A-type anomaly 1/2-BPS co-dimension 2 defect in the 6d AN−1 N = (2, 0)
SCFT dual to the electrostatic solutions: aΣ = N3
32 + c4d. Additionally, we evaluate the action of 11d SUGRA on the uplift of the two-charge
solutions. The Hodge dual of the four-form flux is closed, which allows us to recast the
on-shell action as an integral over the 10d boundary defined by u = 0, where u is the AdS7
radial direction in Fefferman-Graham (FG) gauge. The volume of the 10d leaves normal
to u diverges as u →0. In fact, it is divergent also at non-zero u, due to the infinite
volume of the AdS5 subspacetime contained within each leaf. We regulate the first divergence – 3 – by subtracting from the on-shell action the contribution of the AdS7 × S4 vacuum, whose
asymptotics match those of the uplift of the two-charge solutions. Finally, we regulate the
polynomial divergences in the AdS5 volume, and extract the prefactor of the remaining
logarithmic divergence, which is a universal quantity. Our result is in given in eq. (5.16),
which we reproduce here for the reader’s convenience: S(ren)
OS
log = N3(4q1q2 −2(q1 + q2)y+(1 −y+) + 5y+(1 −y2
+))
1920y+
. (1.1) (1.1) At first sight, this result appears to be in tension with the computation of the on-shell
action of 7d N = 4 gauged SUGRA performed in [13]. The origin of this discrepancy can
be identified in the parametrization of the bulk integrand. 1
Introduction In section 3, we compute the holographic stress-energy tensor one-point function for both
the 1/4-BPS, two-charge solution and a generic 1/2-BPS electrostatic solution, which we
use to find the defect B-type Weyl anomaly that we call d2. In section 4, we holographically
compute the defect contribution to the EE of a spherical region, which we use to determine
defect A-type Weyl anomaly, aΣ. In section 5 we compute the on-shell action for the 11d
uplift of the two-charge solutions and highlight a discrepancy with the same computation
done in the domain wall description in 7d N = 4 gauged SUGRA. In section 6, we discuss
comparisons to field theory results and future directions. In addition, we collect some useful intermediate results in the appendices. In appendix A,
we detail the asymptotic maps of the metrics for the solutions we consider into Fefferman-
Graham form. Furthermore, in appendix B, we discuss the details of the regulating scheme
for the on-shell action including the vacuum solution that we use in background subtraction
as well as the renormalized volume of the AdS5 geometry. 2.1
Defect Weyl anomalies Up to a total derivative, the Weyl anomaly of an ordinary 4d CFT has two independent
contributions,4 T µµ =
1
4π2 (−a4dE4 + c|W|2). (2.1) (2.1) The first term proportional to the Euler density E4 is the so-called “A-type” anomaly in
the classification of [8], which exists in all even-dimensional CFTs and is unique in that it
transforms as a total derivative under Weyl transformations. The second term given by the
square of the Weyl tensor is a “B-type” anomaly. In arbitrary even-dimensional CFTs, there is
generally a tower of B-type anomalies each of which is exactly Weyl invariant and built out of
non-topological, rank- d
2 monomials in curvatures. The Weyl anomaly coefficients of a 4d CFT
control correlation functions of the stress-energy tensor [33], and have strong upper and lower
bounds on their ratio [34]; a4d also appears in the EE [35], and obeys an ‘a’-theorem under
renormalization group (RG) flows [36, 37]. For 4d SCFTs with an R-symmetry, a4d and c are
both related to the cubic and mixed R-anomalies through non-perturbative formulae [38]. JHEP04(2024)120 The Weyl anomaly of a conformal defect supported on Σd ,→Md is much richer due
to the additional freedom of building submanifold conformal invariants out of not only the
intrinsic curvature but also the normal bundle curvature, the pullback of curvature tensors
from the ambient space, and the second fundamental form for the embedding. For conformal
defects on Σ4 ,→Md of co-dimension 2 or greater,5 there are a total of 23 anomalies respecting
submanifold parity [9].6 The complete form of the 4d defect Weyl anomaly is cumbersome,
and so we will only display the parts relevant to the computations in the following sections
(see eq. 3.1 of [9] for the full expression): T µµ|Σ4 ⊃
1
(4π)2
−aΣE4 + d2J2 + . . .
. (2.2) (2.2) The first term is recognizable as the defect A-type anomaly proportional to the intrinsic
Euler density, E4, of Σ4. The second term J2 is a B-type anomaly built out of a complicated
linear combination of the submanifold pullback of the ambient curvatures, connection on the
normal bundle, normal bundle curvature, and the second fundamental form for the embedding
(see eq. 3.2 of [9] for the full expression). 4This basis is not unique, and one can exchange either E4 or W 2 for Branson’s Q-curvature [32] and a
total derivative, which gives a basis for the 4d Weyl anomaly that is particularly convenient for holography.
5The limit case of co-dimension one is far more restricted and only leads to 9 parity even anomalies [9, 10].
6There are an additional 6 parity odd defect Weyl anomalies, but as of yet, there are neither any known
physical quantities in which they appear nor any no-go theorem to forbid them. 2
Review In this section, we will very briefly review some key background material in order to orient
the subsequent computations. In the first subsection, we will introduce the two defect Weyl
anomalies and discuss the physical quantities that they control, which will be the focus of – 4 – the computations to follow. In the second subsection, we will give a short overview of the
two solutions to 11d SUGRA that will be the focus of our holographic study. the computations to follow. In the second subsection, we will give a short overview of the
two solutions to 11d SUGRA that will be the focus of our holographic study. 2.1
Defect Weyl anomalies Importantly, J2 does not contain a term like the
pullback of |W|2 or the square of the intrinsic Weyl tensor, and so is not analogous to the
B-type anomaly of a standalone 4d CFT above. While it is unclear what physics the vast majority of terms in the full expression of
the defect Weyl anomaly control, the two anomalies displayed above appear in two physical
quantities that will be the primary focus of the following work. – 5 – The first quantity we will analyze is the one-point function of the stress-energy tensor. For a d-dimensional conformal defect embedded in a d-dimensional CFT, conformal symmetry
preserved by the defect constrains the form of the one-point function of the stress-energy
tensor a distance x⊥away from the defect to be of the form [39, 40] ⟨T ab⟩= −hT
(d −d −1)δab
|x⊥|d
,
⟨T ij⟩= hT
(d + 1)δij −d xi
⊥xj
⊥
|x⊥|2
|x⊥|d
,
(2.3) (2.3) where a, b index directions parallel to the defect and i, j label directions normal to the
defect. By starting from the defect geometry Σ4 = R4 ,→Rd and then finding the totally
transverse log divergent parts of the effective action in the presence of a linear ambient
metric perturbation [9, 41], it can be shown that the normalization of the stress-energy
tensor one-point function is determined by JHEP04(2024)120 hT = −
Γ
d
2 −1
π
d
2 (d −1)
d2 . (2.4) (2.4) In the case that we are particularly interested in for the following work, i.e. d = 6, hT = −1
5π3 d2 . (2.5) (2.5) There is a constraint on the sign of d2 that follows from the assumption that the average
null energy condition (ANEC) holds in the presence of a defect. That is, the statement of
the ANEC is that for any state |Ψ⟩of a QFT, the expectation value of the stress-energy
tensor projected along a null direction vµ in that state satisfies Z ∞
−∞
dλ ⟨Ψ|Tµν|Ψ⟩vµvν ≥0 ,
(2.6) (2.6) where λ parametrizes the null geodesic. From eq. 7In fact, it has recently been argued that the quantum null energy condition (QNEC), which is a stronger
energy condition valid in any ambient QFT and reduces to ANEC in a certain limit (see e.g. [42]), holds in
the presence of a defect [43]; putting d2 ≤0 and any other sign constraint derived from such energy conditions
on even firmer ground. 2.1
Defect Weyl anomalies (2.4), we see that by taking the ambient
theory to be a CFT and |Ψ⟩to be the vacuum state of the theory deformed by a defect and
orienting the null ray vµ to be parallel to the defect and separated by a distance x⊥in the
normal direction, hT ≥0, which implies d2 ≤0 [9, 30].7 The other physical quantity controlled by defect Weyl anomalies that we will study below
is the contribution to the EE of a spherical region of size R centered on Σ4 = R1,3 ,→R1,d−1. Following the same logic that formed the basis of the proof for 2d defects [30, 44], it was
shown in [9] that for a 4d defect of co-dimension d −4, the coefficient of the universal, i.e. the log divergent, part of the defect EE is SEE[Σ]
log = −4
aΣ + 1
4
(d −4)(d −5)
d −1
d2
log
R
ϵ
,
(2.7) (2.7) where ϵ ≪R is a UV cutoff scale and
log denotes dropping the leading non-universal
divergences as well as the trailing scheme-dependent terms. 7In fact, it has recently been argued that the quantum null energy condition (QNEC), which is a stronger
energy condition valid in any ambient QFT and reduces to ANEC in a certain limit (see e.g. [42]), holds in
the presence of a defect [43]; putting d2 ≤0 and any other sign constraint derived from such energy conditions
on even firmer ground. – 6 – For a conformal defect on Σ4, we will use a background subtraction scheme to isolate
the defect contribution to the EE. That is, our computations below will use For a conformal defect on Σ4, we will use a background subtraction scheme to isolate
the defect contribution to the EE. That is, our computations below will use 4aΣ + 2
5d2 = −R∂R (SEE[Σ] −SEE[∅]) |R→0 ,
(2.8) (2.8) where SEE[∅] is the EE computed without the defect, i.e. the EE of the vacuum of the 6d
ambient theory. Thus, combining the computation of d2 from ∆⟨Tij⟩with the result of
eq. (2.8), we can compute the defect A-type anomaly unambiguously. Unlike d2, however, there is no constraint on the sign of aΣ. Indeed, in the simple case
of a free scalar on a 5d manifold with a boundary, aΣ > 0 for Neumann (Robin) boundary
conditions, while aΣ < 0 for Dirichlet [10].8 JHEP04(2024)120 8Note we are using the conventions for the definition of the 4d defect A-type anomaly aΣ as in [9], which
differs from the defect A-type anomaly, a, in [10] by aΣ ↔−a/5760. 2.2
11d SUGRA solutions Two-charge solutions. We now briefly review the domain wall solutions in 7d N = 4
gauged SUGRA found in [13] and uplifted to 11d in [14]. The bosonic 7d gauged SUGRA
action built from the metric g, two scalars Φ1,2 and two U(1) gauge fields A1,2 takes the
following form: S = −
1
16πG(7)
N
Z
d7x
q
|g|
R −1
2|∂µΦI|2 −ˆg2V (Φ) −1
4
2
X
I=1
e⃗aI ⃗ΦF 2
I
! . (2.9) (2.9) Using ⃗a1 = (
√
2,
p
2/5), ⃗a2 = (−
√
2,
p
2/5), the potential is given by = (
√
2,
p
2/5), ⃗a2 = (−
√
2,
p
2/5), the potential is given by V = −4e−1
2 (⃗a1+⃗a2)⃗Φ −2
e
1
2 (⃗a1+2⃗α2)⃗Φ + e
1
2 (2⃗a1+⃗α2)⃗Φ
+ 1
2e2(⃗a1+⃗a2)⃗Φ . (2.10) (2.10) The domain wall solution to eq. (2.9) describing the double analytic continuation of a charged
black hole is given by ds2
7 = (yP(y))
1
5 ds2
AdS5 + y(yP(y))
1
5
4Q(y)
dy2 +
yQ(y)
(yP(y))
4
5
dz2,
(2.11) (2.11) where the polynomials P, Q are given by where the polynomials P, Q are given by P(y) = H1(y)H2(y),
(2.12a)
Q(y) = −y3 + µy2 + ˆg2
4 P(y),
(2.12b) (2.12a) (2.12b) where HI(y) = y2 + qI, I ∈{1, 2}. The gauge fields in this solution9 are given by AI =
r
1 −µ
qI
qI
HI(y) + aI
dz . (2.13) (2.13) 8Note we are using the conventions for the definition of the 4d defect A-type anomaly aΣ as in [9], which
differs from the defect A-type anomaly, a, in [10] by aΣ ↔−a/5760. f
9Note that, in general, the action in eq. (2.9) does not qualify as a consistent truncation of 11d supergravity. The 7d solutions considered here, however, are characterized by F1 ∧F2 = 0; this guarantees that their uplift
produces consistent solutions of the 11d theory [45]. – 7 – In order to find BPS solutions, SUSY forces µ = 0. For both qI ̸= 0, the solutions are
1/4-BPS, while setting one charge, say q2, to zero allows for 1/2-BPS solutions. In the
following, we will refer to the former 1/4-BPS cases as ‘two-charge solutions’ and the latter
1/2-BPS cases as ‘one-charge solutions’. The coordinate y ranges from y+, the largest root of
Q(y), to infinity. 2.2
11d SUGRA solutions To have a smooth geometry one can choose the gauge so that AI(y+) = 0
by appropriate choice of the aI. Setting ˆg = 2, the AdS5 × S1 geometry does not have a
conical deficit provided z ∈[0, 2π) (this will be assumed in the uplift to 11d). At y = y+,
the geometry either has a smooth cap or a conical deficit 2π ˆn−1
ˆn
with ˆn related to y+ by
the constraint ˆn Q′(y+) = y2
+. The conditions Q(y+) = 0 and ˆn Q′(y+) = y2
+ can be solved to determine q1 and q2
in terms of ˆn and y+ as follows JHEP04(2024)120 qI = y+
3ˆn + 1
ˆnˆg2
−y+ ± 2
ˆg
s
(1 + 3ˆn)2
4ˆg2ˆn2
−y+
,
(2.14) (2.14) where q1 and q2 are chosen with opposite signs for the square root. This has real solutions
provided 0 ≤y+ ≤y+,max with y+,max = (1 + 3ˆn)2/4ˆg2ˆn2. It will be useful later to notice
that the sum q1 + q2 is always non-negative as is evident from q1 + q2
2y+
=
3ˆn + 1
ˆnˆg2
−y+
≥
3ˆn + 1
ˆnˆg2
−y+,max
= (ˆn −1)(3ˆn + 1)
4ˆg2ˆn2
≥0. (2.15) q1 + q2
2y+
=
3ˆn + 1
ˆnˆg2
−y+
≥
3ˆn + 1
ˆnˆg2
−y+,max
= (ˆn −1)(3ˆn + 1)
4ˆg2ˆn2
≥0. 2.2
11d SUGRA solutions (A.1) is a function of the y, ψ, and ζ coordinates
and also depends on the qI’s and aI’s. Note that in eq. (A.1), we have introduced the
slightly abusive shorthand where each of the ˆf’s displayed in eq. (A.1) is a function of the y, ψ, and ζ coordinates
and also depends on the qI’s and aI’s. Note that in eq. (A.1), we have introduced the
slightly abusive shorthand sin x ≡sx ,
cos x ≡cx ,
(2.20) (2.20) in order to compactly express some of the more cumbersome expressions, and we will adopt
this notation throughout the following sections. Continuing on, the uplifted four-form field
strength can be inferred from JHEP04(2024)120 ⋆11F4
κ2
= −2( ˆH(X0 + 2(X1 + X2)) −2X2
0 + 2(X2
0 −X2
1)s2
ζ + 2(X2
0 −X2
2)c2
ψc2
ζ)Υ7
(2.21)
+
c2
ζcψsψ
2X0X2
(X2 ⋆7 dX0 −X0 ⋆7 dX2) ∧dψ + cζsζ
2X1
⋆7 dX1 ∧dζ
−
cζsζ
2X0X2
(X2s2
ψ ⋆7 dX0 + X0c2
ψ ⋆7 dX2) ∧dζ + cζsζ
4X2
1
dζ ∧(dϕ1 + 2A1) ∧⋆7dA1
−cζcψ
4X2
2
(cζsψdψ + sζcψdζ) ∧(dϕ2 + 2A2) ∧⋆7dA2 (2.21) where we have set ˆg = 2. We also defined where we have set ˆg = 2. We also defined ˆH =
X2(H2 −q2c2
ψ)c2
ζ
y2
+ X1s2
ζ . (2.22) (2.22) Electrostatic solutions. In this subsection, we review the construction of an infinite
class of ‘bubbling’ solutions to 11d SUGRA with AdS5 × S1 boundary geometries that
holographically describe 1/2-BPS co-dimension 2 defects in 6d SCFTs [14]. There is a long
history of AdS5 compactifications in 11d SUGRA and M-theory holographically dual to 4d
N = 2 SCFTs, e.g. [15, 16, 46, 47]. The class into which the solutions of [13, 14] are embedded
are a particular type of Lin-Lunin-Maldacena (LLM) ‘bubbling’ geometries [15, 16]. Recall that the general LLM solution consists of an 11d geometry with a warped product
AdS5 × S2 over M4 realized as a U(1)χ-fibration over a 3d base space B3 supported by
four-form flux. The data that specifies the solution is encoded in a function that satisfies
a non-linear Toda equation on B3, which is generically difficult to solve. However, by
imposing that B3 has an additional U(1)β isometry, the Toda equation can be cast in an
axi-symmetric form that can be solved more easily. 2.2
11d SUGRA solutions (2.15) (2.15) The 7d solutions above were uplifted in [14] using the standard ansatz for the Kaluza-
Klein (KK) reduction of 11d SUGRA on S4 [45]; namely, the 11d metric and four-form flux
are given by the 7d data as follows, The 7d solutions above were uplifted in [14] using the standard ansatz for the Kaluza-
Klein (KK) reduction of 11d SUGRA on S4 [45]; namely, the 11d metric and four-form flux
are given by the 7d data as follows, ds2
11 = ˜∆1/3ds2
7 + ˆg−2 ˜∆−2/3
"
X−1
0 dµ2
0 +
2
X
I=1
X−1
I
dµ2
I + µ2
I(dϕI + ˆgAI)2#
(2.16a)
⋆11F4 = 2ˆg
2
X
i=0
X2
i µ2
i −˜∆Xi
Υ7 + ˆg ˜∆X0Υ7 + 1
2ˆg
2
X
i=0
⋆7d ln Xi ∧d(µ2
i )
(2.16b)
+
1
2ˆg2
2
X
I=1
X−2
I d(µI)2 ∧(dϕI + ˆgAI) ∧⋆7FI (2.16a) (2.16b) here Υ7 is the 7d volume form and we defined where Υ7 is the 7d volume form and we defined X1 = (yH2(y))
2
5
H1(y)
3
5
,
X2 = (yH1(y))
2
5
H2(y)
3
5
,
X0 = (X1X2)−2 ,
˜∆=
2
X
i=0
Xiµ2
i ,
(2.17) (2.17) as well as as well as µ1 = sin ζ ,
µ2 = cos ψ cos ζ . (2.18) µ0 = sin ψ cos ζ ,
µ1 = sin ζ ,
µ2 = cos ψ cos ζ . (2.18) µ0 = sin ψ cos ζ ,
µ1 = sin ζ ,
µ2 = cos ψ cos ζ (2.18) µ0 = sin ψ cos ζ , µ0 = sin ψ cos ζ , Explicitly, the 11d metric above for the two-charge 1/4-BPS solutions can be brought
into the form Explicitly, the 11d metric above for the two-charge 1/4-BPS solutions can be brought
into the form ds2
11 = ˆf2
AdSds2
AdS5 + ˆf2
y dy2 + ˆf2
z dz2 + ˆf2
ϕidϕ2
i + ˆf2
zϕidzdϕi + ˆf2
ψdψ2 + ˆf2
ζ dζ2 + ˆfψζdψdζ
(2 ds2
11 = ˆf2
AdSds2
AdS5 + ˆf2
y dy2 + ˆf2
z dz2 + ˆf2
ϕidϕ2
i + ˆf2
zϕidzdϕi + ˆf2
ψdψ2 + ˆf2
ζ dζ2 + ˆfψζdψdζ ,
(2.19) (2.19) – 8 – where each of the ˆf’s displayed in eq. 2.2
11d SUGRA solutions . ∧dxd is the volume
form on a d-dimensional manifold M. In this notation, the coordinates {r, η, β} span B3,
κ11 = πℓ3
P /2, and where we have adopted the notation where ΥM :=
p
|gM|dx1 ∧. . . ∧dxd is the volume
form on a d-dimensional manifold M. In this notation, the coordinates {r, η, β} span B3,
κ11 = πℓ3
P /2, and V ′ ≡∂ηV,
˙V ≡r∂r(V ),
σ ≡V ′′(2 ˙V −¨V ) + ( ˙V ′)2. (2.24) (2.24) In this background, away from sources, the electrostatic potential V (r, η) satisfies ¨V (r, η) + r2V ′′(r, η) = 0,
(2.25) (2.25) subject to the boundary condition ∂rV |η=0 = 0. Exploiting the U(1)β isometry imposed
on B3, the line charge distribution ϖ(η) specifying the solution is related to the Laplace
potential V by subject to the boundary condition ∂rV |η=0 = 0. Exploiting the U(1)β isometry imposed
on B3, the line charge distribution ϖ(η) specifying the solution is related to the Laplace
potential V by ϖ(η) = lim
r→0+ ˙V (r, η). (2.26) (2.26) Given an appropriate ϖ(η), the solution to eq. (2.25) can be expressed in terms of a Green’s
function, G(r, η, η′), as Given an appropriate ϖ(η), the solution to eq. (2.25) can be expressed in terms of a Green’s
function, G(r, η, η′), as V (r, η) = −1
2
Z
dη′G(r, η, η′)ϖ(η′). (2.27) (2.27) By the symmetry of the problem, the Green’s function can be written simply using the
method of images as [14, 18] By the symmetry of the problem, the Green’s function can be written simply using the
method of images as [14, 18] G(r, η, η′) =
1
p
r2 + (η −η′)2 −
1
p
r2 + (η + η′)2 . (2.28) (2.28) The complete description of the solution to the 11d SUGRA field equations is thus given
by finding a ϖ(η) that obeys a set of necessary conditions. For a generic ϖ(η), the constraints that follow from charge conservation and regularity
(modulo Ak singularities on M4) of the full 11d geometry were given in [47]. Satisfying these
constraints determines the profile of ϖ(η) to be a continuous, convex piecewise linear function
of η with integer slope, whose slope decreases by integer values at discrete ηa. In general,
the boundary conditions and symmetry imposed on V in solving eq. 2.2
11d SUGRA solutions Further facilitating finding general
solutions to the axi-symmetric Toda equation, one can perform a Bäcklund transformation to
map to a Laplace-type equation on R3, and so the problem is turned into an ‘electrostatic’
one [6, 14, 18, 48–50]. Hence, the class of bubbling geometries reviewed below will be referred
to as ‘electrostatic solutions’ in the following sections.i In the formulation as a Laplace-type equation, finding a solution to the SUGRA equations
of motion amounts to specifying a linear charge density ϖ which determines the electrostatic
potential V . Exploiting the axial symmetry of the problem on B3, we take ϖ = ϖ(η) to
be aligned along the η-axis, i.e. the fixed point of the U(1)β rotations. The bosonic sector – 9 – of these solutions takes the form of these solutions takes the form of these solutions takes the form ds2
11 = κ
2
3
11
˙V σ
2V ′′
! 1
3
4ds2
AdS5 + 2V ′′ ˙V
σ
dΩ2
2 + 2(2 ˙V −¨V )
˙V σ
dβ +
2 ˙V ˙V ′
2 ˙V −¨V dχ
!2
(2.23a)
+ 2V ′′
˙V
dr2 +
2 ˙V
2 ˙V −¨V r2dχ2 + dη2
! ! ≡f2
AdSds2
AdS5 + fS2dΩ2
2 + f2
βdβ2 + f2
χdχ2 + f2
βχdβdχ + f2
3 (dr2 + dη2) ,
C3 = 2κ11
σ
˙V ˙V ′ −ση
dβ −2 ˙V 2V ′′dχ
∧ΥS2 ,
(2.23b) ds2
11 = κ
2
3
11
˙V σ
2V ′′
! 1
3
4ds2
AdS5 + 2V ′′ ˙V
σ
dΩ2
2 + 2(2 ˙V −¨V )
˙V σ
dβ +
2 ˙V ˙V ′
2 ˙V −¨V dχ
!2
(2.23a)
+ 2V ′′
˙V
dr2 +
2 ˙V
2 ˙V −¨V r2dχ2 + dη2
! ! (2.23a) V
V
V
! ! ≡f2
AdSds2
AdS5 + fS2dΩ2
2 + f2
βdβ2 + f2
χdχ2 + f2
βχdβdχ + f2
3 (dr2 + dη2) ,
C3 = 2κ11
σ
˙V ˙V ′ −ση
dβ −2 ˙V 2V ′′dχ
∧ΥS2 ,
(2 ≡f2
AdSds2
AdS5 + fS2dΩ2
2 + f2
βdβ2 + f2
χdχ2 + f2
βχdβdχ + f2
3 (dr2 + dη2) , C3 = 2κ11
σ
˙V ˙V ′ −ση
dβ −2 ˙V 2V ′′dχ
∧ΥS2 ,
(2.23b) (2.23b) JHEP04(2024)120 where we have adopted the notation where ΥM :=
p
|gM|dx1 ∧. . 2.2
11d SUGRA solutions (2.25) require ϖ(0) = 0. However, there are generally two cases for the behavior of ϖ as η increases. – 10 – In the first case, apart from the zero at the origin, ϖ has a zero at some value η = ηc > 0
where the internal space closes off. The geometry of the 11d SUGRA solution is then a
warped product of AdS5 over the compact internal space M6 = Cg ×M4, and holographically
describes a 4d theory that descends from the compactification of a 6d SCFT on a Riemann
surface Cg. The generic charge distribution is decomposed into n + 1 ‘regular’ intervals
with positive slope and an ‘irregular’ interval [ηn, ηc] with negative slope fixed by ratios of
four-form flux. The data associated with the kinks between the regular parts of the charge
distribution, namely a partition of N, label a regular puncture on Cg, while the data specifying
the slope of the irregular interval is mapped to an irregular puncture [18]. This construction
— reminiscent of other spindle compactifications engineering 4d SCFTs [17, 51–58] — was
argued in [18] to be the SUGRA dual to class-S constructions [19] of certain classes of
Argyres-Douglas theories [59] by analyzing anomalies and counting of Coulomb and Higgs
branch operators in the field theory. While we will not study these types of solutions further
here, we will mention some of their properties as they pertain to the results of holographic
calculations of defect anomalies. JHEP04(2024)120 The second case, relevant for our study, is where ϖ(η) has non-trivial support over the
whole range η ∈[0, ∞) [14]. Since ϖ(η) never turns around to hit the η-axis, the geometry
M6 in the 11d SUGRA solution is non-compact, and the 11d geometry can be engineered
to be asymptotically locally AdS7 × S4 where the geometry of the conformal boundary of
the AdS7 factor is AdS5 × S1. These solutions are, thus, interpreted as holographically
describing co-dimension 2 defect operators in 6d SCFTs, where the defect operator ‘lives’
at the conformal boundary of AdS5. 2.2
11d SUGRA solutions As a simple example of a line charge density that gives rise to a non-compact geometry,
it was shown in [14] that the one-charge solution reviewed in the previous subsection can be
recast in the language of the electrostatic solutions as a ϖ(η) with two segments: ϖ(η) =
1 +
1
√1−4q1
η,
η ∈
0, N
2
√1 −4q1
η + N/2,
η ∈
N
2
√1 −4q1, ∞
. (2.29) (2.29) Due to ϖ being continuous and piecewise linear, we will refer to the solution engineered by
eq. (2.29) as a ‘single kink solution’. This relation between the q2 →0 limit of the two-charge
solutions and the simple single kink line charge distribution for the electrostatic solutions will
be useful in later sections as a consistency check for our computations. We should also note
that the constraint that the change in slope of ϖ(η) is integral forces q1 = j2−1
4j2 for j ∈N. Due to ϖ being continuous and piecewise linear, we will refer to the solution engineered by
eq. (2.29) as a ‘single kink solution’. This relation between the q2 →0 limit of the two-charge
solutions and the simple single kink line charge distribution for the electrostatic solutions will
be useful in later sections as a consistency check for our computations. We should also note
that the constraint that the change in slope of ϖ(η) is integral forces q1 = j2−1
4j2 for j ∈N. j
Generalizing beyond the single kink solutions, the constraints on ϖ(η) realizing a defect
solution allow for a generic n-kink charge profile. Since ϖ(η) is piecewise linear, its behavior
on the ath interval, where η ∈[ηa, ηa+1] and a ∈{0, 1, . . . , n}, can be written as [6, 14] ϖa(η) =
1 +
n
X
b=a+1
kb
η +
a
X
b=1
ηbkb
(2.30)
≡pa+1η + δa+1, (2.30) ≡pa+1η + δa+1, where in the second line we have introduced a convenient short hand for the slope pa+1 and
intercept δa+1 of the line continued from the ath segment. From the boundary condition
ϖ(0) = 0 it is understood that η0 = 0, and due to the semi-infinite domain of support
we take ηn+1 →∞. – 11 – η
η1
η2
ηn
ϖ(η)
. . . N/2
. . . 2.2
11d SUGRA solutions kn
k2
ηn
η2
k1
η1 η
η1
η2
ηn
ϖ(η)
. . . N/2
. . . kn
k2
ηn
η2
k1
η1
Figure 1
Figure 1. (Left) A generic line charge distribution ϖ(η), with n kinks at positions ηa along the axis
of cylindrical symmetry, specifying a solution to the axially symmetric Laplace equation in R3. The
AdS7 × S4 vacuum corresponds to the single-kink (n = 1) charge distribution with k1 = 1; the location
of the kink is then given by η1 = N/2. (Right) The Young Tableau corresponding to the partition
N = 2 Pn
a=1 kaηa = Pn
a=1 Na. The height and width of the a-th block are given by the location
ηa ∈Z and slope change ka ∈Z of the a-th kink in ϖ(η), respectively. The AdS7 × S4 vacuum is
associated to the 1 of su(N) determined by n = k1 = 1 and η1 = N/2. . . . kn
k2
ηn
η2
k1
η1 JHEP04(2024)120 Figure 1
Figure 1. (Left) A generic line charge distribution ϖ(η), with n kinks at positions ηa along the axis
of cylindrical symmetry, specifying a solution to the axially symmetric Laplace equation in R3. The
AdS7 × S4 vacuum corresponds to the single-kink (n = 1) charge distribution with k1 = 1; the location
of the kink is then given by η1 = N/2. (Right) The Young Tableau corresponding to the partition
N = 2 Pn
a=1 kaηa = Pn
a=1 Na. The height and width of the a-th block are given by the location
ηa ∈Z and slope change ka ∈Z of the a-th kink in ϖ(η), respectively. The AdS7 × S4 vacuum is
associated to the 1 of su(N) determined by n = k1 = 1 and η1 = N/2. As a simple visualization of an arbitrary distribution, see the left side of figure 1. Note
that from the constraint following from the quantization of four-form flux N = 2 Pn
a=1 ηaka
along with the quantization of the ηa and their ordering along the η-axis (0 < . . . < ηa <
ηa+1 < . . . 2.2
11d SUGRA solutions < ηn), there is a natural interpretation of the data (ηa, ka) specifying the charge
distribution as a Young diagram, which is displayed on the right side of figure 1.i 1
In the language of the field theory description, the Young diagram corresponding to
the specific ϖ(η) is in correspondence to both the Lie algebra homomorphism ϑ : sl(2) →g
and to the choice of Levi subalgebra l of the AN−1 gauge algebra. Furthermore, the slope
change ka ∈Z between the (a −1)th and ath intervals corresponds to the monopole charge
at the R4/Zka orbifold point located at (r, η) = (0, ηa) in the internal manifold. These
points are the holographic realization of the non-Abelian summands su(ka) of the global
symmetry algebra [47].i Lastly, for use in future computations, it will be convenient to define the ‘moments’
of the potential as in [14] mj =
n
X
a=1
(pa −pa+1)ηj
a =
n
X
a=1
kaηj
a. (2.31) (2.31) For most of the following, we will only need the first and third moments For most of the following, we will only need the first and third moments m1 = N
2
and
m3 =
X
a
N3
a
8k2a
(2.32) (2.32) respectively. 11Note that the differences in sign are due the fact that we are using the convention that, in units of L2d,
the scalar curvature R < 0 for a space of constant “negative curvature”; whereas the authors of [60] use the
opposite convention, R > 0. 10Our index conventions in this section are that µ, ν, . . . are AdS7 indices, a, b, . . . are S4 indices, and i, j, . . .
are 6d indices on the conformal boundary of AdS7.f 3
Holographic stress-energy tensor one-point function In this section, we will compute the contribution of a co-dimension 2 defect to the one-point
function of the stress-energy tensor of the ambient 6d SCFT. To do so, we will reduce the – 12 – 11d SUGRA backgrounds described in the previous section on the internal S4 and employ the
holographic renormalization methods of [60]. In their original formulation, these methods are
meant to apply to asymptotically AdS solutions of pure Einstein-Hilbert gravity; therefore,
we must ensure that the presence of the four-form flux in the dimensionally reduced M-theory
solutions does not necessitate a modification of those methods. In both two-charge and
electrostatic solutions, we will show that the field strength decays sufficiently fast as the
conformal boundary of AdS7 is approached so that it produces a vanishing contribution to
the field equations on the boundary. Following the general procedure in [60], we begin by recasting the 11d metric as a
perturbation h11 about the AdS7 × S4 vacuum: JHEP04(2024)120 ds2
11 = gAdS7×S4 + h11. (3.1) (3.1) Dimensionally reducing on the internal S4 then leads to the 7d line element Dimensionally reducing on the internal S4 then leads to the 7d line element Dimensionally reducing on the internal S4 then leads to the 7d line element ds2
7 =
1 + ¯ς
5
gAdS7 + ¯h7,
(3.2)il (3.2) where gAdS7 is the metric on AdS7, the 7d field h7 captures the fluctuations about the AdS7
geometry, and ς is the trace of the fluctuations in the internal manifold. Bars indicate zero
modes on the internal space; for instance,10 where gAdS7 is the metric on AdS7, the 7d field h7 captures the fluctuations about the AdS7
geometry, and ς is the trace of the fluctuations in the internal manifold. Bars indicate zero
modes on the internal space; for instance,10 ¯ς = 3
4
Z
S4
√gS4 habg(0)
ab . (3.3)f (3.3) Mapping the 7d line element into Fefferman-Graham (FG) gauge, ds2
7 = L2
u2
du2 + g
,
(3.4) (3.4) metric g admits the power series expansion where the 6d metric g admits the power series expansion where the 6d metric g admits the power series expansion 12
g = g(0) + g(2)u2 + g(4)u4 + g(6)u6 + h(6)u6 log u2 + . . . 3.1
Two-charge solutions In this subsection, we will focus on the 11d uplift of the two-charge solutions described
in section 2.2 and compute ⟨Tij⟩with the methods described above. In order to isolate
the contributions from the holographic dual to the defect, we will employ a background
subtraction scheme where we remove the contributions from vacuum AdS7 × S4. Before jumping in to the computation of ⟨Tij⟩, we need to carefully check that we
can properly utilize our chosen holographic renormalization scheme. One of the crucial
assumptions in the construction of eq. (3.6a) is that Einstein’s equations near the boundary
of the dimensionally reduced AdS7 geometry are not modified by contributions coming from
non-trivial fluxes, such as the four-form curvature F4. So, we must be careful to make sure
that in the asymptotic small u region, the components of the variation of the FMNPQF MNPQ
part of the 11d SUGRA action involving AdS7 directions fall off sufficiently fast so as to
not modify the boundary equations of motion.fif JHEP04(2024)120 For the solutions in eqs. (2.19) and (2.21), it suffices to show the fall-off conditions for
the single charge case. Setting q2 →0 and a2 →0, transforming ϕI →φI −2aIz, and
mapping to FG gauge as in appendix A.1, a quick computation shows the small u behavior
to be (up to overall numerical prefactors) F MNP
a
FbMNP ∼c2
θgab + . . . ,
F MNP
φ1
Fφ1MNP ∼s2
θ + . . . ,
F MNP
θ
FθMNP ∼1 + . . . ,
F MNP
z
FzMNP ∼q2
1(13 −5c2θ)u8 + . . . ,
F MNP
z
Fφ1MNP ∼q1s2
θu4 + . . . ,
F MNP
y
FyMNP ∼q2
1s2
2θu12 + . . . , where gab are components along the S2 ⊂S4 and the AdS5 components of the variation
vanish. From the zz- and zφ1-components of the variation of F 2
4 , we can see that the
contributions to the boundary equations of motion dies at worst as u4 as u →0. The analysis
of the two-charge solution follows similarly, and so we can proceed using eq. (3.6a) without
modification. 3
Holographic stress-energy tensor one-point function ,
(3.5) (3.5) the 6d stress-energy tensor one-point function can be computed the 6d stress-energy tensor one-point function can be computed ⟨Tij⟩dxidxj =
3L5
8πG(7)
N
g(6) −A(6) + S
24
(3.6a)
= N3
4π3
g(6) −A(6) + S
24
,
(3.6b) (3.6a) (3.6b) where A(6) and S are rank-2 tensors built out of g(0), and in the second line we have used
the holographic map to field theory quantities 1
G(7)
N
= vol(S4)
G(11)
N
,
G(11)
N
= 24π7ℓ9
P ,
L3 = πNℓ3
P ,
vol(S4) = L4π2
6
. (3.7) (3.7) Note that in our conventions the internal S4 has curvature scale L2/4. Explicit expressions
for A(6) and S are provided in [60].11 Once the appropriate vacuum subtraction is performed,
the defect contribution to hT , and therefore to d2, can be extracted via eq. (2.3) and eq. (2.5). 11Note that the differences in sign are due the fact that we are using the convention that, in units of L2d,
the scalar curvature R < 0 for a space of constant “negative curvature”; whereas the authors of [60] use the
opposite convention, R > 0. – 13 – 3.1
Two-charge solutions Allowing for q2 ̸= 0 modifies the variation of FMNPQF MNPQ but crucially
does not introduce any leading terms in the small u expansion.fi Now that we have established that the variation of F 2
4 decays sufficiently fast near the
AdS7 boundary, we can proceed using the logic of [60] recapped above to compute ⟨Tij⟩. To
do so, we first map eq. (2.19) to FG gauge as in eq. (A.4), which we reproduce here for clarity ds2
FG = L2
u2 (du2 + ˆαAdSds2
AdS5 + ˆαzdz2) + L2s2
θ ˆαzφ1dzdφ1 + L2c2
ℵc2
θ ˆαzφ2dzdφ2
+ L2
4 (ˆαθdθ2 + s2
θ ˆαφ1dφ2
1 + c2
θ(ˆαℵdℵ2 + c2
ℵˆαφ2dφ2
2) + ˆαθℵdθdℵ). The ˆα metric functions are given in eq. (A.6). In order to put the dimensionally reduced
metric in the form of eq. (3.2), we then write ds2
FG as a fluctuation around AdS7 × S4 The ˆα metric functions are given in eq. (A.6). In order to put the dimensionally reduced
metric in the form of eq. (3.2), we then write ds2
FG as a fluctuation around AdS7 × S4 ds2 = (g(0)
µν + hµν)dxµdxν
(3.8) ds2 = (g(0)
µν + hµν)dxµdxν (3.8) – 14 – where g(0)
µν dxµdxν = L2du2
u2
+ L2
u2
1 + u2
2 + u4
16
! ds2
AdS5 +
1 −u2
2 + u4
16
! dz2
! + L2
4 dΩ2
4. (3 (3.9) Using the expressions in eq. (A.6), we can compute the zero modes of the fluctuations
around the AdS7 directions Using the expressions in eq. (A.6), we can compute the zero modes of the fluctuations
around the AdS7 directions ¯h7 = −2L2(q1 + q2)
15
u4(ds2
AdS5 −5dz2). (3.10) (3.10) JHEP04(2024)120 Similarly, the trace fluctuations on the S4 are found to be Similarly, the trace fluctuations on the S4 are found to be ς = 10q2c2ℵc2
θ + 5(q2 −2q1)c2ℵ+ 2q1 −3q2
8
u4 + . . . . (3.11) (3.11) Integrating the internal space fluctuations over the S4 gives ¯ς = 0. The vanishing of the zero
modes of the trace fluctuations means that the dimensionally reduced metric is already in
FG form. The resulting stress-energy tensor one-point function is ⟨Tij⟩dxidxj =
N3
192π3
1 −32
5 (q1 + q2)
ds2
AdS5 −5dz2
. (3.12) (3.12) As it stands, eq. 12This subtlety can be seen in familiar cases like in choosing Neumann/Robin or Dirichlet conditions
for scalar fields in the presence of a boundary [61] or magnetic (‘t Hooft) line operators in gauge theories,
see e.g. [2], as well as in more exotic contexts such as surface operators in ambient theories with unusual
deformations [62]. 3.1
Two-charge solutions (3.12) contains information associated with the holographic description
of the physics of both the ambient and defect theories, and hence, the universal divergences
that it contains are ambiguous. A commonly method used to isolate quantities associated
with the defect degrees of freedom is the so-called vacuum (or background) subtraction
scheme. In short, this scheme involves using a SUGRA solution that is holographically
dual to the theory without a defect — or, in some sense, containing a “trivial” defect. A
crucial part of this construction is that the vacuum used to regulate the theory and remove
the contributions sourced by ambient degrees of freedom must have the same asymptotic
behavior in the UV as the original, unregulated SUGRA solution. For our purposes in both
the immediate case of the two-charge solution and in the electrostatic solutions below, the
holographic description of the large N limit of ambient theory — the 6d AN−1 N = (2, 0)
SCFT with no defect insertions — is well known to be simply Ads7 × S4, which can be
obtained from the two-charge solution by taking the qI →0 limit. We will use this limit
to compute ⟨T (vac)
ij
⟩, which will be subtracted from eq. (3.12) to obtain the change in the
stress-energy tensor one-point function due to the presence of the defect. Before proceeding, we note that there are limitations to using vacuum subtraction that,
while not affecting any of the computations below, are nonetheless important to keep in
mind. As is alluded to above, in general it may not always be obvious how to correctly
choose the background to be removed, as the notion of a “defect” is not always well-defined.12
Furthermore, it is not clear that background subtraction is a justifiable scheme for computing 12This subtlety can be seen in familiar cases like in choosing Neumann/Robin or Dirichlet conditions
for scalar fields in the presence of a boundary [61] or magnetic (‘t Hooft) line operators in gauge theories,
see e.g. [2], as well as in more exotic contexts such as surface operators in ambient theories with unusual
deformations [62]. – 15 – non-universal quantities due to a lack of a systematic way to account for finite counterterms. However, for the log-divergent quantities that we compute in this work, such subtleties
can be ignored. 3.1
Two-charge solutions A more precise, alternative method for holographically computing defect
quantities would involve generalizing the standard tools in holographic renormalization, but
as of yet, correctly identifying a set of suitable covariant counterterms for holography with
AdS submanifolds remains an open problem. With an understanding of the utility of the background subtraction scheme in hand, we can
now compute ⟨T (vac)
ij
⟩computed using vacuum AdS7×S4, which we obtain by taking qI →0 in
eq. (3.10). This limit kills the fluctuations and gives the exact AdS7 metric upon dimensional
reduction, as expected. So, taking qI →0 in eq. (3.12) yields the vacuum 1-pt function JHEP04(2024)120 ⟨T (vac)
ij
⟩dxidxj =
N3
192π3
ds2
AdS5 −5dz2
. (3.13) (3.13) Subtracting this vacuum contribution from eq. (3.12) computes the change in the stress-
energy tensor one-point function due to the introduction of the holographic dual to the
field theory defect: ∆⟨Tij⟩dxidxj = −N3(q1 + q2)
30π3
(ds2
AdS5 −5dz2),
(3.14) (3.14) which recovers the results in [13] up to subtraction of the contribution from the AdS7 × S4
vacuum. Using eq. (2.3) we arrive at hT = N3(q1 + q2)
30π3
(3.15) (3.15) Thus, one of the B-type anomaly coefficients for 1/4-BPS co-dimension 2 operators in a 6d
N = (2, 0) AN−1 SCFT holographically described by the two-charge solutions is found to be d2 = −1
6N3(q1 + q2). (3.16) (3.16) Recall that in eq. (2.15), we found that the linear combination q1 + q2 ≥0 for all
ˆn. Further, we know that eq. (2.6) implies d2 ≤0, and so all of the two-charge solutions
studied in [13, 14] are consistent with the defect ANEC. In figure 2, we reproduce the curves
for solutions obeying eq. (2.15) as appear in [13, 14] together with the region excluded by
consistency with defect ANEC. We see that, indeed, all of the ˆn = 1, 2, 3 solutions lie above
the line q1 + q2 ≥0 with only ˆn = 1 saturating the bound at q1 = q2 = 0. 3.2
Electrostatic solutions So, – 17 – in the u →0 limit, there are no surviving contributions to the equations of motion in the
dimensionally reduced geometry coming from the variation of the F 2
4 term.l in the u →0 limit, there are no surviving contributions to the equations of motion in the
dimensionally reduced geometry coming from the variation of the F 2
4 term.l We can now proceed with [60]. First, we rewrite the metric in eq. (A.16) as fluctuations
around AdS7 × S4. The perturbation away from AdS7 × S4 takes the form h11 = L2
u2
αAdS −1 −u2
2 −u4
16
! ds2
AdS5 + L2
u2
αz −1 + u2
2 −u4
16
! dz2
+ L2
4 (αθ −1)dθ2 + L2s2
θ
4
(αφ −1)dφ2 + L2c2
θ
4
(αS2 −1)dΩ2
2 + L2s2
θαzφdzdφ. (3.18) (3.18) Fixing χ = −z −φ and β = 2z + φ, we can compute the zero modes for the AdS7 part
of the fluctuations, JHEP04(2024)120 JHEP04(2024)120 ¯h7 = L2 m3 −m3
1
30m3
1
u4ds2
AdS5 + L2 m3
1 −m3
6m3
1
u4dz2 + . . . . (3.19) (3.19) The trace S4 fluctuations are found to be The trace S4 fluctuations are found to be The trace S4 fluctuations are found to be ς = (1 −5c2θ)m3
1 −m3
16m3
1
u4 −11(1 −5c2θ)m3
1 −m3
216m3
1
u6 + . . . . (3.20) (3.20) Integrating ς over the S4, we find the zero modes ¯ς = 0. The reduced geometry g7 =
1 + ¯ς
5
g(0) + ¯h7
(3.21) (3.21) is thus already in FG form. So, the dimensionally reduced metric is ds2
7 =L2
u2
"
du2 +
1 + u2
2 + u4
16 + (m3 −m3
1)u6
30m3
1
! ds2
AdS5
+
1 −u2
2 + u4
16 + (m3
1 −m3)u6
6m3
1
! dz2
#
,
(3.22) (3.22) where we have suppressed higher powers of u. From this expression for ds2
7, we can easily
read off g(0), g(2), g(4), and g(6). Note if we take n = 1 and k1 = 1, then m3 = m3
1 = N3/8,
and so in this limit, eq. (3.22) reduces to the exact AdS7 metric, which is expected from
eqs. (2.23a), (2.25), and (2.30).i where we have suppressed higher powers of u. 3.2
Electrostatic solutions Prior to approaching the holographic computation of ∆⟨Tij⟩for the electrostatic solutions
using the methods outlined above, we again must verify that the boundary equations of motion
in the dimensionally reduced geometry are unmodified by the four-form flux. From eq. (2.23b),
we can compute F4. For brevity, we will immediately define r = ϱcω and η = ϱsω to map
eq. (2.23b) into (ϱ, ω) coordinates on the internal space and adopt (z, φ) using eq. (A.14) as – 16 – Figure 2. The solutions to the constraint in eq. (2.15) for ˆn = 1 (red), ˆn = 2 (blue), and ˆn = 3 (green)
on the (q1, q2) plane, reproduced from [13, 14]. The shaded regions correspond to the two-charge
configurations for which Q(y) = 0 admits no real solutions (region I) or which violate the defect ANEC
(region II). JHEP04(2024)120 Figure 2. The solutions to the constraint in eq. (2.15) for ˆn = 1 (red), ˆn = 2 (blue), and ˆn = 3 (green)
on the (q1, q2) plane, reproduced from [13, 14]. The shaded regions correspond to the two-charge
configurations for which Q(y) = 0 admits no real solutions (region I) or which violate the defect ANEC
(region II). our angular coordinates and compute the large ϱ expansion to leading order in each component F4
2κ11
=
"
c2
ωs3
ω
5m3 −2m3
1
ϱ3
dϱ ∧dz + 3cωs2
ωm1dω ∧dz
(3.17)
+ s3
ω
4(m3 −m3
1)
ϱ3
dϱ ∧dφ + cωs2
ω
6(m3
1 −m3)
ϱ2
dω ∧dφ
#
∧vol(S2) + . . . (3.17) where we have fixed Cz = −2 following the discussion in appendix A.2.f Now, we can check the fall off of the contribution of the variation of F 2
4 to the equations
of motion. Keeping Cz = −2 fixed and transforming into FG gauge, we find the leading
behavior in the small-u expansion (up to numerical factors) FuMNP FuMNP ∼s2
2θ(m3
1 −m3)2u6 + . . . ,
FzMNP FzMNP ∼(13 −5c2θ)(m3
1 −m3)2u8 + . . . ,
FφMNP FzMNP ∼(m3
1 −m3)s2
θu4 + . . . ,
FaMNP FbMNP ∼gS4 + . . . , where a, b are indices for S4 coordinates {θ, φ, S2}, gS4 is the metric on the unit S4 in S1 × S2
coordinatization. Note that the variations in the AdS5 directions vanish identically. 3.2
Electrostatic solutions From this expression for ds2
7, we can easily
read off g(0), g(2), g(4), and g(6). Note if we take n = 1 and k1 = 1, then m3 = m3
1 = N3/8,
and so in this limit, eq. (3.22) reduces to the exact AdS7 metric, which is expected from
eqs. (2.23a), (2.25), and (2.30).i Proceeding with the computation in the same way as the previous subsection, we find
that the holographic stress-energy tensor one-point-function takes the form ⟨Tij⟩dxidxj = −N3(3m3
1 −8m3)
960π3m3
1
ds2
AdS5 −5dz2
. (3.23) (3.23) Regulating this result by subtracting the AdS7 × S4 vacuum contribution ⟨T (vac)
ij
⟩in eq. (3.13)
produces ∆⟨Tij⟩dxidxj = −N3(m3
1 −m3)
120π3m3
1
ds2
AdS5 −5dz2
. (3.24) (3.24) – 18 – – 18 – As a quick check, computing the trace of eq. (3.24) gives ∆
T ii
= 0 as expected due to
defect conformal symmetry. Comparing eq. (3.24) to eq. (2.3), we find As a quick check, computing the trace of eq. (3.24) gives ∆
T ii
= 0 as expected due to
defect conformal symmetry. Comparing eq. (3.24) to eq. (2.3), we find hT = m3
1 −m3
15π3
. (3.25) (3.25) We can thus read off the defect Weyl anomaly coefficient d2 from eq. (2.5): We can thus read off the defect Weyl anomaly coefficient d2 from eq. (2.5): d2 = −m3
1 −m3
3
(3.26a)
= −1
24
N3 −
X
a
N3
a
k2a
! ,
(3.26b) (3.26a) (3.26b) JHEP04(2024)120 where in the second line we have rewritten d2 in terms of the parameters Na and ka which
are more suitable for comparison to field theory. For any partition of N = P
a Na, it is clear
that d2 ≤0. The upper bound d2 = 0 is only saturated in the vacuum case n = 1, k1 = 1
where there is no defect. There is a non-trivial consistency check on the value of d2 in the n = 1 case. As
mentioned above, the 11d uplift of the 1/2-BPS one-charge solutions is related to the single-
kink electrostatic solutions by setting n = 1 and k1 = 1/√1 −4q1. Plugging these values into
eq. (3.26b) results in d2 = −N3q1/6. Checking this against the one-charge solutions found by
taking q2 →0 in eq. (3.16), we also find d2 = −N3q1/6. 3.2
Electrostatic solutions Thus, the values of d2 computed in
the two-charge and n-kink electrostatic solutions are consistent in this limit. 4
Defect sphere EE and the defect A-type anomaly In the following subsections we will use the techniques developed in [63, 64] to holographically
compute the defect contribution to the EE of a spherical region in the dual 6d AN−1 N = (2, 0)
SCFT at large N for both the 1/4-BPS two-charge and 1/2-BPS electrostatic co-dimension
2 defects. Leveraging the results of the previous section and eqs. (2.7) and (2.8), we will
be able to compute the defect A-type anomaly aΣ.l To facilitate the discussion below, let us briefly review some of the relevant background
concepts for defect EE. We will restrict our discussion here to the holographic duals to
6d (D)SCFTs. To start, we will need the Ryu-Takayanagi (RT) formula for holographic EE [65–67],
which we write agnostic to the presence of a defect as SEE = Amin
4GN
. (4.1) (4.1) The quantity Amin is the area of the extremal surface that minimizes the bulk area functional
subject to the condition that the surface anchored at the conformal boundary of AdS7 is
homologous to the entangling region in the dual theory. For our computations below, we
take the entangling region in the 6d SCFT at a fixed time slice to be a Euclidean 5-ball
B = B5 ,→R5 of radius R. When we consider the theory deformed by a flat embedding of a
Lorentzian defect on Σ = R1,3, we will take the defect to be co-original with the entangling
surface such that ∂B ∩Σ = S2 sitting along the equator of ∂B. – 19 – By including a defect in the field theory, there are subtleties that arise in directly applying
eq. (2.7). On the field theory side, SEE will now have short-distance divergences near ∂B
due to highly entangled UV modes in both ambient and defect localized theories. In the
holographic description, one needs to adopt a suitable regularization scheme that isolates the
defect contribution to SEE; we will use a background subtraction scheme (SEE[Σ] −SEE[∅])
akin to the one used in computing the holographic stress-energy tensor one-point function. One further complication in the holographic computation is the fact that the FG expansion
is generally not globally defined, and so one must be careful to find the asymptotic form of
the map to FG gauge in order to define the UV cutoff slice at fixed AdS7 radius Λ ≫L. 4
Defect sphere EE and the defect A-type anomaly A
general formula for finding the asymptotic form of the FG transformation and cutoff slice
was found in [64], which we will use in the computations below. JHEP04(2024)120 Since we are considering a spherical entangling region, the solution for Amin takes a
particularly simple form; even in the presence of a defect. It was shown in [63] that for a
bulk geometry realizing the defect symmetry group SO(2, d) × SO(d −d), the relative warp
factors of the AdSd+1 and Sd−d−1 spaces are largely immaterial, and the logic of [68] can
be generalized to prove eq. (2.7) for these backgrounds. In the process, the authors of [63]
proved that for the holographic defect spherical EE the surface Amin is simply a hemispherical
region extending into the bulk anchored at B. For the 11d backgrounds corresponding to
both the two-charge and electrostatic solutions that we consider, if we write the line element
on the AdS5 in the form ds2
AdS5 = 1
w2 (dw2 −dt2 + dr2
∥+ r2
∥dΩ2
2) ,
(4.2) (4.2) then Amin is the surface w2 + r2
∥= R2. We will exploit the simplicity of the minimal surface
to great effect in the subsequent computations. 4.1
Two-charge solutions To begin computing the defect spherical EE for the two-charge solutions, we need to express
the area functional A in terms of the metric functions, ˆf in eq. (2.19) with the AdS5 factor
written as in eq. (4.2). Evaluating on the extremal surface r2
∥+ w2 = R2, we regularize
the w integration by introducing a UV cutoff ϵw ≪1 and performing the integral over the
angular coordinates ϕ1, ϕ2 and z to obtain Amin[Σ] = 8π4L9R
Z ∞
ϵw
dw
√
R2 −w2
w3
I = 4π4
R2
ϵ2w
−log 2R
ϵw
+ . . . ! I ,
(4.3) (4.3) where we have defined the remaining integral I ≡
Z
dψdζ
Z Λy(ϵu,ψ,ζ)
y+
dy ˆf3
AdSfy
q
(4 ˆf2
ψ ˆf2
ζ −ˆf4
ψζ)( ˆf2
ϕ1 ˆf4
zϕ2+ ˆf2
ϕ2 ˆf4
zϕ1−4 ˆf2
ϕ1 ˆf2
ϕ2 ˆf2z ). (4 ζ)
dy ˆf3
AdSfy
q
(4 ˆf2
ψ ˆf2
ζ −ˆf4
ψζ)( ˆf2
ϕ1 ˆf4
zϕ2+ ˆf2
ϕ2 ˆf4
zϕ1−4 ˆf2
ϕ1 ˆf2
ϕ2 ˆf2z ). (4.4) (4.4) Despite the initially complicated appearance of the integrand upon substituting the form of
the metric functions in eq. (A.1), we find after a bit of algebra that the remaining integral
drastically simplifies to I = 1
8
Z
dψ dζ cψc2
ζsζ
Z Λy(ϵu,ψ,ζ)
y+
dy y. (4.5) (4.5) – 20 – – 20 – Using the double-cutoff prescription to compute I as in [64, 69], we first map the radial
coordinate y to the FG coordinate u leaving the remaining angular coordinates ψ and ζ in
their original frame. We then impose a cutoff ϵu ≪1, which induces a cutoff in large y,
Λy(ϵu, ψ, ζ). Recalling the asymptotic FG map in appendix A.1 used in the previous section
and recasting the FG angular coordinates ℵ, θ in terms of ψ, ζ, we find that Λy(ϵu, ψ, ζ) = 1
ϵ2u
+ 1
2 +
3 −10q1 −9q2 −2q2c2ψc2
ζ + (2q1 −q2)c2ζ
48
ϵ2
u + . . . . (4.6) (4.6) Evaluating the integral I with this cutoff is straightforward, yielding JHEP04(2024)120 I =
1
24ϵ4u
+
1
24ϵ2u
+
1
960(15 −16(q1 + q2) −40y2
+) + . . . (4.7) (4.7) In order to find the contributions coming from the defect, we must regulate the ϵu
divergences present in Amin. 4.1
Two-charge solutions In order to do so, we employ the same vacuum subtraction
scheme as was used in computing ∆⟨Tij⟩above. For the two-charge solution, the vacuum is
obtained by setting q1 = q2 = 0 and a1 = a2 = 0, which sets y(vac)
+
= 1. Recomputing Amin[∅]
for the vacuum solution and subtracting it from Amin[Σ], the regulated area functional gives Amin[Σ] −Amin[∅] = −π4L9
30 (2q1 + 2q2 + 5(y2
+ −1))
R2
ϵ2w
−log 2R
ϵw
+ . . . ! ,
(4.8) (4.8) free from ϵu divergences. In order to compute aΣ for the defect theory, we insert eq. (4.8) in eq. (4.1). Mapping
to field theory quantities by L3 = 4πNℓ3
P and GN = 24π7ℓ9
P , we can read off the coefficient
of the universal part of the defect sphere EE from eq. (4.1) −R∂R(SEE[Σ] −SEE[∅])|R→0 = −N3
30 (2(q1 + q2) + 5(y2
+ −1)). (4.9) (4.9) Hence, using d2 = −N3
6 (q1 + q2) derived above in eq. (2.8) we find g d2 = −N3
6 (q1 + q2) derived above in eq. (2.8) we find aΣ = N3
24 (1 −y2
+). (4.10) (4.10) One interesting consequence of this computation is that one can show that A-type
anomaly of the general two-charge solution must satisfy aΣ ≥0. To see this more clearly,
recall from eq. (2.15) that y+ ≤3ˆn + 1
4ˆn
≤1. (4.11) (4.11) The second inequality follows from ˆn ∈N, and so the upper bound is saturated only for
ˆn = 1. Thus, for all consistent two-charge solutions, aΣ ≥0. 4.2
Electrostatic solutions Continuing with the logic used in the previous subsection, we now turn our attention to the
electrostatic solutions. Our starting point for the computation is in transforming the metric
in eq. (2.23a) using eq. (A.14) and reading off the metric functions. Since only Cz = −2 – 21 – gives an asymptotic form for the metric suitable for mapping into FG gauge, we fix the
transformation χ = −z −φ and β = 2z + φ and arrive at gives an asymptotic form for the metric suitable for mapping into FG gauge, we fix the
transformation χ = −z −φ and β = 2z + φ and arrive at ds2
11 = f2
AdSds2
AdS5 + fS2dΩ2
2 + f2
z dz2 + f2
φdφ2 + f2
zφdzdφ + f2
ϱdϱ2 + f2
ωdω2. (4.12) (4.12) We will also write the AdS5 line element as in eq. (4.2). We will also write the AdS5 line element as in eq. (4.2). Plugging in the expression for the minimal surface, r2
∥+w2 = R2, into the area functional,
we first integrate over the two S2 factors as well as the angular coordinates z ∈[0, 2π] and
φ ∈[0, 2π], which yields Amin[Σ] = 32π4R
Z
dw
√
R2 −w2
w3
I[Σ] ,
(4.13) JHEP04(2024)120 JHEP04(2024)120 (4.13) where I[Σ] ≡
Z π/2
0
dω
Z Λϱ(ϵu,ω)
0
f3
AdSf2
S2fωfϱ
q
4f2z f2φ −f4zφ . (4.14) (4.14) Note that we have introduced the large ϱ cutoff, Λϱ, that was induced by the small u cutoff
in FG gauge ϵu: Λϱ(ϵu, ω) = 2m1
ϵ2u
+ 2m3
1s2
ω −(1 + 5c2ω)m3
48m2
1
ϵ2
u + s2
ω
m3 −m3
1
36m2
1
ϵ4
u + . . . . (4.15) (4.15) Since the metric functions f are independent of w, the w integral can be performed over
[ϵw, ∞), where ϵw ≪1, Amin[Σ] = 16π4
R2
ϵ2w
−log 2R
ϵw
+ O(ϵ0
w)
! I[Σ] . (4.16) (4.16) Using the expressions for the metric functions in eq. (2.23a) in terms of the potential,
we find that I can be expressed as a total derivative. To see this more clearly, we note
that in (ϱ, ω) coordinates I[Σ] = 64κ3
11
Z π/2
0
dω
Z Λϱ(ϵu,ω)
0
dϱ ϱ2cω ˙V V ′′ . 4.2
Electrostatic solutions (4.17) (4.17) Switching to (r, η) coordinates and using the Laplace equation ¨V = −r2V ′′, we arrive a I[Σ] = −32κ3
11
Z Λη
0
dη
Z Λr
0
dr ∂r ˙V 2 ,
(4.18) (4.18) where we have mapped the asymptotic cutoff in ϱ back to the (r, η) frame, Λr = Λϱ(ϵu, ω)cω ,
Λη = Λϱ(ϵu, ω)sω . (4.19) (4.19) The remaining integral in I is identical to the one found in computing the central charge
for the compact electrostatic solutions in [18] and again in [14]. For clarity, let us analyze I
in detail here. We can integrate the total derivative in eq. (4.18) and find that the surviving
contributions come from the boundary of the region in the ϱ−ω quarter-plane spanned by the
η-axis at ω = π/2 and the contour at fixed ϱ = Λϱ between ω = 0 and ω = π/2. The integral – 22 – along the η-axis can be decomposed into the regions of η ∈[0, ηn] and η ∈[ηn, Λϱ(ϵu, π/2)];
in the latter region, the line charge density takes the form λ(η) = η + m1. In all, along the η-axis can be decomposed into the regions of η ∈[0, ηn] and η ∈[ηn, Λϱ(ϵu, π/2)];
in the latter region, the line charge density takes the form λ(η) = η + m1. In all, I[Σ]
32κ3
11
=
Z ηn
0
dηϖ(η)2
|
{z
}
I1
+
Z Λϱ(ϵu,π/2)
ηn
dη(η + m1)2
|
{z
}
I2
−
Z ω=π/2
ω=0
˙V 2
Λrd(Λρ(ϵu, ω))
|
{z
}
I3
,
(4.20) (4.20) where ˙V 2
Λ in I3 is held at fixed r = Λr in the integration over ω. where ˙V 2
Λ in I3 is held at fixed r = Λr in the integration over ω. Λr
Let’s take each of the I’s individually, starting with I2. Performing the integral is trivial
and leads to the small ϵu expansion JHEP04(2024)120 I2 = 8m2
1
3ϵ6u
+ 4m3
1
ϵ4u
+ 13m3
1+2m3
6ϵ2u
+ 8m3+m3
1−18m2
1ηn−18m1η2
n−6η3
n
18
+... . (4.21) (4.21) The integral I3 can also be easily taken. First, we expand the integrand using the large ϱ
expansions of the potential in eq. (A.10). Then after computing dΛr(ϵu, ω), we expand in
small ϵu and integrate term-by-term in ω ∈[0, π/2], which gives The integral I3 can also be easily taken. 4.2
Electrostatic solutions (4.26) (4.26) – 23 – – 23 – We then arrive at the expression for the regulated I: We then arrive at the expression for the regulated I: I[Σ] −I[∅]
32κ3
11
= 2m3 + 13m3
1
15
+ 1
3
n
X
a=0
p2
a+1(η3
a+1 −η3
a) +
n
X
a=0
δa+1pa+1(η2
a+1 −η2
a)
+
n
X
a=0
δ2
a+1(ηa+1 −ηa)),
(4.27) I[Σ] −I[∅]
32κ3
11
= 2m3 + 13m3
1
15
+ 1
3
n
X
a=0
p2
a+1(η3
a+1 −η3
a) +
n
X
a=0
δa+1pa+1(η2
a+1 −η2
a)
n (4.27) +
n
X
a=0
δ2
a+1(ηa+1 −ηa)),
(4.27) which recovers the result of the integral for the non-compact electrostatic solutions in [14]. Thus, the regulated minimal area is given by Amin[Σ] −Amin[∅] = 29π4κ3
11
R2
ϵ2w
−log 2R
ϵw
+ O(1)
! (I[Σ] −I[∅]). (4.28) (4.28) JHEP04(2024)120 Proceeding with the computation of aΣ, we feed eq. (4.28) in eq. (4.1) to get SEE. Computing the log derivative with respect to R of the regularized minimal area functional at
R = 0 gives the universal part of defect entanglement entropy Proceeding with the computation of aΣ, we feed eq. (4.28) in eq. (4.1) to get SEE. Computing the log derivative with respect to R of the regularized minimal area functional at
R = 0 gives the universal part of defect entanglement entropy R∂R(SEE[Σ] −SEE[∅]) = −(I[Σ] −I[∅]),
(4.29) (4.29) where we mapped to the field theory variables using G(11)
N
= 213π4κ3
11 and κ11 = L3/8N. Using eq. (2.8) we can read off the A-type anomaly coefficient using d2 = −1
3(m3
1 −m3) where we mapped to the field theory variables using G(11)
N
= 213π4κ3
11 and κ11 = L3/8N. Using eq. (2.8) we can read off the A-type anomaly coefficient using d2 = −1
3(m3
1 −m3) aΣ = (Pn
a=1 kaηa)3
4
+ 1
12
n
X
a=0
(p2
a+1(η3
a+1 −η3
a) + 3δa+1pa+1(η2
a+1 −η2
a) + 3δ2
a+1(ηa+1 −ηa)). (4.30) Recall that the ηa are ordered by 0 = η0 < η1 < . . . < ηn, and so (ηj
a+1 −ηj
a) > 0 for any
j ∈N and for all a. Further, the orbifold parameters are non-negative ka ∈N, and so by
definition are the pa, and in addition 2δa ∈N. Hence, we see that aΣ ≥0. 4.2
Electrostatic solutions First, we expand the integrand using the large ϱ
expansions of the potential in eq. (A.10). Then after computing dΛr(ϵu, ω), we expand in
small ϵu and integrate term-by-term in ω ∈[0, π/2], which gives I3 = 8m3
1
3ϵ6u
+ 8m3
1
3ϵ4u
+ 5m3
1 + 2m3
6ϵ2u
+ m3
1 + 14m3
45
+ . . . . (4.22) (4.22) Combining I2 and I3, we see Combining I2 and I3, we see I2 −I3 = 4m3
1
3ϵ4u
+ 4m3
1
3ϵ2u
+ 4m3 + m3
1 −10ηn(η2
n + 3ηnm1 + 3m2
1)
30
+ . . . . (4.23) (4.23) Lastly, we need to take care of the integral I1. To do so, we break up the integral over
η ∈[0, ηn] into a sum over the intervals [ηa, ηa+1] for a = 0, . . . , n −1 with η0 = 0. Then,
using ϖa = pa+1η + δa+1 over each interval we find = 1
3
n−1
X
a=0
p2
a+1(η3
a+1 −η3
a) + 3δa+1pa+1(η2
a+1 −η2
a) + 3δ2
a+1(ηa+1 −ηa)
. (4.24) (4.24) Combining everything we get Combining everything we get I[Σ]
32κ3
11
= 4m3
1
3ϵ4u
+ 4m3
1
3ϵ2u
+ 4m3 + m3
1
30
+ 1
3
n
X
a=0
(p2
a+1η3
a+1 −η3
a)
+
n
X
a=0
δa+1pa+1(η2
a+1 −η2
a) +
n
X
a=0
δ2
a+1(ηa+1 −ηa),
(4.25) (4.25) where we slightly abuse the notation by setting ηn+1 = 0 in this sum to make the expressions
a bit more compact. The ϵu divergences in I[Σ] need to be regulated. We again adopt the background
subtraction scheme as before, where the background vacuum AdS7 × S4 solution is obtained
by taking n = 1 and k1 = 1. Taking this limit in eq. (4.25) yields I[∅]
32κ3
11
= 4m3
1
3ϵ4u
+ 4m3
1
3ϵ2u
−5m3
1
6
+ . . . . 4.2
Electrostatic solutions Note that the
inequality is saturated at n = k1 = 1 i.e. aΣ = 0, which is expected since this line charge
density configuration corresponds to having no defect. For completeness, we can rewrite aΣ in terms of the ranks, Na, of the factors in the Levi
subalgebra l ⊂AN−1 and their associated monopole charges, ka, aΣ = N3
32 −1
96
n
X
a=1
1 + 2ka
k2a
N3
a +
n
X
b=a+1
Nakb
N2
a
k2a
+ 3N2
b
k2
b
!
. (4.31) (4.31) While the definite sign of aΣ is a bit less clear in terms of the gauge algebra data, it is
nonetheless non-negative following from eq. (4.30). As we mentioned toward the end of section 3.2, there is a non-trivial consistency check
of our results in eq. (4.30) from the comparison to the one-charge (q2 →0) solutions. Setting
n →1 and k1 →1/√1 −4q1 in eq. (4.30) results in aΣ
n=1 = N3
48
1 + 2q1 −
p
1 −4q1
. (4.32) (4.32) Looking back to the computation of aΣ for the two-charge solutions, we need the largest
root of Q(y) with q2 →0, which is simply y+(q1) = 1
2(1 + √1 −4q1). Plugging y+(q1) into
eq. (4.10) exactly matches eq. (4.32). Looking back to the computation of aΣ for the two-charge solutions, we need the largest
root of Q(y) with q2 →0, which is simply y+(q1) = 1
2(1 + √1 −4q1). Plugging y+(q1) into
eq. (4.10) exactly matches eq. (4.32). – 24 – – 24 – We now compare aΣ to the computations of the ‘defect central charge’ for these solutions. The ‘defect central charge’ was computed in [14] using the standard formula for the central
charge c4d of standalone 4d N = 2 SCFTs at large N holographically dual to AdS5 solutions
in M-theory [70] c4d = 25π3κ3
11
(2πℓP )9
Z
M6
˙V σ
2V ′′
! 3
2
,
(4.33) (4.33) which applies to 11d metrics of the form ds2
11 =
κ2
11 ˙V σ
2V ′′
! 1
3
(ds2
AdS5 + ds2
M6). (4.34) JHEP04(2024)120 (4.34) This formula had been used to find the holographic central charge dual to electrostatic
solutions with compact internal space engineering irregular punctures [18, 71]. Despite the
integrals in eqs. 4.2
Electrostatic solutions (4.27) and (4.33) having the same form, the crucial difference is in the
interpretation of the result: the relative difference between aΣ and c4d is a factor of −2d2/5. Lastly, while monotonicity of the universal part of the defect sphere EE has yet to be
tested for 4d DCFTs, in the case of a co-dimension 4 Wilson surface in 6d SCFTs the universal
defect contribution to the sphere EE does not behave monotonically under defect RG flows (see
e.g. [72]). Due to the relative sign in ∆SEE and the fact that only aΣ is known to obey a weak
defect a-theorem,13 it is expected that eq. (4.29) is not a monotone along defect RG flows. 13The recent entropic proof in [43] of the irreversibility of defect RG flows in addition to the dilaton effective
action methods (á la [37]) in [73] have firmly established the existence of at least a weak defect a-theorem. 5
On-shell action Given a solution to the SUGRA equations of motion, one of the most basic quantities that
one can compute is the on-shell action. Holographically, the on-shell action is mapped to
the free energy of the theory, and so with an even dimensional spherical boundary, it has
universal divergences related to anomalies. In this section, we evaluate the on-shell action for the 11d uplift of the two-charge solutions. This will facilitate a comparison to the same quantity computed in the realization as a domain
wall in 7d N = 4 gauged SUGRA, which was previously found in [13]. Crucially, by employing
the equations of motion, the 11d action can be recast as a boundary integral. Then by fixing a
gauge where C6 has vanishing components along cycles, e.g. the dz ∧ΥAdS5 cycle, that vanish
at y = y+, the regulated on-shell action computed in the background subtraction scheme is
then symmetric in the qI, as expected from the uplift of the 7d theory. Interestingly, the 11d
result does not match the on-shell action computed in [13] for the 7d domain wall. We argue
the discrepancy is related to the change of variables defined in eq. (A.5). On the 11d side,
the change of variables is induced by the transformation to FG gauge. In the 7d theory, this
corresponds to making a large gauge transformation, which can be seen in the uplift given in
eq. (2.16). Interestingly, the choice of FG gauge seems to correspond to a singular gauge in
the 7d theory. We note that the change of coordinates mixes spatial rotations around the
defect with the R-symmetry, which is specific to co-dimension two defects. 13The recent entropic proof in [43] of the irreversibility of defect RG flows in addition to the dilaton effective
action methods (á la [37]) in [73] have firmly established the existence of at least a weak defect a-theorem. – 25 – Moving on, the starting point for computing the on-shell action for the two-charge
solutions in eq. (2.16) is the bosonic part of the 11d SUGRA action Moving on, the starting point for computing the on-shell action for the two-charge
solutions in eq. 5
On-shell action (2.16) is the bosonic part of the 11d SUGRA action S =
1
16πG(11)
N
Z
M
d11x √−g11
R −1
48FMNPQF MNPQ
+
1
8πG(11)
N
Z
∂M
KΥ∂M + SCS,
(5 1) (5.1) where Υ∂M is the natural volume form associated to the metric induced on the boundary
∂M, while K is the trace of the boundary extrinsic curvature KMN = −1
2(∇MνN + ∇NνM)
with νM denoting the components of the outward-pointing normal vector to ∂M and where
capital Latin indices M, N ∈{0, . . . , 10}. Using the equations of motion for the 11d metric
we can write the bulk term as JHEP04(2024)120 √−g11
R −1
48FMNPQF MNPQ
d11x = −1
3F4 ∧⋆F4. (5.2) (5.2) Note that for this particular solution, the four-form flux obeys the equation (5.3) d ⋆F4 = 0,
(5.3) d ⋆F4 = 0, and consequently the Chern-Simons term SCS vanishes. As a further consequence of the
equations of motion for the four-form flux, we can freely exchange ⋆F4 for dC6, which due to
C6 being better behaved will make the following computation a bit easier. Using this fact
and the bulk equations of motion, the bulk integrand can be expressed as a total derivative. Thus, the on-shell action can be written as a boundary integral SOS =
1
16πG(11)
N
Z
∂M
2KΥ∂M −1
3F4 ∧C6
=: SOS,GHY + SOS,bulk. (5.4) (5.4) The particular solutions we are interested in are asymptotically locally AdS7 × S4. So, in
order to regularize the boundary integral, we first map the metric into FG form as in eq. (A.4)
using the explicit asymptotic coordinate transformation derived in eq. (A.3). That is, we
will define a regulating hypersurface at u = ϵu that will become ∂M as we take ϵu →0. Note that due to the presence of an AdS5 factor, an additional regularization procedure will
have to be applied, which we will address later. The particular solutions we are interested in are asymptotically locally AdS7 × S4. So, in
order to regularize the boundary integral, we first map the metric into FG form as in eq. (A.4)
using the explicit asymptotic coordinate transformation derived in eq. (A.3). That is, we
will define a regulating hypersurface at u = ϵu that will become ∂M as we take ϵu →0. 5
On-shell action (5.8) (5.8) JHEP04(2024)120 Using this gauge transformation we find the asymptotic expansion of ˜C6 to be Using this gauge transformation we find the asymptotic expansion of ˜C6 to be Using this gauge transformation we find the asymptotic expansion of ˜C6 to be ˜C6 = L6
1
u6 + 3
2u4 −
1
16u2 (2q1−3(5+q2)+10q2c2ℵc2
θ+5(q2−2q1)c2θ)
dz
∧ΥAdS5+... ( ˜C6 = L6
1
u6 + 3
2u4 −
1
16u2 (2q1−3(5+q2)+10q2c2ℵc2
θ+5(q2−2q1)c2θ)
dz
∧ΥAdS5+... . (5.9) (5.9) It is useful to note that the ΥAdS5 ∧dz component of ˜C6 does not change under the coordinate
transformation ϕI →φI, once the shift in the gauge transformation is taken into account.i It is useful to note that the ΥAdS5 ∧dz component of ˜C6 does not change under the coordinate
transformation ϕI →φI, once the shift in the gauge transformation is taken into account. Next, we need to find F4, which we can easily compute from eq. (2.21). We then
map into FG coordinates, fix ˆg = 2, and expand in small u. Keeping the most relevant Next, we need to find F4, which we can easily compute from eq. (2.21). We then
map into FG coordinates, fix ˆg = 2, and expand in small u. Keeping the most relevant
singular terms, we find F4 = L3
8
("
3c2
θsθdφ1 ∧dθ + c3
θ
2
5s2
θ (2q1 −q2c2ℵ−q2) du ∧dφ1 + 16q1du ∧dz
u3
#
∧ΥS2
+ sθ|cℵ|
2
du ∧dφ1 ∧
5q2c2
θs2ℵdθ ∧dφ2 + 8q2dz ∧
2sℵ
cℵ
dθ −s2θdℵ
u3
)
+ . . . . (5.10) (5.10) Now that we have the asymptotics of the metric, ˜C6, and F4, we are in position to compute the
on-shell action for the two-charge solutions. To begin, we first examine the Gibbons-Hawking-
York (GHY) term. We note that after mapping to FG coordinates as in eq. (A.4), the volume
form on the regulating cutoff slice at u = ϵu can be easily seen to have small ϵu expansion = L10
16
1
ϵ6u
+ 1
ϵ4u
+
5
16ϵ2u
+ 5
5c2θ(q2−2q1)+2q1+q2(10c2
θc2ℵ−3)
432
! ΥAdS5∧dz∧ΥS4+... , (5.11) where we denote ΥS4 := |cℵ|c2
θsθdϕ1 ∧dϕ2 ∧dθ ∧dℵ. 5
On-shell action Note that due to the presence of an AdS5 factor, an additional regularization procedure will
have to be applied, which we will address later. Before beginning the computation in earnest, we will need the asymptotic u ≪1
expansions of F4 and C6. First, we compute C6 from eq. (2.21), which yields C6 = L6
(
1
2q2c2
ζc2
ψdϕ2 + 1
2q1s2
ζdϕ1 +
"
y(y2 + q2) −
c2
ζ
2y (q2c2ψ (y (y −a2 −1) + q1) C6 = L6
(
1
2q2c2
ζc2
ψdϕ2 + 1
2q1s2
ζdϕ1 +
"
y(y2 + q2) −
c2
ζ
2y (q2c2ψ (y (y −a2 −1) + q1)
+2q1y (a1 −y + 1) + q2y (y −a2 −1) −q2q1)
#
dz
)
∧ΥAdS5. (5.5) +2q1y (a1 −y + 1) + q2y (y −a2 −1) −q2q1)
#
dz
)
∧ΥAdS5. (5.5) (5.5) We can then use the residual gauge freedom to shift C6 7→C6 + dΛ5 =: ˜C6 such that ˜C6
has no surviving dz ∧ΥAdS5 components at y = y+. At y = y+, we can use the values for
aI determined from AI(y+) = 0 to show C6(y+) = L6
1
2q2c2
ζc2
ψdϕ2 + 1
2q1s2
ζdϕ1 + y+H2(y+)dz
∧ΥAdS5,
(5.6) (5.6) – 26 – – 26 – where the terms in ΥAdS5 ∧dz depending on the angular coordinates vanish due to a common
factor of Q(y+) appearing in their coefficients. By demanding that the ΥAdS5 ∧dz part of C6
vanishes at y = y+, we find the appropriate gauge transformation to be where the terms in ΥAdS5 ∧dz depending on the angular coordinates vanish due to a common
factor of Q(y+) appearing in their coefficients. By demanding that the ΥAdS5 ∧dz part of C6
vanishes at y = y+, we find the appropriate gauge transformation to be Λ5 = −zL6y+H2(y+)ΥAdS5. (5.7) (5.7) To implement the FG cutoff, we change coordinates to ϕI →φI as defined in eq. (A.5). This
modifies the vanishing condition for C6 at y = y+, resulting in a shifted gauge transformation
with the shift given by To implement the FG cutoff, we change coordinates to ϕI →φI as defined in eq. (A.5). This
modifies the vanishing condition for C6 at y = y+, resulting in a shifted gauge transformation
with the shift given by Λ5 →Λ5 + zL6c2
ζc2
ψa2q2 + zL6s2
ζa1q1. 5
On-shell action A quick calculation also shows the trace
of the extrinsic curvature on the cutoff slice to be given by K = −6
L + 2ϵ2
u
L −3ϵ4
u
4L +
25c2θ(q2−2q1)+10q1+50q2c2
θc2ℵ−15q2+9
ϵ6
u
72L
+...,
(5.12) K = −6
L + 2ϵ2
u
L −3ϵ4
u
4L +
25c2θ(q2−2q1)+10q1+50q2c2
θc2ℵ−15q2+9
ϵ6
u
72L
+...,
(5.12) (5.12) where we have dropped terms at O(ϵ8
u) that depend on the charges but do not contribute
to the final result as ϵu →0. Thus, we find SOS,GHY = −vol(AdS5) π2L9
8G(11)
N
2
ϵ6u
+ 4
3ϵ4u
+
5
24ϵ2u
+ . . . . (5.13) (5.13) – 27 – – 27 – Note that despite K and Υ∂M containing non-trivial dependence on the charges, the end
result in eq. (5.13) is independent of the charges to O(ϵ0
u), and the ϵ0
u part of the GHY term
explicitly vanishes. Moving on to find SOS,bulk, using eqs. (5.9) and (5.10), pulling back on to
the u = ϵu hypersurface, and combining with eq. (5.13), we arrive at SOS,bulk = −vol(AdS5)
π2L9
16G(11)
N
2
3ϵ6u
+ 1
ϵ4u
+ 5
8ϵ2u
−2q1(q2 + y+(2 + 3y+))
15y+
(5.14)
−32q2 + 48q2y+ + 80y3
+ −25
120
! + . . . . (5.14) JHEP04(2024)120 Thus, combining eqs. (5.13) and (5.14) and subtracting of the on-shell action for the
AdS7 × S4 vacuum in eq. (B.7), which is recovered by setting qI = aI = 0 and y+ = 1,
the full regulated on-shell action is SOS −S(vac)
OS
= vol(AdS5) π2L9
120y+G(11)
N
q1q2 + (q1 + q2)y+(2 + 3y+) + 5y+(y3
+ −1)
= −vol(AdS5) π2L9
24G(11)
N
1 −y2
+ −1
5
2q2
1
q1 + y2
+
+
2q2
2
q2 + y2
+
!! = −vol(AdS5) π2L9
24G(11)
N
1 −y2
+ −1
5(2a1q1 + 2a2q2)
. (5.15) (5.15) Note that choosing a different Λ5 while maintaining regularity at y = y+ does not change the
final result. Further, using the form of the regulated AdS5 volume in appendix B.2, the log
divergent part of the on-shell action for the two-charge solutions is given by Note that choosing a different Λ5 while maintaining regularity at y = y+ does not change the
final result. 6
Discussion JHEP04(2024)120 In this work, we have analyzed solutions in 11d SUGRA that holographically describe 1/4−
and 1/2−BPS co-dimension 2 defects in the 6d AN−1 N = (2, 0) SCFT at large N. In this work, we have analyzed solutions in 11d SUGRA that holographically describe 1/4−
and 1/2−BPS co-dimension 2 defects in the 6d AN−1 N = (2, 0) SCFT at large N. Our holographic computations of the defect contribution to the one-point function of the
stress energy tensor have revealed simple expressions for the defect Weyl anomaly coefficient
d2 in section 3. For the 1/4-BPS two-charge solutions specified by charges q1, q2, we have
found that d2 ∝N3(q1 + q2). For the 1/2-BPS electrostatic solutions determined by a
potential solving a Laplace-type equation with moments mj, d2 ∝(m3
1 −m3) ∝N3 −P
a N3
a
where N = P
a Na. Using the 4d form of the defect ANEC, which states d2 ≤0, we have
demonstrated that all of the allowed two-charge solutions found in [13] and the electrostatic
solutions in [14] obey the bound and are thus consistent with this known defect energy
condition [43]. We were also able to compare against a similar computation for the two-charge
solutions done in 7d N = 4 gauged SUGRA, and found an agreement with ⟨Tij⟩in [13]. ⟨
j⟩
[
]
In section 4, we used the tools developed in [63, 64] to holographically compute the
contribution of flat, co-dimension 2 defects to the EE of a spherical region in the dual field
theory. By isolating the universal, log-divergent part of the defect sphere EE, we were able to
find closed form expressions for the A-type anomaly aΣ for both defect systems considered. Since we know that the universal part of the defect sphere EE, is a linear combination of aΣ
and d2 as in eq. (2.7), by combining ∆⟨Tij⟩and ∆SEE, we have a direct computation of aΣ:
for the two-charge solutions we found aΣ ∝N3(1 −y2
+) where y+ is the largest root of the
quartic polynomial in eq. (2.12b), while aΣ for the electrostatic solutions in eq. (4.30) is a
complicated function of the data of the line charge distribution that specifies the solution. For
the electrostatic solutions, we have shown that the computation of the holographic ‘central
charge’ in [14] is proportional to the universal part of the defect sphere EE. 14To be clear, there is a discrepancy in the normalization between the expression in eq. (5.19) and that found
in eq. (4.7) of [13]. Our expression normalizes the sign convention in the computation of the on-shell action
between uplifted 11d solution and the 7d domain-wall description and fixes missing factors of 2π, coming from
the integral over z, and L5. 5
On-shell action Further, using the form of the regulated AdS5 volume in appendix B.2, the log
divergent part of the on-shell action for the two-charge solutions is given by S(ren)
OS
log = −
N3
1920y+
q1q2 + (q1 + q2)y+(2 + 3y+) + 5y+(y3
+ −1)
= N3(4q1q2 −2(q1 + q2)y+(1 −y+) + 5y+(1 −y2
+))
1920y+
. (5.16) (5.16) Before comparing to the 7d result, we first consider what would happen if we were to
perform the computation without making the coordinate transformation in eq. (A.5). In
particular, we consider φI = ˜φI + 2aInIz. (5.17) (5.17) The bulk integrand F4 ∧C6 picks up new cross terms which are absent when n1 = n2 = 0. The remaining terms are unmodified due to the regularity condition imposed on C6 at
y = y+. The new terms are The bulk integrand F4 ∧C6 picks up new cross terms which are absent when n1 = n2 = 0. The remaining terms are unmodified due to the regularity condition imposed on C6 at
y = y+. The new terms are 3L9
8
n2q2a2c2
ζc2
ψ + n1a1q1s2
ζ
ΥS4 ∧ΥAdS5 ∧dz + . . . ⊂F4 ∧C6 . (5.18) (5.18) Integrating these along the boundary changes the on-shell action as follows, SOS 7−→SOS −vol(AdS5) π2L9
24G(11)
N
1
5(2n1a1q1 + 2n2a2q2) . (5.19) (5.19) – 28 – – 28 – In particular, choosing n1 = n2 = 1 reproduces the 7d result given in [13]14 and corresponds
to using the original coordinates ϕI. Examining the uplift defined in eq. (2.16), we can see
that the coordinate transformations given by eq. (5.17) and eq. (A.5) correspond to large
gauge transformations in the 7d description. Thus from the 7d point of view, the choice of FG
gauge, with n1 = n2 = 0 corresponds to a singular gauge choice. Uplifts of lower dimensional
solutions to higher dimensional ones are not necessarily unique, and it is possible that there are
other 11d geometries which correspond to other gauge choices, such as one with n1 = n2 = 1. 6
Discussion Further, we
were able to show that the complicated sum over line charge density data that appears in
aΣ is the same sum that determines the large N ‘central charge’ c4d(= a4d) for the compact
electrostatic solutions describing 4d N = 2 SCFTs; the important difference is that the defect
aΣ has an additional contribution of N3/32. In both classes of defects, we have also shown
that aΣ ≥0, where the inequality is only saturated for a trivial defect. Curiously, in section 5, we showed that the holographically renormalized on-shell action
for the 11d uplift of the two-charge solutions using the full form of the radial cutoff in FG – 29 – gauge and found that the log divergent part of the action cannot be written in terms of either
aΣ, as was expected from the same computation done in 7d gauged SUGRA description of
the two-charge defects [13]. We ultimately identified the source of this discrepancy in the
parametrization of angular variables, ϕI versus φI, in the bulk integrand. The map to FG
gauge results in a redefinition of ϕI →φI which mixes the U(1) normal bundle rotations
around the defect and the U(1) R-symmetry. While the uplifted 11d SUGRA description is
perfectly regular after the map to φI, the 7d gauged SUGRA picture sees this redefinition
as a large gauge transformation resulting in a singular gauge. At the level of the on-shell
action in the original ϕI coordinates, eq. (5.16) picks up extra terms which, accounting for
the normalization discussed in footnote 14, recovers the 7d results in [13]. JHEP04(2024)120 With the holographic predictions for aΣ and d2 in hand, let us compare to results in
the field theory at large N. We will focus entirely on the 1/2-BPS electrostatic solutions
in the following comparisons. Defect supersymmetric Casimir energy. In ordinary 4d SCFTs with R-symmetry
placed on S1
β × S3, the supersymmetric localized partition function can be decomposed as
a product of an exponential prefactor multiplying the superconformal index ZS1
β×S3 = e−βECI. (6.1) (6.1) The supersymmetric Casimir energy (SCE), EC, can be expressed in terms of the conformal
anomalies a and c [74, 75] of the theory, the equivariant integral of the anomaly polynomial [76],
or ‘t Hooft anomalies [77]. 15Evidence for a version of this conjecture for d = 2 defects gathered from studying various examples
appeared to support the claim, and in [80], a relation between the SCE and hT was established using the chiral
algebra description of the defect insertion, which gives a much stronger argument for EC being controlled by
d2. We thank Maxime Trépanier for pointing out the chiral algebra proof in [80] to us. 6
Discussion Given the results in [78] for the localized partition functions
a 1/2-BPS co-dimension 2 defect in a 6d N = (2, 0) AN−1 SCFT labelled by ϑ wrapping
Σ = S1
β × S3 ⊂S1
β × S5, it was conjectured in [79] that the change in the exponential prefactor
due to the introduction of the defect was in fact the defect SCE and could be related to defect
conformal anomalies.15 Now that we have holographic predictions for two defect anomalies,
we can look for a superficial match to this field theory quantity. As a very brief overview, we start the comparison by putting the ambient theory on the
squashed S1
β × S5
b and reducing along the S1 factor. The localized partition function of the 6d
N = (2, 0) AN−1 SCFT in the unrefined limit becomes the partition function of 5d N = 2
U(N) super-Yang-Mills theory on S5
b, which determines the ambient SCE EC[∅] ≡c
24 ,
where
c = N(N2 −1)(b + b−1)2 + N −1. (6.2) (6.2) The quantity c in this picture is the central charge of the 2d WN-algebra on the plane
orthogonal to the directions that defect will eventually wrap [7, 78]. The introduction of a
co-dimension 2 defect breaks the gauge algebra to the Levi subalgebra l = s [Ln
a=1 u(Na)]. The most general 1/2-BPS defect configuration allows for monodromy parameters ⃗w =
(w1, . . . , wn) for the Levi factors. The change in the SCE due to introducing the defect along – 30 – Σ labelled by ϑ : sl(2) →g with monodromy parameters ⃗w was found to be given by [78, 79] EC[Σ]ϑ,⃗w −EC[∅] = 1
2(b + b−1)2[(ˆϱl, ˆϱl) −(ˆϱg, ˆϱg)] + 1
2(⃗w, ⃗w),
(6.3)
= −1
6
N3 −
n
X
a=1
N3
a −3(⃗w, ⃗w)
! . (6.3) In the second line we took the limit b →1, and replaced the scalar product of the Weyl
vectors — denoted ˆϱl and ˆϱg for l and g = su(N), respectively — with (ˆϱl, ˆϱl) = 1
12
n
X
a=1
(N3
a −Na),
(ˆϱg, ˆϱg) = 1
12(N3 −N). (6.4) (6.4) JHEP04(2024)120 Turning off the monodromy parameters16 (wa = 0) in eq. (6.3) we see the superficial relation EC[Σ]ϑ,⃗0 −EC[∅] = 4d2|ka→1 ,
(6.5) (6.5) where on the right hand side we take all orbifold parameters ka →1 in eq. (3.26b). 6
Discussion Since the expression for the defect SCE in terms of explicit defect Weyl anomalies is still
unknown and 4d DCFTs have 23 possible parity even anomalies, we cannot definitively state
that the defect SCE is determined solely by d2. We note, though, that a similar relation
was found for co-dimension 4 Wilson surface defects: the defect SCE in that case was also
related to the 2d DCFT equivalent of d2. Since 2d DSCFT preserving at least N = (2, 0)
supersymmetry have only two independent Weyl anomalies,17 which for the Wilson surface
defect can be clearly distinguished from one another [30], it was conjectured that d2 alone
fixed the defect SCE [79]. So, while it is not inconceivable that d2 could appear in the defect
SCE for co-dimension 2 defects, we leave establishing the precise relation for future work. R-anomalies. Ordinarily in 4d SCFTs, there are non-perturbative formulae that relate
the A-type and B-type Weyl anomalies to ‘t Hooft anomalies for the superconformal R
symmetry [38]. In [73], it was conjectured that aΣ obeys the same relation to defect R-
anomalies as a standalone theory:18 aΣ = 9krrr −3kr
32
,
(6.6) (6.6) 16In light of the compact LLM-type solutions found recently in [81] where the additional internal U(1)
symmetry is broken by the presence of scalar fields, which are interpreted as monodromy parameters, it may
be possible to pin down a more precise relation between EC and defect anomalies by computing ⟨Tµν⟩if
similar non-compact solutions allowing for wa ̸= 0 can be constructed.i 17This was first proven for superconformal surface defects in 4d N = 2 SCFTs in [31], and later, it w
proven for 2d defects in the 6d N = (2, 0) theory in [82]. 18 18It was also conjectured that a B-type defect anomaly built out of the square of intrinsic Weyl tensor
(cΣ| ¯
W|2) obeys the usual relation [38] cΣ = 9krrr −5kr
32
. However, the basis used in [9] did not include | ¯
W|2. From the Gauss-Codazzi and Ricci relations, | ¯
W|2 is
related to several anomalies in the original basis (none of which include d2). So it is unclear at the this time,
what observables can be used to compute cΣ. Though it is reasonable to expect that the defect limit of
⟨TµνTρσ⟩may be the appropriate correlator to compute cΣ, proving this is the subject of future work. 6
Discussion – 31 – where krrr and kr are the cubic and mixed U(1)r R-anomalies. Importantly for the defect
theory written in 4d N = 1 language, the superconformal rΣ symmetry is a linear combination
of the Cartan generator of the ambient SU(2)R R-symmetry and the generator of normal
bundle rotation Mφ [73] rΣ = 2
3(2r6d −Mφ). (6.7) (6.7) It was further stated in [73] that precisely for the types of defects holographically described by
the electrostatic solutions considered above, in order to determine the R and mixed anomaly
we should use the counting formulae [6] krrr = 2
27(nv −nh) + 8
9nv,
kr = 2
3(nv −nh),
(6.8) JHEP04(2024)120 (6.8) where nv is the number of 4d vector multiplets and nh is the number hypermultiplets. In
turn, both nh and nv are determined by the Young diagram data. As we have pointed out around eq. (4.30), the defect A-type anomaly contains a con-
tribution that is precisely of the form of the central charge c4d of 4d SCFTs engineered
from irregularly punctured Riemann surface compactifications of 6d N = (2, 0) AN−1 series
SCFTs dual to electrostatic solutions of the type studied above. Further, in [6, 18], a match
was found between the holographic computation of c4d of the dual 4d SCFT and the large
N behavior of the central charge computed in the field theory using the R-anomalies and
eq. (6.8). However since we have found aΣ = c4d +N3/32, it is clear that the naïve application
of eq. (6.6) and eq. (6.8) do not directly match. 6.1
Future directions and open questions As we have seen in the computation of the A-type anomaly for co-dimension 2 defects in
the 6d N = (2, 0) AN−1 series SCFTs, there is a connection to the central charge of a 4d
SCFT engineered on a Riemann surface with regular punctures, at least in the large N limit. It is natural, then, to wonder how the rest of the data contained in the other 22 parity
even defect Weyl anomalies can be used to characterize the lower dimensional theory, or
whether the remaining unknown defect Weyl anomalies are vanishing or fixed by aΣ and d2. For BPS Wilson surfaces in 6d preserving at least 2d N = (2, 0) supersymmetry, the defect
supersymmetry imposes non-trivial relations among the B-type defect Weyl anomalies [82],
but as of yet, there is no known relation imposed by 4d N = 2 defect supersymmetry. JHEP04(2024)120 A special case of dimensional reduction of the 6d N = (2, 0) AN−1 theory is taking the
Riemann surface to be T2, which reduces to 4d N = 4 SU(N) super Yang-Mills theory. The
co-dimension 2 defects labelled by ϑ : sl(2) →su(N) in the parent theory that we have
holographically studied above wrapped on T2 reduce to Gukov-Witten type defects. In the
absence of complex structure deformations on T2, all of the defect Weyl anomalies are equal
to one another and are ∝N2 −P
a N2
a [28–30, 95], which is closer in appearance to d2 in
eq. (3.26b) than aΣ in eq. (4.30). However, an exact relation to determine the anomalies of
the Gukov-Witten defect from the higher dimensional defect anomalies is as of yet unknown. Defect Weyl anomalies and ‘t Hooft anomalies. As we saw in the attempt to match
the any of the holographic results for aΣ or d2 to large N field theory computations, there
are points of tension that should be resolved. One of the biggest issues, though, is that the
putative relation between defect ‘t Hooft anomalies and defect Weyl anomalies seemed to
disagree with the holographic results. While it remains a possibility that the issue stems
from the holographic side of the story, there is an open question on the field theory side that
must be addressed as well. Namely, the formulae conjectured in [73] only relate two of the
twenty-three parity even defect Weyl anomalies to the defect R-anomalies for co-dimension
≥2 4d defects. 6.1
Future directions and open questions The work that we have presented in this paper is only scratching the surface of 4d defects. While a full accounting of all of the defect Weyl anomalies of these systems through computing
entropies, correlation functions, or other physical quantities is not currently possible, there
are a number of questions opened up by our analysis that we will leave for future work. Probe branes. Even though we have access to the full 11d SUGRA bubbling geometry
solution, it is useful to consider limit cases where we can instead appeal to a probe brane
construction. By finding κ-symmetric embeddings of probe M5-branes in an AdS7 × S4
background wrapping AdS5 ⊂AdS7 and an S1 living either in the internal S4 or in the
AdS7, we expect to be able to holographically study defects engineered by Young diagrams
associated to totally symmetric or totally antisymmetric representations of su(N) similar
to the co-dimension 4 Wilson surface defects from M2 and M5 probe branes [72, 83, 84]. One advantage of studying these defect systems using probe brane holography is that we
will have clearer access to the study of defect RG flows, which will provide holographic
tests of the defect aΣ-theorem in a strongly coupled theory, a means to study defect phase
transitions, and a setting to test the monotonicity of the defect sphere EE along an RG
flow [72]. Further taking inspiration from AdS5 holography [85–87], if one was able to
construct a κ-symmetric probe M5 brane embedding in global AdS7, say with an S1 × S5
boundary, one could try to compare to recent results in type IIB probe brane holography
and supersymmetric localization in 3d/5d systems on a sphere [88, 89]. These questions are
currently being investigated in work currently in progress. – 32 – Dimensional reduction. By (partial) topologically twisted dimensional reduction on a
Riemann surface or a 3-manifold, 6d SCFTs can be used to engineer large classes of 4d [22, 90]
and 3d [91, 92] theories. Further, we can enrich the algorithm to determine the lower
dimensional theory by starting from a 6d theory deformed by their natural co-dimension 2
and 4 defects to end up with a dimensionally reduced theory possibly with defects [21, 93, 94]. 6.1
Future directions and open questions That is, only the E4 and |W|2 structures in the defect anomaly have been
supersymmetrized. A similar supersymmetrization of the defect Weyl anomaly for 2d defects
limited to be sensitive only to the intrinsic geometry of the defect submanifold was carried
out in [96]. This naturally leads one to wonder if it is possible to supersymmetrize the full
defect Weyl anomaly including the anomalies containing the second fundamental form and
normal bundle curvature in order to arrive at a complete set of non-perturbative formulae
for defect Weyl anomalies. Acknowledgments The authors would like to thank Pieter Bomans, Michael Gutperle, and Andy O’Bannon
for useful discussions throughout this work. We would also like to thank Pieter Bomans
and Michael Gutperle for comments on the draft. JE would also like to thank the EIC – 33 – Theory Institute at BNL for partial financial support and warm hospitality while this work
was being completed. The work of PC is supported by a Mayflower studentship from the
University of Southampton. The work of BR is supported by the INFN. The work of BS is
supported in part by the STFC consolidated grant ST/T000775/1. This material is based
upon work supported by the U.S. Department of Energy, Office of Science, Office of High
Energy Physics under Award Number DE-SC0024557. Disclaimer. This report was prepared as an account of work sponsored by an agency of the
United States Government. Neither the United States Government nor any agency thereof,
nor any of their employees, makes any warranty, express or implied, or assumes any legal
liability or responsibility for the accuracy, completeness, or usefulness of any information,
apparatus, product, or process disclosed, or represents that its use would not infringe privately
owned rights. Reference herein to any specific commercial product, process, or service by
trade name, trademark, manufacturer, or otherwise does not necessarily constitute or imply
its endorsement, recommendation, or favoring by the United States Government or any
agency thereof. The views and opinions of authors expressed herein do not necessarily state
or reflect those of the United States Government or any agency thereof. JHEP04(2024)120 A
Fefferman-Graham coordinates The starting point for computing holographic quantities associated with the two-charge
solutions and electrostatic solutions is finding the asymptotic transformation which maps their
respective metrics into FG gauge. In this appendix, we will first derive the transformations
of eq. (2.19) and find the asymptotic expressions for the metric functions in FG gauge. We
will also derive the transformation of eq. (2.23a) into FG gauge. In this process, we will find
necessary conditions on the mixing of two of the angular coordinates that allow for the metrics
to be put into FG form. The interpretation of this mixing of angular coordinates is interpreted
in the field theory language as an identification of the defect superconformal R-symmetry. A.1
Two-charge solutions In this subsection, we will focus on putting the two-charge solutions in FG gauge. The explicit
forms of the metric functions in eq. (2.19) are as follows: ˆf2
AdS = κ2/3
"c2
ζ
q1+y2 q2−q2c2ψ+2y2
2y
+y
q2+y2
s2
ζ
#1/3
,
(A.1a)
ˆf2
y = κ2/3
ˆf2
AdSy
4(q1+y2)(q2+y2)−4y3 ,
(A.1b) (A.1a) (A.1b) 2/3
"c2
ζ
c2ψ
(a2+1) 2q2y+a2
2y3−q2
q1+y2+(a2+1) 2q2y+
a2
2−2
y3
2y ˆf4
AdS ˆf2
z = κ2/3
"c2
ζ
c2ψ
(a2+1) 2q2y+a2
2y3−q2
q1+y2+(a2+1) 2q2y+
a2
2−2
y3
2y ˆf4
AdS "
2yfAdS
+
s2
ζ
y
a2
1−1
y+
q2+y2+(a1+1) 2q1
ˆf4
AdS
+
c2
ζ
q1+y2 q2+2y2
2 ˆf4
AdSy
#
,
(A.1c)
ˆf2
ϕ1 = κ2/3
q1+y2s2
ζ
4 ˆf4
AdS
,
(A.1d) AdS
+
s2
ζ
y
a2
1−1
y+
q2+y2+(a1+1) 2q1
ˆf4
AdS
+
c2
ζ
q1+y2 q2+2y2
2 ˆf4
AdSy
#
,
(A.1c)
2 2 ˆf2
ϕ1 = κ2/3
q1+y2s2
ζ
4 ˆf4
AdS
, ˆf2
ϕ1 = κ2/3
q1+y2s2
ζ
4 ˆf4
AdS
,
(A.1d) – 34 – ˆf2
ϕ2 = κ2/3 c2
ψc2
ζ
q2+y2
4 ˆf4
AdS
,
(A.1e)
ˆf2
zϕ1 = κ2/3 s2
ζ
a1q1+a1y2+q1
ˆf4
AdS
,
(A.1f)
ˆf2
zϕ2 = κ2/3 c2
ψc2
ζ
a2q2+a2y2+q2
ˆf4
AdS
,
(A.1g)
ˆf2
ψ = κ2/3 c2
ζ
q2−q2c2ψ+2y2
8 ˆf4
AdS
,
(A.1h)
ˆf2
ζ = κ2/3 q1c2ζ +2q2c2
ψs2
ζ +q1+2y2
8 ˆf4
AdS
,
(A.1i)
ˆf2
ψζ = κ2/3 q2cψcζsψsζ
2 ˆf4
AdS
,
(A.1j) ˆf2
ϕ2 = κ2/3 c2
ψc2
ζ
q2+y2
4 ˆf4
AdS
,
ˆf2
zϕ1 = κ2/3 s2
ζ
a1q1+a1y2+q1
ˆf4
AdS
,
ˆf2
zϕ2 = κ2/3 c2
ψc2
ζ
a2q2+a2y2+q2
ˆf4
AdS
,
ˆf2
ψ = κ2/3 c2
ζ
q2−q2c2ψ+2y2
8 ˆf4
AdS
,
ˆf2
ζ = κ2/3 q1c2ζ +2q2c2
ψs2
ζ +q1+2y2
8 ˆf4
AdS
,
ˆf2
ψζ = κ2/3 q2cψcζsψsζ
2 ˆf4
AdS
, JHEP04(2024)120 (A.1i) (A.1j) where we denote κ = ˆg3Nℓ3
P/2. where we denote κ = ˆg3Nℓ3
P/2. where we denote κ = ˆg3Nℓ3
P/2. We seek an asymptotic map from {y, ψ, ζ} to the FG coordinates {u, ℵ, θ} in the
large-y/small-u regime. A.1
Two-charge solutions ,
(A.6d)
ˆαzφ1 = q1u4 −q1u6 + . . . ,
(A.6e)
ˆαzφ2 = q2u4 −q2u6 + . . . ,
(A.6f)
ˆαθ = 1 + 5q2c2ℵ+ 2q1 −3q2
12
u4 + . . . ,
(A.6g)
ˆαℵ= 1 + 5(q2 −2q1)c2θ −10q2c2ℵs2
θ −6q1 −q2
24
u4 + . . . ,
(A.6h)
ˆαθℵ= 5q2s2θs2ℵ
12
u4 + . . . . (A.6i) ˆαφ1 = 1 + 10q2c2ℵc2
θ + 5(q2 −2q1)c2θ + 14q1 −11q2
24
u4 + . . . ,
(A.6c)
ˆαφ2 = 1 + 10q2c2ℵc2
θ + 5(q2 −2q1)c2θ −6q1 + 9q2
24
u4 + . . . ,
(A.6d)
ˆαzφ1 = q1u4 −q1u6 + . . . ,
(A.6e)
ˆαzφ2 = q2u4 −q2u6 + . . . ,
(A.6f)
ˆαθ = 1 + 5q2c2ℵ+ 2q1 −3q2
12
u4 + . . . ,
(A.6g)
ˆαℵ= 1 + 5(q2 −2q1)c2θ −10q2c2ℵs2
θ −6q1 −q2
24
u4 + . . . ,
(A.6h)
ˆαθℵ= 5q2s2θs2ℵ
12
u4 + . . . . (A.6i) JHEP04(2024)120 (A.6i) If we had not transformed to φI, we would not have been able to put the metric in FG
form. We can see this in the original ϕI coordinates, where ˆαzϕI has an O(1) term which is
proportional to aI. FG gauge requires ˆαzϕI ∼u4, which would mean setting aI = 0. However,
the values of the aI’s are set by regularity, i.e. aI = −
qI
qI + y2
+
,
(A.7) (A.7) and so, we cannot simply tune them to zero without also setting the corresponding qI = 0,
which lands us on the pure AdS7 × S4 solution. and so, we cannot simply tune them to zero without also setting the corresponding qI = 0,
which lands us on the pure AdS7 × S4 solution. A.1
Two-charge solutions By solving ˆf2
y dy2 + ˆf2
ψdψ2 + ˆf2
ζ dζ2 + ˆf2
ψζdψdζ = L2
u2 du2 + L2
4
c2
θ ˆαℵdℵ2 + ˆαθdθ2 + ˆαθℵdθdℵ
(A.2)i (A.2) order by order in u, we find that the appropriate asymptotic map is order by order in u, we find that the appropriate asymptotic map is order by order in u, we find that the appropriate asymptotic map is y = 1
u2 + 1
2 + (2q1 −q2) c2θ −2q2c2ℵc2
θ −10q1 −9q2 + 3
48
u2 + . . . ,
ψ = ℵ+ q2s2ℵ
24 u4 + . . . ,
ζ = θ −s2θ
q1 −q2c2
ℵ
24
u4 + . . . ,
(A.3) (A.3) 24 where we have suppressed higher orders in u due to their cumbersome expressions. To
complete this map, we need to identify κ = L3, where L denotes the radius of the asymptotic
AdS7 spacetime.i where we have suppressed higher orders in u due to their cumbersome expressions. To
complete this map, we need to identify κ = L3, where L denotes the radius of the asymptotic
AdS7 spacetime.i Mapping all of the other metric functions in eq. (2.19), we find the FG form of the
metric to be ds2
FG = L2
u2 (du2 + ˆαAdSds2
AdS5 + ˆαzdz2) + L2s2
θ ˆαzφ1dzdφ1 + L2c2
ℵc2
θ ˆαzφ2dzdφ2
+ L2
4 (ˆαθdθ2 + s2
θ ˆαφ1dφ2
1 + c2
θ(ˆαℵdℵ2 + c2
ℵˆαφ2dφ2
2) + ˆαθℵdθdℵ),
(A.4) (A.4) where we have transformed the angular coordinates using where we have transformed the angular coordinates using (A.5) ϕI = φI −2aIz. (A.5) Note that since ϕI and z are all 2π-periodic and aI ∈Z/2, the new angular coordinates φI
are also 2π-periodic. The metric functions have the asymptotic behavior ˆαAdS = 1 + u2
2 + 3 −2q1 + 3q2 −10q2c2ℵc2
θ + 5(2q1 −q2)c2θ
48
u4 + . . . ,
(A.6a)
ˆαz = 1 −u2
2 + 3 −2q1 + 3q2 −10q2c2ℵc2
θ + 5(2q1 −q2)c2θ
48
u4 + . . . ,
(A.6b) (A.6a) – 35 – – 35 – – 35 – ˆαφ1 = 1 + 10q2c2ℵc2
θ + 5(q2 −2q1)c2θ + 14q1 −11q2
24
u4 + . . . ,
(A.6c)
ˆαφ2 = 1 + 10q2c2ℵc2
θ + 5(q2 −2q1)c2θ −6q1 + 9q2
24
u4 + . . . A.2
Electrostatic solutions We now turn to deriving the FG form of the metric for the electrostatic solutions. Finding
the asymptotic expansions of the metric factors in eq. (2.23a) requires explicit expressions
for ˙V , ¨V , ˙V ′, V ′′, and σ. We can compute the indefinite integral in V for a trial line charge
distribution ϖa(η) = p1+aη + δ1+a, −1
2
Z
dη′G(r,η,η′)ϖa(η′) = p1+a
2
q
r2+(η+η′)2−
q
r2+(η−η′)2
(A.8)
−ηtanh−1
η+η′
p
r2+(η+η′)2
! +ηtanh−1
η−η′
p
r2+(η−η′)2
!
+ δ1+a
2
tanh−1
η+η′
p
r2+(η+η′)2
! +tanh−1
η−η′
p
r2+(η−η′)2
!! , (A.8) and then build up the full potential by summing over the intervals. Clearly, evaluating the
result above in the η′ →∞region leads to linear and logarithmic divergences. However,
when evaluating derivatives of the right-hand side above, these divergences are eliminated,
and only derivatives of V appear in all of the computations carried out below and in the
main body of the text. The asymptotically AdS7 × S4 region corresponds to the limits r, η →∞. In order to
facilitate the expansion of the derivatives of the electrostatic potential in this region, we
redefine r = ϱcω and η = ϱsω, with ω ∈[0, π/2], so that f2
3 (dr2 + dη2) →f2
ϱdϱ2 + f2
ωdω2,
(A.9) f2
3 (dr2 + dη2) →f2
ϱdϱ2 + f2
ωdω2, (A.9) – 36 – with f2
ϱ = f2
3 and f2
ω = f2
3 ϱ2. The AdS7 × S4 region now lies in the ϱ →∞limit. We can
compute the asymptotic expansions of the derivatives of the electrostatic potential in this
region in terms of its moments as follows, ˙V = ϱsω+m1sω−m3c2
ωsω
2ϱ2
+ m5 (7c2ω−1)c2
ωsω
16ϱ4
+... ,
(A.10a)
¨V = −m1c2
ωsω+ m3 (5c2ω+1)c2
ωsω
4ϱ2
−m5 (28c2ω+63c4ω+29)c2
ωsω
64ϱ4
+... ,
(A.10b)
˙V ′ = 1+ m1c2
ω
ϱ
+ m3 (3−5c2ω)c2
ω
4ϱ3
+ 3m5 (21c4ω−28c2ω+15)c2
ω
64ϱ5
+... ,
(A.10c)
V ′′ = m1sω
ϱ2
−m3 (5c2ω+1)sω
4ϱ4
+ m5 (28c2ω+63c4ω+29)sω
64ϱ6
+... . (A.10d)i (A.10a) JHEP04(2024)120 (A.10d) From these expressions, we can also find the asymptotic behavior of σ in terms of the
moments of the electrostatic potential to be σ = 1+ 2m1
ϱ
−m2
1 (c2ω−3)
2ϱ2
+ m3 (1−3c2ω)
2ϱ3
+ m3m1 (1−12c2ω+3c4ω)
8ϱ4
+... . (A.10e)i (A.10e) Together, these expansions can be inserted into the definitions of the metric functions in
eq. A.2
Electrostatic solutions Note that this transformation parallels
the one taken in [18], where Cz = 1/C is fixed by the ratio of four-form flux through two
4-cycles, which in turn fixes the mixing parameter between the U(1) symmetries leading to
U(1)r symmetry ∂χ = ∂z + 1
C∂φ in the field theory. Here we are following the conventions
of [14] where the corresponding C is negative. We then find that the metric functions for
the transformed coordinates display the following asymptotic behavior, JHEP04(2024)120 f2
φ
L2 = (aφ + bφ)2
u2
−1
8
(2aφ + bφ)2c2θ + bφ(4aφ + 3bφ)
+ . . . ,
(A.15a)
f2
zφ
L2 = 2(aφ + bφ)
u2
+ 1
4(2aφCz + bφ(Cz −2) −(2aφ + bφ)(Cz + 2)c2θ) + . . . ,
(A.15b)
f2
z
L2 = 1
u2 + 1
8(Cz(Cz + 4) −(Cz + 2)2c2θ) + . . . ,
(A.15c) (A.15a) (A.15c) where we introduced the AdS7 radius L = (16m1κ11)1/3. Setting aφ = −bφ = −1 removes the
1/u2 divergences in the asymptotic expansions of f2
φ and f2
zφ. In particular, f2
φ = L2s2
θ/4+. . .. This identifies the φ-circle as the internal S1 ⊂S4. Furthermore, f2
z = L2/u2 +. . ., as required
for the external S1 ⊂AdS7. The final requirement to achieve an FG parametrization is that
f2
zφ ∼O(u2). Eliminating the u0 behavior of f2
zφ fixes Cz ≡−2. Recalling the role of Cz, we
see that the defect superconformal R-symmetry is ∂χ = ∂z −2∂φ.i Having identified the correct combination of angular variables, we can at once express
the metric in FG gauge as ds2
FG = L2
u2 (du2 + αAdSds2
AdS5 + αzdz2) + L2s2
θαzφdzdφ
+ L2
4
s2
θαφdφ2 + c2
θαS2dΩ2
2 + αθdθ2 ,
(A.16) (A.16) where the metric functions have asymptotic behavior αAdS = 1+ u2
2 + 1
96
10c2
θ+ m3 (1−5c2θ)
m3
1
u4+
m3−m3
1
c2
θ
18m3
1
u6 ... ,
(A.17a)
αz = 1−u2
2 + 1
96
10c2
θ+ m3 (1−5c2θ)
m3
1
u4+
m3−m3
1
(5c2θ−13)
72m3
1
u6+... ,
(A.17b)
αφ = 1+
m3−m3
1
(5c2θ−7)
48m3
1
u4+
m3
1−m3
(10c2θ−17)
108m3
1
u6+... ,
(A.17c)
αS2 = 1+
m3−m3
1
(5c2θ+3)
48m3
1
u4+
m3
1−m3
(5c2θ+4)
54m3
1
u6+... A.2
Electrostatic solutions (2.23a) to give (2m1)1/3
κ2/3
11
f2
AdS = 4ϱ+4m1+ 5m3c2ω+4m3
1s2
ω+m3
3m1ϱ
+ 4
m3−m3
1
s2
ω
3ϱ2
+... ,
(A.11a)
(2m1)1/3
s2ωκ2/3
11
f2
S2 = 2m1−(1+5c2ω)m3+4s2
ωm3
1
3ϱ2
+ 8m1
m3
1−m3
s2
ω
3ϱ3
+... ,
(A.11b)
(2m1)1/3
κ2/3
11
f2
ϱ = 2m1
ϱ2 −(1+5c2ω)m3−2s2
ωm3
1
3ϱ4
+ 4m1
m3−m3
1
s2
ω
3ϱ5
+... ,
(A.11c)
(2m1)1/3
κ2/3
11
f2
β = 4ϱ+m1 (c2ω−3)+ (1+5c2ω)m3+4m3
1s2
ω
3m1ϱ
+... ,
(A.11d)
(2m1)1/3
κ2/3
11
f2
χ = 4ϱ+4m1c2ω+ 5m3c2ω+4m3
1s2
ω+m3
3m1ϱ
+... ,
(A.11e)
(2m1)1/3
κ2/3
11
f2
βχ = 8ϱ−8m1s2
ω+ 2
5m3c2ω+4m3
1s2
ω+m3
3m1ϱ
+... . (A.11f) (A.11a) (A.11f) We again look for an asymptotic map to a set of coordinates {u, θ} in terms of which the
metric is in FG form. By taking ϱ = ϱ(u, θ) and ω = ω(u, θ), and expanding in small u to solve We again look for an asymptotic map to a set of coordinates {u, θ} in terms of which the
metric is in FG form. By taking ϱ = ϱ(u, θ) and ω = ω(u, θ), and expanding in small u to solve f2
ϱdϱ2 + f2
ωdω2 = L2
u2 du2 + L2
4 αθdθ2
(A.12) (A.12) order by order, we find order by order, we find ρ = 2m1
u2 + 2m3
1c2
θ + m3 (5c2θ −1)
48m2
1
u2 +
m3 −m3
1
c2
θ
36m2
1
u4 + . . . ,
(A.13a)
ω = θ + π
2 −
m3
1 + 5m3
s2θ
96m3
1
u4 +
m3
1 −m3
s2θ
216m3
1
u6 + . . . . (A.13b) – 37 – – 37 – The asymptotic expansions of f2
χ, f2
β, and f2
βχ under the above transformation reveal an
ambiguity as to which of the angular coordinates should be identified as parametrizing the
external S1 ⊂AdS7 and which as parametrizing the internal S1 ⊂S4 upon mapping to FG
gauge. That is, both are characterized by 1/u2 divergences at small-u, so that the resulting
asymptotic metric is not in FG gauge. To resolve this issue, we introduce χ = (1 + Cz)z + aφφ,
β = −Czz + bφφ,
(A.14) (A.14) where Cz ∈Z and aφ and bφ are arbitrary constants. A.2
Electrostatic solutions ,
(A.17d)
αzφ = m3
1−m3
4m3
1
u4−m3
1−m3
4m3
1
u6+... ,
(A.17e)
αθ = 1+ m3
1−m3
24m3
1
u4+
m3−m3
1
(5c2θ+9)
216m3
1
u6+... . (A.17f) – 38 – Note that, upon being evaluated on the single kink electrostatic profile in eq. (2.29), the
asymptotic metric above recovers the q2 = 0 instance of eq. (A.4); in particular, the coordinate
φ maps over to φ1, while ℵand φ2 correspond to, respectively, the polar and azimuthal
angles on the asymptotic internal S2 ⊂S4 in the electrostatic description. B
Regulating the on-shell action In this appendix, we collect some of the details of the regulating scheme for the computation
of the on-shell 11d supergravity action evaluated on the two-charge solutions. Below we
compute the vacuum AdS7 × S4 on-shell action, which we use in the background subtraction
scheme. This value also provides a good diagnostic for the known limiting case, qI = aI = 0
for the two charge solutions, that recovers the vacuum geometry. We also briefly discuss
computing the renormalized volume of the AdS5 submanifold of the 11d spacetime. JHEP04(2024)120 B.1
AdS7 × S4 B.1
AdS7 × S4 . . (B.7) (B.7) JHEP04(2024)120 Finally, we note that since d ⋆F4 = 0 we can introduce a gauge potential C6 so that
dC6 = ⋆11F4. We can then perform the bulk integral of F4 ∧C6 over the radial cutoff slice at
u = ϵu with the pullback of the six-form potential being given by C6
u=ϵu
= 3L6
1
3ϵ6u
+ 1
2ϵ4u
+
5
16ϵ2u
−11
48 + 5ϵ2
u
256 + ϵ4
u
512 +
ϵ6
u
12288
! dz ∧ΥAdS5. (B.8) (B.8) Crucially, we have used the residual gauge freedom to fix the six-form potential to be regular
at the origin of AdS7, i.e. we pick a gauge such that C6
u=2 = 0. In this gauge, the on-shell
action computed using C6 gives the same result as above. B.1
AdS7 × S4 In this subsection, we compute the on-shell action for the vacuum AdS7 × S4 geometry that
we use in our background subtraction scheme. The data which specifies this solution to
the bosonic theory in eq. (5.1) is the metric ds2
11 = L2
dx2 + cosh2(x)ds2
AdS5 + sinh2(x)dz2
+ L2
4 dΩ2
4 ,
(B.1) (B.1) which is an AdS5 slicing of AdS7 with x ∈[0, ∞), and the four-form flux and its Hodge dual F4 = −3L3
8 ΥS4 ,
(B.2a)
⋆11F4 = 6L6 cosh5(x) sinh(x)dx ∧dz ∧ΥAdS5 . (B.2b) F4 = −3L3
8 ΥS4 ,
(B.2a)
6
5 F4 = −3L3
8 ΥS4 , (B.2a) ⋆11F4 = 6L6 cosh5(x) sinh(x)dx ∧dz ∧ΥAdS5 . (B.2b) (B.2b) Since we are working with the AdS7×S4 vacuum, the transformation to FG gauge is simply x = −ln(u/2) ,
(B.3) (B.3) where the FG radial coordinate is valued u ∈[0, 2]. In FG gauge, the metric takes the form ds2
11 = L2
u2
du2 +
1 + u2
2 + u4
16
! ds2
AdS5 +
1 −u2
2 + u4
16
! dz2
! + L2
4 dΩ2
4 . (B.4) (B.4) The four-form flux has no functional dependence on x and is unchanged in transforming
to FG gauge, while the seven-form flux becomes ⋆11F4 = 6L6
1
u7 + 1
u5 +
5
16u3 −5u
256 −u3
256 −
u5
4096
! du ∧dz ∧ΥAdS5 + . . . . (B.5) (B.5) With the asymptotics of the metric and fluxes in hand, we can easily compute the on-shell
action. Note that the GHY term for the vacuum AdS7 ×S4 solution is trivially identical to the
expression found in eq. (5.13), and so we will not reproduce it here. The bulk action is then – 39 – computed from the F4 ∧⋆F4 term, which after inserting eqs. (B.2a) and (B.5), introducing a
radial cutoff at u = ϵu ≪1, and integrating over the AdS7 × S4 geometry gives S(vac)
OS,bulk = −L9π2
8G(11)
N
vol(AdS5)
1
3ϵ6u
+ 1
2ϵ4u
+
5
16ϵ2u
−11
48
+ . . . . (B.6) (B.6) Combining with the GHY term, we find Combining with the GHY term, we find S(vac)
OS
= −π2L9
8G(11)
N
vol(AdS5)
1
3ϵ6u
+ 5
3ϵ5u
+ 1
2ϵ4u
+ 1
ϵ3u
+
5
16ϵ2u
+
5
48ϵu
−11
48
+ . . ds2
AdS5 = dx2 + sinh2(x) dΩ2
4.
(B.9) B.2
Renormalized AdS5 volume Even after accounting for the divergences coming from the asymptotically AdS7 part of the
geometry via background subtraction, we are still left to deal with the volume of the AdS5
factor in the on-shell action. In order to regularize the remaining polynomial divergences and
read off the universal log-divergent part of the on-shell action, we will simply treat the intrinsic
parts of the AdS5 geometry using standard counterterms in holographic renormalization and
neglecting any divergences associated with the embedding. This renormalization scheme is
admittedly simplistic as it only treats the set of counterterms associated with the intrinsic
geometry of the AdS5 submanifold. However, since the background subtraction scheme leaves
behind only divergences from the volume of the AdS5 and we choose the boundary geometry to
be S4 ,→R6, only defect Weyl anomalies constructed purely from the intrinsic geometry should
contribute, which will be accounted for in the scheme we have chosen. The caveat is that
there may be structures for which we have not accounted in the full set of 11d counterterms,
which is difficult to construct, whose pullback to the AdS5 submanifold contains terms that
contribute to the log divergence in a similar way. Absent a full holographic renormalization
scheme for solutions to SUGRA dual to defects, which would replace background subtraction
scheme as well, this scheme choice constructing counterterms only for the intrinsic geometry
of the AdS5 submanifold is the best tool available. Moving on, the volume of AdS5 has well known divergences. In order to systematically
remove them and reveal any universal log-divergent terms, we consider AdS5 in global
coordinates with an S4 boundary: ds2
AdS5 = dx2 + sinh2(x) dΩ2
4. (B.9) ds2
AdS5 = dx2 + sinh2(x) dΩ2
4. (B.9) – 40 – For simplicity, we consider the round metric on S4. Computing the AdS5 volume requires
regulating the large x behavior, and so we introduce a radial cutoff Λx ≡−log ϵx
2 for ϵx ≪1. Then, expanding in small ϵx For simplicity, we consider the round metric on S4. Computing the AdS5 volume requires
regulating the large x behavior, and so we introduce a radial cutoff Λx ≡−log ϵx
2 for ϵx ≪1. Then, expanding in small ϵx vol(AdS5) = 8π2
3
Z Λx
0
dx sinh4(x) = 2π2
3ϵ4x
−4π2
3ϵ2x
−π2 log ϵx
2 + . . . . B.2
Renormalized AdS5 volume (B.10) (B.10) We regulate the volume using covariant counterterms19 added on the radial cutoff slice that
are standard in AdS5 holographic renormalization [60, 97] SCT,1 = −1
4
Z
dΩ4
q
|gϵx| = −2π2
3ϵ4x
+ 2π2
3ϵ2x
−π2
4 + . . . ,
(B.11a)
SCT,2 = 1
48
Z
dΩ4
q
|gϵx|Rϵx = 2π2
3ϵ2x
−π2
3 + . . . ,
(B.11b) (B.11a) JHEP04(2024)120 (B.11b) where
p
|gϵx| = (1 −ϵx)4p
|gS4|/16ϵ2
x and Rϵx = 12 csch2(ϵx) are the volume form and the
intrinsic Ricci scalar on the cutoff slice, respectively, built from the induced AdS5 metric. Adding these counterterms to the bulk action, we see that the holographically renormalized
volume of the unit AdS5 takes the well-known form vol(AdS5) = −π2 log ϵx
2 + . . . . (B.12) (B.12) To complete the regularization of the on-shell actions for the vacuum AdS7 × S4 and two-
charge solutions and extract the universal contributions to the defect free energy, we replace
vol(AdS5)
= −π2 log(ϵx/2) wherever it appears. Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY4.0), which permits any use, distribution and reproduction in
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